{"meta":{"query_hash":"21fbcc5bf0d9","filters":{"topic":"Multimedia Communication and Technology"},"cohort_total":539,"direct_labels_cover":0,"predictions_cover":539,"exported":539,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/21fbcc5bf0d9","api":"https://metacan.xera.ac/api/v1/cohort?topic=Multimedia+Communication+and+Technology"},"results":[{"id":"W11341730","doi":"10.1139/g00-110","title":"Videoconference in education at U.PORTO","year":2010,"lang":"en","type":"article","venue":"Genome","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Videoconferencing; Studio; Distance education; Service (business); Unit (ring theory); Class (philosophy); Sociology; Engineering; Pedagogy; Psychology; Multimedia; Computer science; Business; Telecommunications; Mathematics education","score_opus":0.023427315844680253,"score_gpt":0.336244697989501,"score_spread":0.31281738214482074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W11341730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82466954,0.00007393762,0.000006155969,0.0057855984,0.00031531756,0.00012213459,5.7780807e-7,0.00005561881,0.1689711],"genre_scores_gemma":[0.9952616,0.000108578366,0.0009904595,0.00019304434,0.00005343362,0.00003222973,0.0000054181805,0.0000023465307,0.0033528677],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99963284,0.00003385386,0.00007875122,0.000080085294,0.00006399341,0.0001104844],"domain_scores_gemma":[0.9996187,0.00003478469,0.00003163281,0.00024206612,0.000031183095,0.000041622414],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024062644,0.000028151762,0.000043160235,0.00006972418,0.00011178874,0.000010612556,0.00027883603,0.00008232702,0.0016733176],"category_scores_gemma":[0.00015351627,0.000030363228,0.000010224961,0.00013513441,0.00013428747,0.00004406918,0.0000548182,0.00013442298,0.00036080234],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050988842,0.00020963796,0.08772878,0.000004438576,0.0000033952256,0.0000012267167,0.022964984,3.4439802e-7,0.116965555,0.6114647,0.00047522257,0.16017665],"study_design_scores_gemma":[0.00005230942,0.0000025379452,0.10254282,0.0000011487513,6.0613866e-7,4.4675053e-7,0.0007728306,0.000003588622,0.00012527076,0.0053586634,0.89109105,0.000048741575],"about_ca_topic_score_codex":0.0016230094,"about_ca_topic_score_gemma":0.046328664,"teacher_disagreement_score":0.8906158,"about_ca_system_score_codex":0.00004673489,"about_ca_system_score_gemma":0.00022524309,"threshold_uncertainty_score":0.99923927},"labels":[],"label_agreement":null},{"id":"W1431850646","doi":"10.71781/9594","title":"Adaptation du Roi lune de Guillaume Apollinaire : texte ergodique non-interactif pour cinéma ergodique non-interactif","year":2008,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Art; Humanities; Materials science","score_opus":0.03958226611475729,"score_gpt":0.35031930283876794,"score_spread":0.31073703672401065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1431850646","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73186123,0.0005112502,0.0016097885,0.026317727,0.0031536908,0.002762647,0.00008438018,0.00004240382,0.23365687],"genre_scores_gemma":[0.8811343,0.004625151,0.02372747,0.0003076011,0.0005655911,0.00037149416,0.0011234981,0.00012077092,0.088024125],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947282,0.001009811,0.0014065588,0.0012208777,0.00061797,0.0010165953],"domain_scores_gemma":[0.99444234,0.0011338784,0.0016449371,0.001463947,0.00084624765,0.00046863695],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012585252,0.0008436579,0.0011036748,0.00049321575,0.0015205926,0.00048762854,0.0038343202,0.0017739173,0.0079414295],"category_scores_gemma":[0.001419348,0.0009563842,0.00042792349,0.000939175,0.00055257883,0.0012271247,0.0005421912,0.0018464895,0.005771616],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011019373,0.0020350888,0.0038900874,0.00014576141,0.0006174695,0.00032113903,0.2853434,0.0005864057,0.008176962,0.0021728294,0.017159503,0.6784494],"study_design_scores_gemma":[0.002522471,0.00036043924,0.014484649,0.0015948815,0.00030746646,0.00020480178,0.061593343,0.04020416,0.025907341,0.00057285273,0.85022944,0.0020181753],"about_ca_topic_score_codex":0.028535118,"about_ca_topic_score_gemma":0.12380543,"teacher_disagreement_score":0.8330699,"about_ca_system_score_codex":0.0010533864,"about_ca_system_score_gemma":0.0031768382,"threshold_uncertainty_score":0.9997793},"labels":[],"label_agreement":null},{"id":"W1480582950","doi":"","title":"Streaming Video: Pedagogy and Technology","year":2000,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Pedagogy; Multimedia; Computer science; Sociology","score_opus":0.036719652314540066,"score_gpt":0.34422791764149535,"score_spread":0.3075082653269553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1480582950","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08898171,0.0013440263,0.000006215062,0.8738138,0.00052355696,0.00031923436,0.0000105841855,0.00048796888,0.03451289],"genre_scores_gemma":[0.9870192,0.00489258,0.0014847264,0.00036946492,0.00026194306,0.00024832346,0.000028445873,0.000018415718,0.0056769173],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9981858,0.00010945731,0.0003363682,0.00054606504,0.00028129428,0.00054101745],"domain_scores_gemma":[0.99804926,0.00081436307,0.00012238119,0.0005489994,0.00024842366,0.00021660145],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002985536,0.00023815247,0.00033734227,0.0015116753,0.00060018705,0.00005557924,0.0006736854,0.0005404177,0.0045659784],"category_scores_gemma":[0.0011046979,0.00024662283,0.00002336953,0.0015838096,0.0030601243,0.00013757823,0.00013053125,0.00075258204,0.00021107668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070228452,0.00010772219,0.010991696,0.0000048844076,0.0000149032785,0.0000026399327,0.001303387,4.091186e-8,0.00016052365,0.8149561,0.00084659655,0.17160445],"study_design_scores_gemma":[0.00047043996,0.000072232,0.004235346,0.00006404655,0.00001998151,0.000019727653,0.0013955378,0.000052366424,0.00029269175,0.9305822,0.062485002,0.00031042492],"about_ca_topic_score_codex":0.00022307671,"about_ca_topic_score_gemma":0.006411196,"teacher_disagreement_score":0.8980375,"about_ca_system_score_codex":0.00007351517,"about_ca_system_score_gemma":0.00081087055,"threshold_uncertainty_score":0.9999986},"labels":[],"label_agreement":null},{"id":"W1481839501","doi":"","title":"Comprendre l'usage du tableau blanc interactif (TBI) sur l'apprentissage et la réussite des élèves : le cas de l'école secondaire Saint-Laurent de la commission scolaire Marguerite-Bourgeoys","year":2013,"lang":"fr","type":"article","venue":"Archipelago (Université du Québec à Montréal)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy; Art","score_opus":0.0072185409611097645,"score_gpt":0.22234456635414418,"score_spread":0.2151260253930344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1481839501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9273237,0.0072617405,0.0019021879,0.041265555,0.00027460876,0.0005691931,0.000053549502,0.00035496263,0.02099449],"genre_scores_gemma":[0.9870208,0.0040370985,0.0027945682,0.00041473872,0.00009207359,0.000036490605,0.000051392057,0.000066277564,0.0054865545],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99431276,0.0033605827,0.00043614118,0.00056193565,0.00035931316,0.00096923544],"domain_scores_gemma":[0.9956448,0.0022354063,0.00039279222,0.00086802145,0.00018421063,0.00067474623],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011959524,0.00048329428,0.0005819164,0.00032674783,0.0019365315,0.0002775765,0.0014979361,0.0005656942,0.0029844984],"category_scores_gemma":[0.0003970179,0.0005520787,0.00032394857,0.00061339024,0.002442628,0.0011200415,0.0011080179,0.0012852395,0.0002440713],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000120113684,0.0014219196,0.12571806,0.00017226898,0.00028490394,0.0003346107,0.36637288,0.00020950049,0.0013735151,0.036373787,0.013881633,0.4537368],"study_design_scores_gemma":[0.0021489724,0.00012831068,0.44508874,0.00050735584,0.00013421674,0.00023826779,0.11571263,0.018252105,0.00013466812,0.0039720237,0.41295224,0.0007304814],"about_ca_topic_score_codex":0.7879859,"about_ca_topic_score_gemma":0.79605114,"teacher_disagreement_score":0.45300633,"about_ca_system_score_codex":0.0012932359,"about_ca_system_score_gemma":0.0014707467,"threshold_uncertainty_score":0.9996931},"labels":[],"label_agreement":null},{"id":"W14835277","doi":"10.1007/978-3-642-23163-6_6","title":"Integrating Internet Protocol Television and Social Networking","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in intelligent and soft computing","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"IPTV; Phone; The Internet; Computer science; Mobile phone; Multimedia; World Wide Web; Protocol (science); Internet television; Internet Protocol; Natural (archaeology); Internet privacy; Interface (matter); Mobile internet; Telecommunications; Advertising; Business; Geography","score_opus":0.05049588443226003,"score_gpt":0.3542885129094144,"score_spread":0.3037926284771543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W14835277","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00023795106,0.00488664,0.016523277,0.00037239268,0.0006976215,0.016391015,0.0000015693265,0.0003229933,0.9605665],"genre_scores_gemma":[0.8330641,0.023663135,0.029970383,0.0009327081,0.004369234,0.0055613252,0.00006794406,0.0003186079,0.1020526],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99857527,0.00008775193,0.00050256605,0.00036732253,0.00017467473,0.0002923862],"domain_scores_gemma":[0.99889183,0.00046223513,0.0003726953,0.0001455249,0.00007525389,0.00005245001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007114898,0.00024027511,0.00035918975,0.00019339936,0.00039832742,0.00007496781,0.00036250515,0.00036300978,0.00011737563],"category_scores_gemma":[0.000105921834,0.00023749631,0.000053448253,0.00005356122,0.00064956327,0.00014049042,0.00044358452,0.00074442034,0.000008486914],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009344784,0.0000070670053,0.00072878465,0.000034049473,0.0000062842537,0.0000019580575,0.008785764,6.3770085e-7,3.9278365e-7,0.30957922,0.000025568146,0.68082094],"study_design_scores_gemma":[0.00013212756,0.000029859328,0.000017043176,0.0006360086,0.0000071954646,0.000002063126,0.0010155999,0.001358656,0.000006747742,0.061098333,0.9354187,0.000277643],"about_ca_topic_score_codex":0.00017265127,"about_ca_topic_score_gemma":0.0013605788,"teacher_disagreement_score":0.93539315,"about_ca_system_score_codex":0.00007802851,"about_ca_system_score_gemma":0.000040215098,"threshold_uncertainty_score":0.96848184},"labels":[],"label_agreement":null},{"id":"W1491181407","doi":"10.1007/11853862_28","title":"Social Visualization Encouraging Participation in Online Communities","year":2006,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan; Telus (Canada)","funders":"","keywords":"Computer science; Visualization; World Wide Web; Human–computer interaction; Data science; Artificial intelligence","score_opus":0.05362069239084244,"score_gpt":0.3750332031351623,"score_spread":0.32141251074431987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1491181407","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0131236585,0.00034298174,0.9432873,0.007082848,0.00085905497,0.0007105335,0.000010849472,0.00036357524,0.034219205],"genre_scores_gemma":[0.9914197,0.00009686305,0.0074289395,0.00045285668,0.00027718215,0.000009861711,0.00006388661,0.000015462034,0.00023527452],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835277,0.00014567439,0.0003745823,0.00026904108,0.0005003287,0.00035759728],"domain_scores_gemma":[0.9988046,0.0004264324,0.00021045632,0.00035746853,0.00016207382,0.00003892285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009210616,0.00017593947,0.0002534505,0.0007379526,0.00056508824,0.00012327114,0.0010562012,0.00034857215,0.00005948584],"category_scores_gemma":[0.00012142164,0.00019355564,0.00004120427,0.00049180695,0.0015686554,0.00020661352,0.00028916853,0.00057750737,0.000008126707],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071230484,0.0001922521,0.005131119,0.000024810099,0.000006015678,0.000008741047,0.05129811,0.008331707,0.000031245334,0.16095309,0.000077118726,0.77393866],"study_design_scores_gemma":[0.0010696637,0.00010891886,0.011105007,0.00072490633,0.00002535101,0.000003323493,0.00018899256,0.58264613,0.00020448164,0.36002064,0.042397853,0.001504704],"about_ca_topic_score_codex":0.0027990574,"about_ca_topic_score_gemma":0.06494964,"teacher_disagreement_score":0.97829604,"about_ca_system_score_codex":0.00039838188,"about_ca_system_score_gemma":0.00034385698,"threshold_uncertainty_score":0.9521126},"labels":[],"label_agreement":null},{"id":"W1493897129","doi":"10.1007/11766247_47","title":"MITS: A Mixed-Initiative Intelligent Tutoring System for Sudoku","year":2006,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Artificial intelligence","score_opus":0.04549147380800346,"score_gpt":0.3095918798242047,"score_spread":0.2641004060162013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1493897129","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004352483,0.0005395058,0.9532164,0.0014393935,0.0022508313,0.0008048492,0.000014723743,0.0002871241,0.041403685],"genre_scores_gemma":[0.8315847,0.0001635578,0.16415983,0.0005678641,0.0014531851,0.00012158674,0.000027824875,0.000059727627,0.001861754],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977739,0.00006600125,0.00042443973,0.0006606201,0.00054983975,0.00052518945],"domain_scores_gemma":[0.9973438,0.0012325754,0.00028333138,0.0006860862,0.000350979,0.00010326715],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011905401,0.00027411454,0.0003890536,0.0005633992,0.0006150694,0.00017386058,0.0018442568,0.0004515606,0.000019105753],"category_scores_gemma":[0.00032709463,0.0002696997,0.00012161616,0.00034861916,0.0014352109,0.00014406645,0.0003891428,0.0005109372,0.000029606133],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009457298,0.00003797457,0.00010138185,0.000087971115,0.000021043075,0.000013309675,0.0060268845,0.0016596324,0.00002969513,0.26347312,0.0002121038,0.7283274],"study_design_scores_gemma":[0.0010868174,0.00035475224,0.00015442718,0.0026556363,0.00007706721,0.00002480047,0.00010978149,0.1274026,0.006011922,0.19600016,0.6636992,0.0024228222],"about_ca_topic_score_codex":0.0003585634,"about_ca_topic_score_gemma":0.002627286,"teacher_disagreement_score":0.8315411,"about_ca_system_score_codex":0.0008191226,"about_ca_system_score_gemma":0.00062727305,"threshold_uncertainty_score":0.9999755},"labels":[],"label_agreement":null},{"id":"W1495922501","doi":"10.1007/978-3-642-01399-7_47","title":"Video Broadcasting to Heterogeneous Mobile Devices","year":2009,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Testbed; Broadcasting (networking); Scalability; Mobile device; Scheme (mathematics); Computer network; Energy (signal processing); Correctness; Mobile computing; Efficient energy use; Multimedia Broadcast Multicast Service; Real-time computing; Multicast; Electrical engineering; Operating system; Algorithm","score_opus":0.02757239522275568,"score_gpt":0.3134662895154221,"score_spread":0.28589389429266643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1495922501","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025664377,0.0025329357,0.8817613,0.008220749,0.002256472,0.0020414756,0.000008864105,0.0008957102,0.099716075],"genre_scores_gemma":[0.810642,0.00021089065,0.18126985,0.0057086074,0.0006937581,0.000031615316,0.000004892182,0.00003487151,0.0014034798],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976835,0.000056006895,0.0003417575,0.0007257334,0.00063924614,0.0005537307],"domain_scores_gemma":[0.9980818,0.0005129883,0.00016727814,0.00084661617,0.00018950061,0.00020181733],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008487304,0.00026261946,0.00033154362,0.0006088386,0.0005722078,0.0002183372,0.0024024842,0.00037974832,0.00015516479],"category_scores_gemma":[0.00029717185,0.00026415786,0.000076814445,0.00049274415,0.00092738314,0.00013325557,0.00055742264,0.00056181283,0.00013691848],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020510283,0.000012599072,0.000050685034,0.000004075725,0.0000029119183,0.000012729445,0.0027738032,0.004365271,0.000040812254,0.0024448337,0.000013345415,0.9902769],"study_design_scores_gemma":[0.0003956248,0.0005182991,0.00018604983,0.0008105274,0.00002331282,0.000049555994,0.000011654198,0.03160121,0.0015021684,0.10698474,0.85612684,0.0017899963],"about_ca_topic_score_codex":0.00026499137,"about_ca_topic_score_gemma":0.004649473,"teacher_disagreement_score":0.9884869,"about_ca_system_score_codex":0.00029667414,"about_ca_system_score_gemma":0.00039862274,"threshold_uncertainty_score":0.99998105},"labels":[],"label_agreement":null},{"id":"W1497987877","doi":"","title":"Dynamically mapping screen real estate optimality","year":2010,"lang":"en","type":"article","venue":"Portland International Conference on Management of Engineering and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Human–computer interaction; Interface (matter); Context (archaeology); Ontology; User interface; Set (abstract data type); Natural user interface; Generative grammar; User interface design; Multimedia; User experience design; Programming language; Artificial intelligence","score_opus":0.026415765633472376,"score_gpt":0.3070585059617401,"score_spread":0.28064274032826775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1497987877","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6212203,0.000005612919,0.0018718499,0.009869779,0.00032401644,0.00017287006,0.000008657132,0.00036266277,0.36616427],"genre_scores_gemma":[0.9853086,0.0020286152,0.012248744,0.000009094552,0.00001561843,0.000015483143,0.000014609172,0.0000049735395,0.00035428826],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99938637,0.000008489456,0.00016908105,0.00015070545,0.00014893155,0.00013642503],"domain_scores_gemma":[0.9995598,0.000024636804,0.00007347735,0.00020639646,0.00009909631,0.00003659245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002432394,0.00007174372,0.000104172024,0.00031203375,0.000065228494,0.000019783512,0.0004245936,0.00012176621,0.00012169561],"category_scores_gemma":[0.00005797744,0.000076444136,0.00001692605,0.00015984515,0.00023022848,0.000048945723,0.00013393446,0.00023738378,0.000004590085],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041621756,0.000029358249,0.0030812207,0.000008838476,0.000042087915,0.0000038704616,0.00008456828,0.0000072575126,0.0011493082,0.89637285,0.0000113693695,0.09920511],"study_design_scores_gemma":[0.003690492,0.00048582527,0.18048434,0.0006954611,0.00012354137,0.00002904681,0.012732864,0.288448,0.0022174376,0.066368654,0.4427759,0.0019484198],"about_ca_topic_score_codex":0.0002343396,"about_ca_topic_score_gemma":0.00015171683,"teacher_disagreement_score":0.8300042,"about_ca_system_score_codex":0.000012823472,"about_ca_system_score_gemma":0.000014684045,"threshold_uncertainty_score":0.31173015},"labels":[],"label_agreement":null},{"id":"W1498516630","doi":"10.1023/a:1013270732633","title":"Guest Editorial: Modeling Multimedia Information and Systems","year":2002,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","score_opus":0.05259958074090939,"score_gpt":0.2988103114726994,"score_spread":0.24621073073178998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1498516630","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10325612,0.044082183,0.187764,0.09171888,0.13906959,0.04516479,0.0023528642,0.0138888275,0.37270272],"genre_scores_gemma":[0.95125127,0.011916009,0.010522437,0.00023854282,0.022956215,0.0023053472,0.00022763178,0.000030114694,0.00055243983],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99890125,0.00007473267,0.00033190617,0.00018427802,0.00025538862,0.0002524266],"domain_scores_gemma":[0.99882275,0.00034943465,0.00011666055,0.00032766882,0.00018039768,0.0002030779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038845194,0.00012269066,0.0001644109,0.000119827426,0.00069019006,0.00024986907,0.0002533108,0.00025172773,0.000046033325],"category_scores_gemma":[0.00036493666,0.00012446179,0.000023860981,0.00023032493,0.00032658095,0.00063856516,0.00008869038,0.00022159514,0.00017836322],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010017449,0.00027406742,0.0021882935,0.000086427004,0.000057713944,4.955469e-7,0.026339723,0.00016570352,0.00038737105,0.053773914,0.047072414,0.86964387],"study_design_scores_gemma":[0.00033464847,0.000006860055,0.00007283255,0.000008627501,0.000011595187,9.936938e-7,0.0019115508,0.23354112,0.000005406659,0.00014742446,0.76382524,0.00013371959],"about_ca_topic_score_codex":0.0009819905,"about_ca_topic_score_gemma":0.00014753849,"teacher_disagreement_score":0.8695101,"about_ca_system_score_codex":0.000037199163,"about_ca_system_score_gemma":0.000026311931,"threshold_uncertainty_score":0.5308454},"labels":[],"label_agreement":null},{"id":"W1500074102","doi":"10.1007/978-3-642-16599-3_11","title":"Smart Media: Bridging Interactions and Services for the Smart Internet","year":2010,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Bridging (networking); Smart objects; Multimedia; The Internet; Hypermedia; Smart environment; Key (lock); Smart device; Bridge (graph theory); World Wide Web; Perspective (graphical); Internet of Things; Human–computer interaction; Computer security; Artificial intelligence","score_opus":0.025900528423154528,"score_gpt":0.30383176518251276,"score_spread":0.2779312367593582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1500074102","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007732499,0.00060373754,0.9580986,0.0265331,0.004426401,0.00078710105,0.0000109101375,0.00018274262,0.008584153],"genre_scores_gemma":[0.91664314,0.00051381206,0.0776801,0.002807622,0.0009888663,0.00005918643,0.000013419255,0.000031589647,0.0012622719],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987082,0.000030324474,0.00022814267,0.00043683924,0.00029382677,0.00030269037],"domain_scores_gemma":[0.99663955,0.0023732595,0.00016439609,0.00057915587,0.00016242312,0.00008118685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009610231,0.0001793821,0.00020551626,0.00029047107,0.0006744274,0.00027385625,0.001686228,0.00024049735,0.000076967335],"category_scores_gemma":[0.0002724225,0.00013874813,0.00005694758,0.00016508672,0.0021448757,0.00018386709,0.0005861304,0.0008983772,0.000012727725],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005389915,0.000012345213,0.0002861028,0.000017259526,0.0000139888625,0.0000015987307,0.01182285,0.000019867575,0.000075524375,0.03569225,0.00003604467,0.9520168],"study_design_scores_gemma":[0.00037314423,0.000046813562,0.00079663424,0.00037834593,0.0000432767,0.000025786208,0.000035820998,0.12005011,0.000653912,0.1316187,0.74535596,0.00062150904],"about_ca_topic_score_codex":0.0011653148,"about_ca_topic_score_gemma":0.07534821,"teacher_disagreement_score":0.9513953,"about_ca_system_score_codex":0.00007811822,"about_ca_system_score_gemma":0.00018836609,"threshold_uncertainty_score":0.94152427},"labels":[],"label_agreement":null},{"id":"W1500498599","doi":"10.19173/irrodl.v3i1.71","title":"Chat and Instant Messaging Systems","year":2002,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Athabasca University; Université de Montréal; Université Laval; Université du Québec à Montréal","funders":"","keywords":"Instant messaging; Computer-mediated communication; Chat room; Computer science; Instant; Multimedia; World Wide Web; Distance education; Internet privacy; The Internet; Psychology; Pedagogy","score_opus":0.2045566290426717,"score_gpt":0.4903474176702864,"score_spread":0.2857907886276147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1500498599","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05106929,0.23236363,0.00009315382,0.17024241,0.00010709663,0.0015904759,0.000021984417,0.00004470638,0.5444673],"genre_scores_gemma":[0.77332556,0.22604364,0.000023120923,0.000058237874,0.000007862159,0.00003011287,0.0000077761215,0.0000018870269,0.0005018044],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99847186,0.0007209737,0.0001845025,0.00010150401,0.00038246668,0.00013867457],"domain_scores_gemma":[0.9988643,0.0007378405,0.00007535293,0.00013056301,0.00015025135,0.000041692674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005422968,0.000036822697,0.00012194501,0.00008123555,0.00027844985,0.000120610806,0.0007888854,0.000029745994,0.00021392906],"category_scores_gemma":[0.0023910129,0.00002668859,0.000011011541,0.00030663295,0.00040026044,0.00012411385,0.00054191955,0.0003695478,0.0000074619807],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001537978,0.00008639313,0.03734678,0.0006007204,0.00003323007,0.0000074607983,0.0020338078,0.000006753446,0.000047088466,0.8665876,0.002204321,0.09103051],"study_design_scores_gemma":[0.00028805982,0.000017145921,0.0015213406,0.0038101908,0.000002503218,0.0000046525993,0.011312416,0.0026920245,0.0000060524826,0.00087452773,0.97941786,0.000053236763],"about_ca_topic_score_codex":0.0021802322,"about_ca_topic_score_gemma":0.00012197239,"teacher_disagreement_score":0.9772135,"about_ca_system_score_codex":0.000054340533,"about_ca_system_score_gemma":0.000035180692,"threshold_uncertainty_score":0.32958734},"labels":[],"label_agreement":null},{"id":"W1501450862","doi":"10.1023/a:1013310705258","title":"Graphical Transformation of Multimedia XML Documents","year":2001,"lang":"en","type":"article","venue":"Annals of Software Engineering","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre For Cold Ocean Resources Engineering","funders":"","keywords":"Computer science; Document Structure Description; XML; Markup language; Document type definition; Grammar; Information retrieval; World Wide Web; Natural language processing; Multimedia; Linguistics","score_opus":0.04023238285551119,"score_gpt":0.3353042947799362,"score_spread":0.295071911924425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1501450862","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9438913,0.0008008454,0.046613004,0.0036497465,0.0003205591,0.00037278052,0.00001184641,0.0005210514,0.0038188754],"genre_scores_gemma":[0.9924256,0.0014265081,0.0060542086,0.000029845936,0.000018412222,0.000007805541,0.000006090455,0.0000056695985,0.000025824775],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99935794,0.000023612056,0.0002230123,0.00005920396,0.0001843722,0.00015183938],"domain_scores_gemma":[0.99944496,0.00017319406,0.000064632564,0.00015428863,0.00010899391,0.000053956668],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030246098,0.000055342156,0.00012326968,0.00015791868,0.00004365568,0.0000042410775,0.00023399359,0.00010049983,0.0000788086],"category_scores_gemma":[0.0005676628,0.00005959769,0.00005813703,0.00031153817,0.00009907893,0.00015701543,0.0000174401,0.00009504566,0.00000655438],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011104402,0.00084552605,0.12928183,0.0004010479,0.00037041603,0.000009330914,0.07460619,0.0023451608,0.010814062,0.14430512,0.0015425414,0.63536775],"study_design_scores_gemma":[0.0030162376,0.00035572174,0.15700886,0.0006893461,0.00007219766,0.0000086698365,0.0048135757,0.016148577,0.0629778,0.0061762747,0.747432,0.0013007422],"about_ca_topic_score_codex":0.00026281594,"about_ca_topic_score_gemma":0.00005270161,"teacher_disagreement_score":0.7458895,"about_ca_system_score_codex":0.000005937326,"about_ca_system_score_gemma":0.000020160542,"threshold_uncertainty_score":0.24303232},"labels":[],"label_agreement":null},{"id":"W1510484096","doi":"10.1023/a:1013297803500","title":"Meta-Data and Media Management in a Multimedia Interactive Telelearning System","year":2002,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","score_opus":0.15223491496939195,"score_gpt":0.3448462071986162,"score_spread":0.19261129222922424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1510484096","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13628514,0.070301704,0.04506313,0.07992941,0.0017961498,0.035122342,0.0025995586,0.00704036,0.62186223],"genre_scores_gemma":[0.9538796,0.0050846604,0.038788736,0.00010713758,0.00011888045,0.0014268822,0.000113526956,0.000020000229,0.00046057228],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984892,0.00018944823,0.0003346307,0.00047141185,0.00021420485,0.000301088],"domain_scores_gemma":[0.99781233,0.0011101768,0.00013511139,0.0007206995,0.000051583,0.00017011538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060152245,0.00015899305,0.00030433686,0.00020673522,0.00037598875,0.00010854333,0.0006502603,0.00014218838,0.0002510454],"category_scores_gemma":[0.00023985372,0.00015033492,0.00003407699,0.00040201508,0.0004317511,0.00032782552,0.00044206655,0.00030579712,0.000107596046],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004735357,0.00014887263,0.0013837003,0.000029929266,0.00023852254,0.000005142137,0.012147014,0.0000017888267,0.000032946013,0.014354435,0.0003903738,0.9712625],"study_design_scores_gemma":[0.0019193948,0.000019423953,0.01076542,0.00006353026,0.0006583175,0.000009752344,0.04173033,0.16200121,0.000032845706,0.000546554,0.7816494,0.0006038222],"about_ca_topic_score_codex":0.0004437994,"about_ca_topic_score_gemma":0.0012165128,"teacher_disagreement_score":0.9706587,"about_ca_system_score_codex":0.00006260538,"about_ca_system_score_gemma":0.000012935089,"threshold_uncertainty_score":0.613048},"labels":[],"label_agreement":null},{"id":"W1510703944","doi":"10.19173/irrodl.v3i1.68","title":"Dual-Platform Products (PC and Mac)","year":2002,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Dual (grammatical number); Computer science; Multimedia; World Wide Web; Telecommunications; Business; Art","score_opus":0.23239906105630267,"score_gpt":0.4880008931749269,"score_spread":0.2556018321186242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1510703944","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.118293606,0.1039746,0.00003104058,0.4666875,0.00015308554,0.0021531605,0.000030711442,0.000055500022,0.30862078],"genre_scores_gemma":[0.8056173,0.19290528,0.000105122344,0.000117359246,0.000024105258,0.000033274955,0.000019279134,0.000002485145,0.0011758002],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987737,0.00038130343,0.00018045765,0.000121969344,0.00039121739,0.00015135],"domain_scores_gemma":[0.99884033,0.0006486954,0.000071652226,0.0001578251,0.00023965871,0.000041846204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0047851717,0.00004043545,0.000114111055,0.00007716789,0.00027295246,0.000087913584,0.00070952316,0.000033362252,0.0005638825],"category_scores_gemma":[0.0055926754,0.000029387858,0.000010846203,0.00039466567,0.0005030574,0.00014919505,0.00060114596,0.0004205491,0.000018308283],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035901554,0.00019792133,0.033967514,0.0007359564,0.00004559129,0.000011737115,0.0034807967,0.0000023420803,0.00010763741,0.4512134,0.018588554,0.49161264],"study_design_scores_gemma":[0.0003198439,0.000028766675,0.002877007,0.0015973152,0.0000028718239,0.00000647077,0.0039046754,0.0007271179,0.000034722874,0.0029880744,0.9874533,0.000059859904],"about_ca_topic_score_codex":0.0011804075,"about_ca_topic_score_gemma":0.0001784248,"teacher_disagreement_score":0.96886474,"about_ca_system_score_codex":0.000046210294,"about_ca_system_score_gemma":0.000050872368,"threshold_uncertainty_score":0.6695359},"labels":[],"label_agreement":null},{"id":"W1514346850","doi":"10.1023/a:1021168913400","title":"Modeling Reactive Multimedia: Events and Behaviors","year":2003,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Royal Society; University of Manitoba","keywords":"Computer science","score_opus":0.04981426622988528,"score_gpt":0.3417888098649128,"score_spread":0.2919745436350275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1514346850","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86100066,0.003725022,0.05258098,0.009555237,0.00044692442,0.0065597477,0.00021314225,0.001254468,0.06466382],"genre_scores_gemma":[0.97080815,0.0015690932,0.026248345,0.00009805561,0.00006396615,0.00079548376,0.000034090306,0.000015862617,0.00036694904],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99892074,0.00012383146,0.00021726266,0.0003018432,0.00016726402,0.00026903924],"domain_scores_gemma":[0.99898434,0.00030896266,0.00006596973,0.0003300019,0.00009633339,0.00021440204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038448072,0.00012651215,0.00016171504,0.0000901487,0.0006929684,0.000049224567,0.0001994432,0.00019006613,0.0000855787],"category_scores_gemma":[0.00035691247,0.0001306917,0.000031098192,0.00021878937,0.00035599817,0.00019564656,0.00006196773,0.0002306309,0.000040869323],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010746037,0.00052966044,0.020502176,0.000016675798,0.000053017255,0.0000015212333,0.014704204,0.00002922144,0.0030583646,0.13473721,0.0001603274,0.82619685],"study_design_scores_gemma":[0.0041898102,0.00008589238,0.015503604,0.00007318742,0.00025012463,0.000020816022,0.030494781,0.09081264,0.0017029924,0.027152296,0.8280191,0.0016947895],"about_ca_topic_score_codex":0.0005898449,"about_ca_topic_score_gemma":0.00047653244,"teacher_disagreement_score":0.82785875,"about_ca_system_score_codex":0.000039994575,"about_ca_system_score_gemma":0.0000736821,"threshold_uncertainty_score":0.53298223},"labels":[],"label_agreement":null},{"id":"W1526358376","doi":"10.1007/11559573_24","title":"Scalable e-Learning Multimedia Adaptation Architecture","year":2005,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Transcoding; Computer science; Multimedia; Scalability; Adaptation (eye); Bitstream; Computer architecture; Overhead (engineering); Architecture; Modality (human–computer interaction); Content adaptation; Encoding (memory); Human–computer interaction; Computer network; Decoding methods; Artificial intelligence; Telecommunications; Ubiquitous computing; Operating system","score_opus":0.025050153731134107,"score_gpt":0.2860627976483944,"score_spread":0.26101264391726026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1526358376","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000082215935,0.00064254116,0.9152925,0.0054430347,0.0008270054,0.00047256256,0.0000024509234,0.00038558964,0.076852076],"genre_scores_gemma":[0.33093163,0.0007767494,0.6576183,0.0012846336,0.0015065768,0.000025037516,0.000029209179,0.000063651445,0.007764198],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974802,0.00010944568,0.00034753734,0.00069134036,0.0008071255,0.00056432287],"domain_scores_gemma":[0.9979178,0.0008040246,0.00025101658,0.0006496889,0.00021348271,0.00016404534],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011503181,0.00028683696,0.00032885303,0.0007490441,0.0007109966,0.00017150276,0.0017019116,0.0005951496,0.00045710764],"category_scores_gemma":[0.0006863407,0.0002869893,0.00008538774,0.00046587217,0.002063615,0.00019204062,0.00039950627,0.0015495465,0.00016439831],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034515492,0.000013688677,0.000048584512,0.00000493086,0.0000043310265,0.0000045271518,0.0072360164,0.021009866,0.000027450586,0.008127919,0.000012437528,0.9635068],"study_design_scores_gemma":[0.00051828113,0.00010405794,0.000111193905,0.00033536335,0.000018129256,0.000011336252,0.000020342803,0.44359806,0.00022227148,0.09361722,0.46049407,0.00094965124],"about_ca_topic_score_codex":0.00036236175,"about_ca_topic_score_gemma":0.005684095,"teacher_disagreement_score":0.96255714,"about_ca_system_score_codex":0.00036713824,"about_ca_system_score_gemma":0.00068102835,"threshold_uncertainty_score":0.9999582},"labels":[],"label_agreement":null},{"id":"W1529126210","doi":"10.1007/978-3-540-24677-0_34","title":"Integration of an Interactive Multimedia Datacasting System","year":2004,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Unicast; Multicast; Software; Multimedia; Multimedia Broadcast Multicast Service; Computer network; Digital multimedia broadcasting; Interactive media; Data flow diagram; Embedded system; Operating system; Channel (broadcasting)","score_opus":0.031293132906677644,"score_gpt":0.3337557035970976,"score_spread":0.30246257069042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1529126210","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00073989603,0.00010771808,0.98699665,0.00031327215,0.0012529385,0.000475805,0.000012238477,0.00020108931,0.00990039],"genre_scores_gemma":[0.66618884,0.000023929982,0.33300358,0.00010449751,0.00037434665,0.000013474754,0.000054133372,0.000017600736,0.00021961161],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979653,0.00018101656,0.00041324066,0.0005340027,0.0005865299,0.0003199225],"domain_scores_gemma":[0.9975472,0.0007915528,0.0004267539,0.00080879277,0.00032623057,0.00009946939],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013004632,0.00019654096,0.0003420618,0.00064783555,0.00028146562,0.000102486265,0.002140646,0.00037474497,0.000020411846],"category_scores_gemma":[0.0009003332,0.00018684594,0.000049003214,0.00070446625,0.0018509513,0.000489076,0.00040102645,0.0007581752,0.000010082023],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007344295,0.000053365362,0.00002069459,0.00003723937,0.0000061195756,0.000008053023,0.02495337,0.0018875371,0.00040278144,0.005500873,0.000006056988,0.9671166],"study_design_scores_gemma":[0.00091556745,0.00030523693,0.00030056827,0.003744401,0.000032915414,0.000026949061,0.0002743474,0.9501202,0.0074261636,0.02872195,0.0071548237,0.0009768781],"about_ca_topic_score_codex":0.0011408764,"about_ca_topic_score_gemma":0.0057974034,"teacher_disagreement_score":0.9661397,"about_ca_system_score_codex":0.0016720229,"about_ca_system_score_gemma":0.002989082,"threshold_uncertainty_score":0.76193565},"labels":[],"label_agreement":null},{"id":"W1533441220","doi":"10.1109/glocom.1994.512723","title":"Architecture and synchronization of multimedia data for presentational applications","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia; Structuring; Architecture; Synchronization (alternating current); Presentational and representational acting; Presentation (obstetrics); World Wide Web; Computer network","score_opus":0.08515536013917453,"score_gpt":0.3732784831864683,"score_spread":0.28812312304729376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1533441220","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013725004,0.0013064421,0.9165429,0.029410573,0.000077704215,0.0022171824,0.00024239716,0.00023954727,0.048590776],"genre_scores_gemma":[0.8267955,0.00065221894,0.17053677,0.000097064425,0.00008218523,0.00015394586,0.0002669956,0.0000057230836,0.0014095787],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996265,0.000030410409,0.000093500574,0.00010245747,0.00008184643,0.00006525928],"domain_scores_gemma":[0.99919724,0.00033625858,0.00004611158,0.00032596366,0.00006553493,0.000028900828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012979521,0.000027732622,0.000047916907,0.000045054923,0.00014074179,0.000008241368,0.00032759647,0.000049996026,0.00041587747],"category_scores_gemma":[0.0002733299,0.000026618283,0.0000073965134,0.00011371557,0.00025210888,0.00006621966,0.000074550044,0.000033274897,0.0000051211373],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028458558,0.00012095748,0.0022835224,0.00002002595,0.000018406528,2.120175e-8,0.0034467662,0.000010148739,0.00020758287,0.18549693,0.007229134,0.8011637],"study_design_scores_gemma":[0.00060122984,0.000017071008,0.0009530279,0.000006522251,0.000018550067,6.2698314e-7,0.001395689,0.1339359,0.00012872125,0.009592149,0.8532409,0.00010959063],"about_ca_topic_score_codex":0.00013298816,"about_ca_topic_score_gemma":0.0007031824,"teacher_disagreement_score":0.8460118,"about_ca_system_score_codex":0.000006355901,"about_ca_system_score_gemma":0.000017421768,"threshold_uncertainty_score":0.4553567},"labels":[],"label_agreement":null},{"id":"W153525798","doi":"10.1007/978-3-642-40498-6_5","title":"Sharing Experiences over Video: Watching Video Programs together at a Distance","year":2013,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Electronic Arts (Canada); Simon Fraser University","funders":"","keywords":"Computer science; Fidelity; Implementation; Multimedia; Videoconferencing; World Wide Web; Internet privacy; Telecommunications","score_opus":0.029310132668165744,"score_gpt":0.30135063356223135,"score_spread":0.2720405008940656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W153525798","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02256077,0.0025420683,0.8544195,0.006876486,0.0035904746,0.0023204004,0.000004390744,0.0010126277,0.106673285],"genre_scores_gemma":[0.93537,0.00023963384,0.056516986,0.0010793941,0.00046539717,0.00016465005,0.0000072077296,0.000046691122,0.006109997],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99668294,0.00007052324,0.00044159885,0.0010949662,0.0009614921,0.0007484635],"domain_scores_gemma":[0.9976752,0.00048454874,0.0003034816,0.0011904713,0.00015687327,0.00018945604],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001201822,0.00036697203,0.00040885565,0.00031961207,0.00096513884,0.0004668108,0.003352729,0.00048334943,0.0010360898],"category_scores_gemma":[0.00027874895,0.0003258558,0.00011449356,0.00042788975,0.003206136,0.00045766885,0.0014876153,0.0007574532,0.00013859863],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069348803,0.000038614442,0.0016080952,0.000018586112,0.000011679214,0.000012800344,0.068795614,0.00013944438,0.00008890344,0.04439473,0.000065347886,0.88481927],"study_design_scores_gemma":[0.0007801162,0.0001958006,0.00035010543,0.0015780926,0.000026056694,0.000022057486,0.00024709088,0.09115053,0.00082396396,0.3451756,0.55694383,0.0027067352],"about_ca_topic_score_codex":0.0010733615,"about_ca_topic_score_gemma":0.0076347627,"teacher_disagreement_score":0.91280925,"about_ca_system_score_codex":0.0006025063,"about_ca_system_score_gemma":0.00026020344,"threshold_uncertainty_score":0.99991935},"labels":[],"label_agreement":null},{"id":"W1544220486","doi":"10.1007/0-387-30038-4_168","title":"Multimedia Synchronization — Infrastructure and Engineering","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Synchronization (alternating current); Computer science; Multimedia; Telecommunications","score_opus":0.007277139681408382,"score_gpt":0.23921553524530473,"score_spread":0.23193839556389634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1544220486","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00037220377,0.0029630896,0.00064956717,0.00055016857,0.001095241,0.00084288797,0.00010193229,0.00041976373,0.99300516],"genre_scores_gemma":[0.057212513,0.06385256,0.13040498,0.0001726009,0.003703611,0.00013369412,0.001453586,0.0004874452,0.742579],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99796283,0.000050834893,0.00063209765,0.000430728,0.0005413611,0.0003821291],"domain_scores_gemma":[0.99785614,0.00063290366,0.00048694937,0.0005852097,0.00023281972,0.00020600326],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033224447,0.00041018138,0.0005831098,0.00044350224,0.00017877368,0.000025997402,0.00058815914,0.0011928148,0.001117185],"category_scores_gemma":[0.0007605799,0.00045301413,0.00011480865,0.000108771776,0.00082572043,0.00014709703,0.00021561918,0.00073926157,0.00006894624],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003317141,0.0001218584,0.0035466654,0.00037785497,0.0002976326,0.000035866655,0.014753631,0.00015536233,0.00020738583,0.10694414,0.06267,0.81085646],"study_design_scores_gemma":[0.000523298,0.000026195032,0.0017981377,0.00015562001,0.000084500236,0.0000023753091,0.00009431056,0.0033120215,0.000017533965,0.001736495,0.9917436,0.0005059166],"about_ca_topic_score_codex":0.00041563748,"about_ca_topic_score_gemma":0.00044074308,"teacher_disagreement_score":0.9290736,"about_ca_system_score_codex":0.00015219527,"about_ca_system_score_gemma":0.00030150628,"threshold_uncertainty_score":0.9997959},"labels":[],"label_agreement":null},{"id":"W1544576306","doi":"","title":"Visualization of Curricula using Multi-Dimensional Scaling","year":2004,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College","funders":"","keywords":"Visualization; Computer science; Curriculum; Data science; Artificial intelligence; Psychology; Pedagogy","score_opus":0.08053179939753051,"score_gpt":0.37983783957324246,"score_spread":0.29930604017571194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1544576306","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43392682,0.0011071818,0.0018639584,0.55596906,0.0024553163,0.0007597893,0.000020856016,0.00044042422,0.0034565753],"genre_scores_gemma":[0.9876283,0.00023120939,0.01166008,0.00014056097,0.00013682318,0.00004515902,0.000034970606,0.0000113079905,0.000111582536],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99869674,0.00008312845,0.00032926857,0.00028665285,0.00032828527,0.0002759491],"domain_scores_gemma":[0.99859285,0.00036113005,0.0002129869,0.00028032955,0.0004296932,0.00012299062],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002859046,0.00014273767,0.00023446673,0.00093737536,0.00031757937,0.000017239701,0.00037548048,0.00025877304,0.00036160616],"category_scores_gemma":[0.0011973453,0.00014572593,0.00003136415,0.0011613521,0.0014776331,0.0001039891,0.00009310306,0.0002834355,0.000023785738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043640644,0.00026959417,0.0075705773,0.0000065014583,0.000010766289,7.371607e-7,0.0015109106,0.0000112189555,0.0015645239,0.98706466,0.000031781994,0.0019543832],"study_design_scores_gemma":[0.000986146,0.000040299943,0.0048084874,0.00023661288,0.000027041653,0.000007481311,0.0007388801,0.00093581114,0.0042041633,0.9871995,0.00052810356,0.0002874719],"about_ca_topic_score_codex":0.00029656533,"about_ca_topic_score_gemma":0.0012652632,"teacher_disagreement_score":0.5558285,"about_ca_system_score_codex":0.000111255096,"about_ca_system_score_gemma":0.0008610554,"threshold_uncertainty_score":0.5942531},"labels":[],"label_agreement":null},{"id":"W1545402212","doi":"","title":"Telementoring Through Video Notes","year":2004,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","score_opus":0.0749299699542642,"score_gpt":0.3553737617836879,"score_spread":0.2804437918294237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1545402212","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014455731,0.0004755887,0.00016583022,0.95926696,0.0014339088,0.00029560368,0.000006357302,0.00037233715,0.023527684],"genre_scores_gemma":[0.9896585,0.0013909467,0.0070793545,0.0005755999,0.0004419801,0.00023405878,0.00002885552,0.00001315905,0.0005775668],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985293,0.000061456565,0.0002727738,0.00037121866,0.0003284182,0.00043682675],"domain_scores_gemma":[0.9982851,0.0007764935,0.00012850677,0.00044186026,0.00022629669,0.00014172235],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026195362,0.00017331539,0.00022241978,0.0005777903,0.0005024919,0.00004884562,0.0006334617,0.00025844775,0.0010314463],"category_scores_gemma":[0.0019693945,0.00017641198,0.000029807921,0.0010075364,0.0014025281,0.00016913374,0.00012438573,0.00050959626,0.00020079166],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037629504,0.00013396365,0.004571932,0.0000038426374,0.000012902066,0.0000013773856,0.0038167133,3.246263e-7,0.0002385488,0.98242927,0.00033567374,0.008451695],"study_design_scores_gemma":[0.000421032,0.000034315937,0.0016931642,0.000055158653,0.000009542404,0.0000027043297,0.0006988285,0.000002888636,0.0013920291,0.9684675,0.02703596,0.0001869056],"about_ca_topic_score_codex":0.0005493997,"about_ca_topic_score_gemma":0.006825411,"teacher_disagreement_score":0.97520274,"about_ca_system_score_codex":0.00015857245,"about_ca_system_score_gemma":0.00074341404,"threshold_uncertainty_score":0.99988174},"labels":[],"label_agreement":null},{"id":"W1546260705","doi":"","title":"Interaction flow in educational visualization tools: A study","year":2009,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Visualization; Computer science; Artificial intelligence","score_opus":0.07699937298246405,"score_gpt":0.3912837197196219,"score_spread":0.3142843467371578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1546260705","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10298878,0.0001816631,0.00003843818,0.8769199,0.00145574,0.0007519981,0.0000057392767,0.00020739484,0.0174503],"genre_scores_gemma":[0.996909,0.00033668624,0.0007770167,0.00046612826,0.00033432108,0.00028224048,0.000085357125,0.000008804042,0.00080040144],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99833363,0.00021359388,0.00038285687,0.0004070146,0.00033876929,0.00032412808],"domain_scores_gemma":[0.9981549,0.0009297133,0.00015629987,0.0003576901,0.00027838149,0.00012301105],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00043866548,0.00017399031,0.00023883226,0.0016105896,0.0002870701,0.00007764552,0.00048093518,0.00022455449,0.0013611238],"category_scores_gemma":[0.0023666122,0.00018644433,0.000023145672,0.0016244346,0.00042745945,0.00028582677,0.000050828603,0.00050674495,0.00009911263],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016488912,0.0011847256,0.026418362,0.0000021199712,0.000008251143,0.0000011054989,0.0064228335,0.0000010759096,0.00007427151,0.9291586,0.0007860777,0.035926044],"study_design_scores_gemma":[0.0006694824,0.00016359126,0.10033895,0.0000666659,0.000011701409,0.0000034897955,0.0035980209,0.00045785334,0.000066468434,0.8911955,0.003169802,0.0002584729],"about_ca_topic_score_codex":0.00016629233,"about_ca_topic_score_gemma":0.009343969,"teacher_disagreement_score":0.89392024,"about_ca_system_score_codex":0.00019993025,"about_ca_system_score_gemma":0.0007722501,"threshold_uncertainty_score":0.9995518},"labels":[],"label_agreement":null},{"id":"W1547634417","doi":"","title":"Mobile Computing: Experiences and Issues","year":2003,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Internet privacy; Computer security; Data science","score_opus":0.045175531943928995,"score_gpt":0.35249161571740306,"score_spread":0.3073160837734741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1547634417","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2326263,0.006059779,0.00004240723,0.69685024,0.0022691165,0.0006714002,0.0000047276376,0.00050740165,0.060968656],"genre_scores_gemma":[0.9922559,0.002374918,0.002786246,0.00023673536,0.00014302201,0.00026655494,0.000007790696,0.000008346662,0.0019204834],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987232,0.00014686478,0.00021953712,0.000351701,0.00022906272,0.00032961598],"domain_scores_gemma":[0.99861455,0.00064181007,0.00010233652,0.00030678097,0.00016962289,0.00016492768],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033588844,0.00015089262,0.00021899224,0.0005536462,0.00048485602,0.000053842956,0.0003769026,0.00022032375,0.0012016584],"category_scores_gemma":[0.0013247721,0.00014769191,0.00001653976,0.000688303,0.00227705,0.00008692605,0.00007548431,0.00034987336,0.000047501908],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018146862,0.000086833104,0.0071838107,0.0000032100809,0.0000067548203,7.3233656e-7,0.019505471,2.831931e-8,0.000056382243,0.96378434,0.0011974388,0.0081731845],"study_design_scores_gemma":[0.0002892158,0.00008161546,0.0010201202,0.000037352143,0.0000079594665,0.000007822291,0.019580364,0.00003122556,0.0008072961,0.8908203,0.08706603,0.00025067828],"about_ca_topic_score_codex":0.00007461906,"about_ca_topic_score_gemma":0.00076750654,"teacher_disagreement_score":0.7596296,"about_ca_system_score_codex":0.000034251414,"about_ca_system_score_gemma":0.00038236106,"threshold_uncertainty_score":0.9997114},"labels":[],"label_agreement":null},{"id":"W1548579202","doi":"","title":"Accessible Multimedia for the Web","year":2002,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"MacEwan University; University of Alberta","funders":"","keywords":"Multimedia; Computer science; World Wide Web; Internet privacy","score_opus":0.1631605329885569,"score_gpt":0.35911867883086607,"score_spread":0.19595814584230917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1548579202","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047214873,0.005578835,0.0001088809,0.5344339,0.0044248705,0.0034454449,0.00003234134,0.00062777934,0.4041331],"genre_scores_gemma":[0.88602746,0.005709237,0.000778309,0.0014919543,0.00027097046,0.00043206362,0.00001442617,0.000024892157,0.10525068],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976563,0.0004809554,0.0004032577,0.00045167052,0.0005213661,0.000486481],"domain_scores_gemma":[0.99778014,0.0007960001,0.00059525005,0.0004455707,0.00018502347,0.00019798471],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00089241465,0.00021373008,0.00025329096,0.00016807532,0.0010369347,0.00022045773,0.00058418023,0.00019976788,0.0020644946],"category_scores_gemma":[0.0003216713,0.00019035849,0.00004862262,0.0006917322,0.00037217845,0.00023022955,0.00008042252,0.0007928275,0.000109694],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000740134,0.00043190058,0.07798186,0.0000637602,0.000022711354,8.130589e-7,0.004833411,0.000009662307,0.000068109606,0.53587574,0.013434736,0.3672033],"study_design_scores_gemma":[0.00071605964,0.00013974763,0.06322811,0.00014142298,0.000015430245,6.114925e-7,0.0053748395,0.0043485393,0.000018904995,0.0052831145,0.9204245,0.00030870727],"about_ca_topic_score_codex":0.0019227698,"about_ca_topic_score_gemma":0.009287434,"teacher_disagreement_score":0.90698975,"about_ca_system_score_codex":0.00037793134,"about_ca_system_score_gemma":0.0004825607,"threshold_uncertainty_score":0.9988478},"labels":[],"label_agreement":null},{"id":"W1550385268","doi":"10.1108/jd-01-2014-0018","title":"Social semiotics as theory and practice in library and information science","year":2015,"lang":"en","type":"article","venue":"Journal of Documentation","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Semiotics; Originality; Social semiotics; Computer science; Information science; Sociology; Value (mathematics); Data science; Epistemology; Social science; Qualitative research; Library science","score_opus":0.02474796014636087,"score_gpt":0.40502495637253083,"score_spread":0.38027699622616995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1550385268","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86333394,0.0003285701,0.00017976426,0.04538331,0.00014374945,0.00013093311,2.8811144e-7,0.000017740542,0.09048169],"genre_scores_gemma":[0.9949431,0.0014948552,0.002932228,0.00056765607,0.000032169788,5.429311e-7,5.368699e-7,0.0000011072444,0.000027795497],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9992757,0.00025965695,0.00016560844,0.000024823194,0.00021654587,0.000057704212],"domain_scores_gemma":[0.9992376,0.0003505373,0.00023675775,0.000028541479,0.00009307105,0.000053505733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024484738,0.000022682885,0.000046120025,0.00020655649,0.000121421705,0.00012959106,0.00010190239,0.000034885226,0.0000122079355],"category_scores_gemma":[0.0025624956,0.000021141113,0.0000051060233,0.00025817862,0.00029998284,0.013748447,0.00003829516,0.00009487141,0.0000024352084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009417324,0.000019950097,0.0028038828,0.000002231506,0.0000033057051,9.93609e-7,0.07560631,0.0000017895488,0.000111070665,0.87519854,0.00016007172,0.045997687],"study_design_scores_gemma":[0.003295877,0.00030420444,0.035009954,0.000047674395,0.000042350257,0.00012013075,0.4490335,0.00015745647,0.00090049976,0.23903218,0.2718587,0.00019748116],"about_ca_topic_score_codex":0.000025684065,"about_ca_topic_score_gemma":0.000005009664,"teacher_disagreement_score":0.63616633,"about_ca_system_score_codex":0.00003432175,"about_ca_system_score_gemma":0.0002562232,"threshold_uncertainty_score":0.99672925},"labels":[],"label_agreement":null},{"id":"W1550439051","doi":"10.1109/vsmm.2014.7136675","title":"On a non-web-based multimodal interactive documentary production","year":2014,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Production (economics); World Wide Web; Human–computer interaction; Multimodal interaction; Multimedia","score_opus":0.011914430518607714,"score_gpt":0.3241926740697123,"score_spread":0.3122782435511046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1550439051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54666996,0.0000037230166,0.002463671,0.0553113,0.0008970011,0.0005502609,0.0000010023546,0.0005478323,0.39355525],"genre_scores_gemma":[0.9935669,0.000005877143,0.0034927784,0.0010575132,0.00008158551,0.000039171988,0.0000055062737,0.0000045980523,0.0017460878],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99932414,0.00016737185,0.00008925688,0.00015074796,0.00013922053,0.00012925196],"domain_scores_gemma":[0.99933404,0.00023543934,0.000046506557,0.0002867973,0.00005233872,0.000044901502],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035364064,0.000055551005,0.0000680998,0.00009436437,0.00021981547,0.000018734052,0.00023027694,0.00006493526,0.0009198634],"category_scores_gemma":[0.00051799085,0.00004939491,0.000028551178,0.00013137927,0.00017107058,0.00010138505,0.000027365568,0.000141216,0.00030691037],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039483714,0.002027064,0.01089408,0.00001889278,0.00008513612,0.0000018724163,0.020960681,0.00027505404,0.014969797,0.34005708,0.084490135,0.5258254],"study_design_scores_gemma":[0.0035661513,0.0005136245,0.007296541,0.00008320953,0.000027299804,8.960966e-7,0.007941175,0.069124684,0.044582587,0.016783934,0.8493771,0.00070281076],"about_ca_topic_score_codex":0.0018967958,"about_ca_topic_score_gemma":0.0030949307,"teacher_disagreement_score":0.764887,"about_ca_system_score_codex":0.000079417114,"about_ca_system_score_gemma":0.000053515858,"threshold_uncertainty_score":0.99999344},"labels":[],"label_agreement":null},{"id":"W1557265236","doi":"10.19173/irrodl.v6i3.273","title":"Audio/ Videoconferencing Packages: High cost","year":2006,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Interactivity; Computer science; Videoconferencing; Asynchronous communication; Distance education; Multimedia; Asynchronous learning; Audio equipment; Software; Teleconference; Feature (linguistics); World Wide Web; Telecommunications; Synchronous learning; Teaching method; Engineering; Operating system","score_opus":0.12220678346178851,"score_gpt":0.487518201310213,"score_spread":0.36531141784842447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1557265236","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.112529464,0.0283948,0.0010853851,0.37247616,0.00026610887,0.0035873812,0.00007858358,0.00010464589,0.48147747],"genre_scores_gemma":[0.96050406,0.038317576,0.00014301899,0.0001322936,0.00003918225,0.00007553803,0.00009264468,0.0000032831829,0.0006924211],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980857,0.0008667604,0.00025306077,0.00012377067,0.00048238976,0.00018832696],"domain_scores_gemma":[0.9981434,0.0012066911,0.00010891778,0.00018443899,0.00032159188,0.000034998353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0064264373,0.00004755296,0.00014562458,0.000095365554,0.0003135856,0.00011444877,0.0013025287,0.00004296776,0.00052686257],"category_scores_gemma":[0.0036998887,0.000035623347,0.000022267588,0.00042260316,0.0004439686,0.00012715907,0.0005756508,0.00048640257,0.00002068776],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027253876,0.00011283759,0.054317504,0.00025074297,0.000021356129,0.0000063557713,0.0004461896,0.000022071703,0.00011109183,0.84442765,0.009530694,0.09072626],"study_design_scores_gemma":[0.0005033377,0.000022814958,0.018626254,0.0035053901,0.000004280587,0.000002118504,0.005011663,0.00035381422,0.000087170505,0.016402869,0.95539165,0.00008862843],"about_ca_topic_score_codex":0.016297609,"about_ca_topic_score_gemma":0.0019011981,"teacher_disagreement_score":0.945861,"about_ca_system_score_codex":0.00011181487,"about_ca_system_score_gemma":0.00019917276,"threshold_uncertainty_score":0.990253},"labels":[],"label_agreement":null},{"id":"W1557398688","doi":"10.1023/a:1013245819429","title":"Distributed Video Production: Tasks, Architecture and QoS Provisioning","year":2002,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Waterloo","funders":"","keywords":"Computer science; Architecture; Distributed computing; Quality of service; Resource allocation; Protocol (science); Network architecture; Computer network","score_opus":0.03667481132734842,"score_gpt":0.2944946641561039,"score_spread":0.2578198528287555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1557398688","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1818511,0.022598278,0.1024194,0.57615113,0.0014891535,0.019441066,0.0011178923,0.005417739,0.08951424],"genre_scores_gemma":[0.9728089,0.0029341376,0.020653168,0.00022959014,0.0006080632,0.0011749717,0.000121933204,0.000017356379,0.0014519003],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991296,0.00006838592,0.00017077719,0.0002866656,0.0001379811,0.0002066263],"domain_scores_gemma":[0.99913245,0.00023491234,0.000075420394,0.00034536127,0.000069930575,0.00014189567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019345002,0.00009947648,0.000121678415,0.00006384115,0.000881361,0.00009783362,0.00020134536,0.00012104829,0.00018445519],"category_scores_gemma":[0.00039949454,0.00009348242,0.000021318989,0.00030450683,0.0005759901,0.00012718828,0.000087853696,0.00021378075,0.000042476655],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022078775,0.00009612119,0.001602832,0.000010671913,0.000011357634,3.4849242e-7,0.0036499498,0.000004367961,0.00056901184,0.01329665,0.0032797824,0.9774767],"study_design_scores_gemma":[0.00023823451,0.000011498982,0.0034636043,0.000012275257,0.0000140436905,0.0000048807206,0.000982239,0.0012370626,0.00013666748,0.0012830426,0.99246365,0.00015280505],"about_ca_topic_score_codex":0.00011580028,"about_ca_topic_score_gemma":0.00022765594,"teacher_disagreement_score":0.98918384,"about_ca_system_score_codex":0.00002194502,"about_ca_system_score_gemma":0.00001833849,"threshold_uncertainty_score":0.6778806},"labels":[],"label_agreement":null},{"id":"W1557846997","doi":"","title":"The Technophobe and the Madman: An Internet2 Distributed Musical","year":2004,"lang":"en","type":"article","venue":"The Journal of the Abraham Lincoln Association","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"York University; Rensselaer Polytechnic Institute; New York State Council on the Arts","keywords":"Musical; Computer science; Art; Visual arts","score_opus":0.009125555783567626,"score_gpt":0.28687005367362584,"score_spread":0.27774449789005823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1557846997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6535349,0.0004575218,0.0003621725,0.34288862,0.00075173465,0.0004582888,0.0000051890884,0.000051664163,0.001489942],"genre_scores_gemma":[0.9975236,0.0010487502,0.00010127469,0.00059234246,0.00027747042,0.0000062087574,7.712336e-7,0.0000066334337,0.00044296752],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9975986,0.0012393306,0.00036462548,0.000060739378,0.0005346563,0.00020203604],"domain_scores_gemma":[0.9967038,0.0016103763,0.0009538402,0.00043809623,0.00024573636,0.000048132246],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007437708,0.00008056067,0.00015072628,0.0000303665,0.0017068724,0.0001404839,0.0016928096,0.00015312004,0.000011640519],"category_scores_gemma":[0.0036530795,0.000032443066,0.00010318637,0.00034038984,0.00078502693,0.00015377831,0.00023035778,0.00070361194,0.0000076023744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010195869,0.00068730593,0.014872465,0.000007988801,0.0007414437,0.0000034845634,0.11678528,0.0005247398,0.0014639113,0.75504273,0.015101875,0.093749195],"study_design_scores_gemma":[0.0071343905,0.00026500653,0.084479704,0.00011776329,0.0004450684,0.000049183378,0.03715799,0.0015412467,0.0009060358,0.44143444,0.4261291,0.00034006458],"about_ca_topic_score_codex":0.0006330055,"about_ca_topic_score_gemma":0.0047457465,"teacher_disagreement_score":0.41102722,"about_ca_system_score_codex":0.00046802487,"about_ca_system_score_gemma":0.0001670461,"threshold_uncertainty_score":0.9995928},"labels":[],"label_agreement":null},{"id":"W1563662685","doi":"10.13140/2.1.4733.0569","title":"Giving Learners Control through Interaction Design","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Delegate; Control (management); Computer science; Transactional leadership; Knowledge management; Freedom of choice; Human–computer interaction; Psychology; Artificial intelligence; Social psychology","score_opus":0.1395903086788706,"score_gpt":0.37440895713010525,"score_spread":0.23481864845123465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1563662685","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021163192,0.0000852177,0.2821196,0.023201022,0.00036714628,0.00032129503,2.6944113e-7,0.0007361782,0.6720061],"genre_scores_gemma":[0.9835566,0.0002944895,0.01005822,0.00053484563,0.000033830565,0.000011079847,3.5052128e-7,0.0000030674603,0.0055074757],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99944806,0.00019451696,0.000079034195,0.00007089476,0.00009141858,0.00011609982],"domain_scores_gemma":[0.9994784,0.00028851745,0.000035247118,0.00014107139,0.00003198597,0.000024788143],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022160902,0.000033419296,0.000057176057,0.000029587267,0.00038821713,0.00000989805,0.00018307274,0.000065111555,0.0012410647],"category_scores_gemma":[0.00031972816,0.00003105899,0.000022032595,0.00010903605,0.00022311213,0.00017017624,0.000015529766,0.000107483786,0.00023753251],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007772995,0.00032238048,0.02112664,0.000004642088,0.00009380073,0.000014653088,0.14091566,0.00028590634,0.003284177,0.6714744,0.05562568,0.10677435],"study_design_scores_gemma":[0.00056665717,0.000031149473,0.0007758897,0.0000047927624,0.000004517069,0.0000056456206,0.016072253,0.002863787,0.0007543421,0.0025883703,0.97619456,0.00013802633],"about_ca_topic_score_codex":0.0020396302,"about_ca_topic_score_gemma":0.00051987375,"teacher_disagreement_score":0.96239346,"about_ca_system_score_codex":0.00004226146,"about_ca_system_score_gemma":0.000052739706,"threshold_uncertainty_score":0.99967194},"labels":[],"label_agreement":null},{"id":"W1567036927","doi":"","title":"I’ll Wait for the Movie: Another Way to Promote Student Services","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cape Breton University","funders":"","keywords":"Service (business); Video production; Unit (ring theory); Multimedia; Service provider; Computer science; Psychology; Business; Mathematics education; Marketing","score_opus":0.033314638090564785,"score_gpt":0.37333688709351986,"score_spread":0.3400222490029551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1567036927","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.112770885,0.0004021153,0.0033804143,0.6146484,0.00031144192,0.0031322585,0.0000042395845,0.0006621439,0.26468813],"genre_scores_gemma":[0.9745937,0.00008717193,0.005261806,0.009935218,0.00006896017,0.00007454025,8.957212e-7,0.0000043814307,0.009973329],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99948406,0.000034875502,0.000088911234,0.000097836666,0.00013400799,0.0001602965],"domain_scores_gemma":[0.99946564,0.00009241106,0.000027199514,0.00032503807,0.000054947293,0.00003474872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037909995,0.00004690005,0.00006169951,0.000026541655,0.00032934872,0.00004491542,0.00077980006,0.000056064277,0.0004312717],"category_scores_gemma":[0.000030621854,0.00002902138,0.000029192784,0.00014174082,0.000047913458,0.00004210596,0.00004799584,0.00004883354,0.000105413936],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011512484,0.00019215123,0.0006924832,0.0000036440217,0.000022761827,2.0648628e-7,0.039556827,0.000003465848,0.0008574835,0.31132647,0.0072822645,0.6400507],"study_design_scores_gemma":[0.00013386969,0.000042646137,0.0048402273,0.0000034991,0.000004800639,6.058044e-8,0.004355437,0.00019963687,0.00048903225,0.0027755213,0.98709726,0.000057978516],"about_ca_topic_score_codex":0.0007062734,"about_ca_topic_score_gemma":0.0059960363,"teacher_disagreement_score":0.979815,"about_ca_system_score_codex":0.000021296355,"about_ca_system_score_gemma":0.000015079356,"threshold_uncertainty_score":0.47221228},"labels":[],"label_agreement":null},{"id":"W1567080940","doi":"","title":"A Real-Time Configurable Web-based Tool for Teleconferencing and Telelearning","year":2004,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Teleconference; Computer science; World Wide Web; Multimedia","score_opus":0.019798530747265588,"score_gpt":0.32388218021631915,"score_spread":0.3040836494690536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1567080940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5920576,0.000116288255,0.15181233,0.1442937,0.0014582721,0.0051657013,0.00015277822,0.0030071642,0.1019362],"genre_scores_gemma":[0.9211608,0.00021316255,0.075531885,0.0005838028,0.000083494975,0.00086521567,0.0003258388,0.000013090613,0.0012226924],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99881566,0.000026767335,0.00043959796,0.0002100536,0.00021057954,0.00029733783],"domain_scores_gemma":[0.9979352,0.00016898468,0.0003704751,0.00025380062,0.0012081696,0.000063377454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073152245,0.0001563775,0.00018087345,0.0003231936,0.0006799302,0.00018676542,0.00059583975,0.00043693712,0.0003275624],"category_scores_gemma":[0.0010233297,0.00017884365,0.00013685194,0.0002851972,0.00048022583,0.0007526954,0.000051356248,0.00027761402,0.000041994936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024753917,0.00012788798,0.0018933627,0.000037432317,0.00006702899,1.1932459e-8,0.007375246,0.00002565975,0.0019775834,0.9003009,0.0029905152,0.085179575],"study_design_scores_gemma":[0.0047091367,0.00019079189,0.0010550027,0.00016575743,0.000074237214,0.0000044710623,0.057042588,0.017108627,0.0042497213,0.08908397,0.82556874,0.00074694894],"about_ca_topic_score_codex":0.00020569068,"about_ca_topic_score_gemma":0.00006011928,"teacher_disagreement_score":0.82257825,"about_ca_system_score_codex":0.0004194278,"about_ca_system_score_gemma":0.0024621845,"threshold_uncertainty_score":0.72930324},"labels":[],"label_agreement":null},{"id":"W1569134749","doi":"10.4271/2003-01-0113","title":"X-by-Wire: Opportunities, Challenges and Trends","year":2003,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Infineon Technologies (Canada)","funders":"","keywords":"Computer science","score_opus":0.058761815941708394,"score_gpt":0.3044771543032942,"score_spread":0.2457153383615858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1569134749","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038616624,0.009924031,3.1937554e-7,0.07202079,0.00029277217,0.0006492579,0.000049060523,0.003797642,0.8746495],"genre_scores_gemma":[0.95017016,0.040691476,0.0016323834,0.0021904078,0.00007367263,0.0002920562,0.000036284644,0.00007686463,0.0048366995],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956034,0.00069574243,0.0008015747,0.0009876986,0.0008687151,0.0010429],"domain_scores_gemma":[0.9965855,0.00085172756,0.00024379039,0.0015831703,0.00011288918,0.0006229182],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015263408,0.0005858409,0.00076544116,0.00032736358,0.0009757928,0.00010848949,0.0013674819,0.0012849867,0.0017145845],"category_scores_gemma":[0.0017483372,0.00054963864,0.00024638334,0.0006482864,0.00386911,0.0004474538,0.00034171037,0.0012594843,0.00007231578],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048484766,0.00037082256,0.00005011535,0.000016344273,0.0000348177,0.00001991025,0.0004047654,6.666707e-8,0.23722385,0.61335444,0.01104679,0.13742957],"study_design_scores_gemma":[0.0004673641,0.00036927115,0.25345126,0.00005041413,0.000033917568,0.000027514514,0.0017008075,6.728889e-9,0.000025542142,0.0068779965,0.7365094,0.00048649617],"about_ca_topic_score_codex":0.00015402178,"about_ca_topic_score_gemma":0.20217626,"teacher_disagreement_score":0.9115535,"about_ca_system_score_codex":0.00024943572,"about_ca_system_score_gemma":0.00017527732,"threshold_uncertainty_score":0.99969554},"labels":[],"label_agreement":null},{"id":"W1569350996","doi":"10.24002/jik.v12i1.441","title":"NodeXL dalam Penelitian Jaringan Komunikasi Berbasis Internet","year":2015,"lang":"id","type":"article","venue":"Jurnal ILMU KOMUNIKASI","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Computer science; Art","score_opus":0.07569407695357412,"score_gpt":0.32983871049901936,"score_spread":0.25414463354544525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1569350996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5549841,0.0031378907,0.00007904591,0.031064112,0.0033047707,0.00080848736,0.000028521516,0.0006895321,0.40590355],"genre_scores_gemma":[0.90894234,0.0029230786,0.0058364975,0.0012480251,0.00084526325,0.000059254755,0.00007696586,0.000114474606,0.079954095],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99387527,0.0014718752,0.0012077296,0.0007971575,0.0012911897,0.0013567697],"domain_scores_gemma":[0.9946137,0.00048635105,0.0007735756,0.0020691687,0.0007889899,0.0012682197],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025983579,0.00065887574,0.0008870826,0.0005365223,0.00080851396,0.00054757774,0.0040738513,0.0010015863,0.0010424745],"category_scores_gemma":[0.0011957895,0.00069481734,0.00041551644,0.0012705195,0.0017005989,0.00073309883,0.0011164993,0.0020957608,0.0025943602],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042476915,0.0028278935,0.06778807,0.00014755095,0.0010040248,0.00028972377,0.19206883,0.00002440264,0.0007782642,0.21298425,0.11700699,0.40465525],"study_design_scores_gemma":[0.0015429212,0.0002760022,0.0040553776,0.00020092538,0.00013318233,0.00005574152,0.017298533,0.0011965915,0.0005519522,0.0014806564,0.972429,0.00077912904],"about_ca_topic_score_codex":0.0076732915,"about_ca_topic_score_gemma":0.008373121,"teacher_disagreement_score":0.855422,"about_ca_system_score_codex":0.000753794,"about_ca_system_score_gemma":0.00094398105,"threshold_uncertainty_score":0.9998707},"labels":[],"label_agreement":null},{"id":"W1570916732","doi":"10.1007/978-3-642-04052-8_9","title":"MiniDiver: A Novel Mobile Media Playback Interface for Rich Video Content on an iPhoneTM","year":2009,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Interface (matter); Multimedia; Content (measure theory); Computer graphics (images); Operating system","score_opus":0.06571326980188408,"score_gpt":0.3293228411772038,"score_spread":0.2636095713753197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1570916732","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006115452,0.0005693889,0.97599983,0.0036328041,0.0027740225,0.0024145404,0.000071051596,0.0004467593,0.0079761725],"genre_scores_gemma":[0.735212,0.00029548391,0.2583271,0.0039533735,0.0009059181,0.00011410129,0.000054060278,0.00005595378,0.0010819922],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973138,0.000063626474,0.00040927372,0.0009636894,0.0006907756,0.00055884133],"domain_scores_gemma":[0.99684405,0.0011689843,0.0002672836,0.0011444904,0.00033626915,0.00023890656],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011966736,0.0003457016,0.00044743804,0.00049997243,0.00048716879,0.00020048738,0.003019351,0.00058405474,0.000102232625],"category_scores_gemma":[0.00042878886,0.00032202425,0.000090998525,0.0002871387,0.0015967026,0.00030067255,0.0003056849,0.00066922116,0.00004084251],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046660025,0.00022388497,0.000018166622,0.000007585975,0.000010208036,0.000003503083,0.01768194,0.0016754944,0.00053003454,0.02240187,0.000064748165,0.9573359],"study_design_scores_gemma":[0.0058198255,0.007553802,0.0009441886,0.0014338591,0.0001111988,0.000037348007,0.00026971186,0.23402898,0.012521732,0.22679397,0.50548553,0.0049998597],"about_ca_topic_score_codex":0.00025294622,"about_ca_topic_score_gemma":0.0047066794,"teacher_disagreement_score":0.9523361,"about_ca_system_score_codex":0.00034246928,"about_ca_system_score_gemma":0.00049591204,"threshold_uncertainty_score":0.99992317},"labels":[],"label_agreement":null},{"id":"W1572488966","doi":"","title":"When frames collide: adapting cognitive frame analysis to a child’s comprehension of narrative video","year":2000,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Narrative; Cognition; Comprehension; Frame analysis; Frame (networking); Computer science; Psychology; Cognitive psychology; Cognitive science; Communication; Linguistics; Social psychology; Cognitive reframing; Telecommunications","score_opus":0.03876405688882122,"score_gpt":0.3313042911428275,"score_spread":0.29254023425400627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1572488966","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25597936,0.0004268183,0.000119466575,0.7219699,0.00035794557,0.0006571627,0.00004484945,0.00021669114,0.020227775],"genre_scores_gemma":[0.9938165,0.000509489,0.0033789398,0.00071339455,0.00013487072,0.00022808203,0.00006464013,0.000011505491,0.0011425562],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99809694,0.00022182736,0.0004252246,0.000469987,0.00041492435,0.00037110358],"domain_scores_gemma":[0.9967598,0.0018399215,0.00020539007,0.00040559203,0.0005690105,0.00022029833],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033053572,0.00020686317,0.0004937706,0.0016306825,0.00048417912,0.000033631637,0.0005734565,0.00033020924,0.006714],"category_scores_gemma":[0.0019548305,0.00020982992,0.000067998866,0.0027511467,0.0014738324,0.00010152824,0.00009927037,0.0005755007,0.000095624266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000079731624,0.00046939822,0.016865108,0.000009041434,0.00036793825,0.0000021528977,0.06278864,0.0000045945903,0.00019106995,0.8661884,0.0014203062,0.051613625],"study_design_scores_gemma":[0.0011103904,0.00029218473,0.03569805,0.00041885226,0.00036779445,0.0000050596,0.02400769,0.00051548315,0.0012314146,0.9202314,0.015382494,0.0007392123],"about_ca_topic_score_codex":0.00050667475,"about_ca_topic_score_gemma":0.008316806,"teacher_disagreement_score":0.73783714,"about_ca_system_score_codex":0.00006655328,"about_ca_system_score_gemma":0.0004582362,"threshold_uncertainty_score":0.994194},"labels":[],"label_agreement":null},{"id":"W1574886642","doi":"10.1023/a:1022143111606","title":"An Approach for Recording Multimedia Collaborative Sessions: Design and Implementation","year":2003,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Videoconferencing; Multimedia; Session (web analytics); Architecture; World Wide Web","score_opus":0.0742453667234396,"score_gpt":0.3989688581508705,"score_spread":0.32472349142743095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1574886642","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004185484,0.0007462284,0.9822478,0.0016198524,0.00008442174,0.00665776,0.00016208137,0.00030576234,0.0039905594],"genre_scores_gemma":[0.28898776,0.0011380152,0.70420897,0.000111438465,0.00008121331,0.0051612896,0.00020722837,0.000017380846,0.00008670229],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99871594,0.0003079754,0.0002453389,0.00034538915,0.00012128692,0.00026409677],"domain_scores_gemma":[0.9982396,0.00095155655,0.00013145129,0.00028975555,0.0001849842,0.0002026602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00085632154,0.00012931734,0.00016837112,0.00009759788,0.0011187944,0.0001347928,0.00019158924,0.00015291522,0.00007383671],"category_scores_gemma":[0.00033000263,0.00012897288,0.000022287326,0.00033826227,0.0002926341,0.00031902915,0.000025540643,0.000115216,0.0000041332078],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001563289,0.00023810426,0.002483852,0.000017273793,0.000029920362,1.0392171e-7,0.010206983,0.000017514078,0.0032166254,0.14317328,0.00072169304,0.83987904],"study_design_scores_gemma":[0.0045511825,0.00020623408,0.003506708,0.00002202461,0.00013881522,0.000004319933,0.10610064,0.0835901,0.0046002874,0.014599,0.7816762,0.0010045398],"about_ca_topic_score_codex":0.00013192253,"about_ca_topic_score_gemma":0.00011583267,"teacher_disagreement_score":0.83887446,"about_ca_system_score_codex":0.00004060124,"about_ca_system_score_gemma":0.00015362182,"threshold_uncertainty_score":0.8604976},"labels":[],"label_agreement":null},{"id":"W1578592833","doi":"10.1007/978-3-540-72079-9_13","title":"Adaptive Content Presentation for the Web","year":2007,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Presentation (obstetrics); Content (measure theory); Web content; Computer science; Context (archaeology); World Wide Web; The Internet; Mathematics; Biology; Medicine","score_opus":0.13110473540959716,"score_gpt":0.3598790303687918,"score_spread":0.22877429495919466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1578592833","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00001212434,0.000611624,0.9697286,0.007969219,0.0010450901,0.0009510111,0.000005454666,0.00008267532,0.019594202],"genre_scores_gemma":[0.68029326,0.0014261316,0.3046958,0.0050713657,0.0017905574,0.0001465391,0.000013718272,0.000054885077,0.00650774],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99844205,0.000033952358,0.00022702728,0.00036445144,0.0006100212,0.0003225075],"domain_scores_gemma":[0.9965569,0.0022686438,0.0001726999,0.0005242787,0.00041922246,0.000058284175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017791832,0.00014587899,0.0001682468,0.00027160742,0.000612558,0.00009741177,0.0015577378,0.00026877064,0.000052026517],"category_scores_gemma":[0.00052745565,0.00010879499,0.000073089395,0.00022411066,0.0022049188,0.00010201979,0.00023674076,0.0004139321,0.000014725225],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011725354,0.000011132283,0.000022405568,0.0000030524598,0.000009068774,0.000001251065,0.003021969,0.0003582399,0.000022215534,0.17063151,0.00009618985,0.8258112],"study_design_scores_gemma":[0.00079686654,0.00017250402,0.00022807524,0.0001844035,0.00003601707,0.0000048220886,0.00006645383,0.29617894,0.00047757887,0.2523943,0.44879478,0.00066526316],"about_ca_topic_score_codex":0.00027778858,"about_ca_topic_score_gemma":0.010575507,"teacher_disagreement_score":0.82514596,"about_ca_system_score_codex":0.00026944396,"about_ca_system_score_gemma":0.0005430194,"threshold_uncertainty_score":0.8124115},"labels":[],"label_agreement":null},{"id":"W1579253957","doi":"10.1109/rws.2006.1615197","title":"The convergence of broadcasting and the internet for broadband wide area interactive television and internet multimedia services","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Return channel; Computer science; Internet television; Digital television; The Internet; Digital Video Broadcasting; Interactive television; Multimedia; Broadcasting (networking); Broadband; Digital broadcasting; Telecommunications; Broadband networks; Computer network; Wireless; Wireless broadband; Telecommunications link; Transmission (telecommunications); Channel (broadcasting); Technological convergence; Wireless network; World Wide Web","score_opus":0.014824341290001321,"score_gpt":0.2881345791048043,"score_spread":0.27331023781480296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1579253957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95812386,0.0027042439,0.0058391104,0.010601105,0.00035623583,0.0012744189,0.000010230389,0.00011419551,0.020976609],"genre_scores_gemma":[0.9963467,0.00058663293,0.0013302309,0.00011911112,0.00002134829,0.00003270044,0.000003385794,0.0000045573474,0.001555326],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924004,0.00014587575,0.00022916675,0.00013643372,0.00010587147,0.00014260065],"domain_scores_gemma":[0.9957024,0.0038072546,0.00017769512,0.00016894467,0.000115717296,0.000027987508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072599604,0.000076743774,0.00013288078,0.000033332282,0.00022248889,0.00007035759,0.00038542555,0.00006625588,0.000049332608],"category_scores_gemma":[0.0004950028,0.00004204967,0.000029480092,0.00007974164,0.0011994502,0.000113644324,0.0002010563,0.000110201334,0.000001768475],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010316133,0.00015660332,0.12650837,0.00011084315,0.00017335915,9.2786587e-7,0.09782242,0.000003942501,0.0010549098,0.2696338,0.006908452,0.49659476],"study_design_scores_gemma":[0.0069934055,0.00021827906,0.0340288,0.00044365163,0.000106922955,0.000009283277,0.081995726,0.36410943,0.010531107,0.029296855,0.4717134,0.00055316486],"about_ca_topic_score_codex":0.011646343,"about_ca_topic_score_gemma":0.021252898,"teacher_disagreement_score":0.4960416,"about_ca_system_score_codex":0.0000131448205,"about_ca_system_score_gemma":0.000016438937,"threshold_uncertainty_score":0.9966067},"labels":[],"label_agreement":null},{"id":"W1584181579","doi":"10.1007/978-3-642-16599-3","title":"The Smart Internet","year":2010,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"IBM (Canada); Queen's University; University of Toronto","funders":"","keywords":"Computer science; The Internet; World Wide Web","score_opus":0.018768788561032018,"score_gpt":0.3012294966021132,"score_spread":0.28246070804108114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1584181579","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00022446613,0.00091702165,0.78615516,0.025834935,0.008028298,0.0007548608,0.0000026034759,0.0003791689,0.1777035],"genre_scores_gemma":[0.6382216,0.002049078,0.23119141,0.009602785,0.0046422174,0.00014542625,0.000030013496,0.000116757685,0.11400066],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982616,0.00011052227,0.0002282293,0.00041123736,0.00053877017,0.00044965834],"domain_scores_gemma":[0.9971542,0.0014509985,0.00014872767,0.001007248,0.00015016856,0.00008870948],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018364376,0.00015769944,0.00017507668,0.00022734555,0.0007496748,0.00031999924,0.0041938755,0.0004683945,0.00008101092],"category_scores_gemma":[0.0008472875,0.000114649025,0.000055997476,0.00048080616,0.0048846416,0.00009512498,0.00075219217,0.0014569878,0.00009930914],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016900971,0.000011819901,0.0001255938,0.0000023812806,0.000003264466,0.0000029105386,0.0034829518,0.000014532598,0.000012502163,0.03176978,0.0012372793,0.9633353],"study_design_scores_gemma":[0.000073392745,0.000016554779,0.00007402217,0.000043761553,0.000002522313,0.00000279659,0.0000018200146,0.0069898483,0.00012393427,0.094445094,0.89803666,0.00018958628],"about_ca_topic_score_codex":0.00044816968,"about_ca_topic_score_gemma":0.03911389,"teacher_disagreement_score":0.96314573,"about_ca_system_score_codex":0.0002505093,"about_ca_system_score_gemma":0.0014541139,"threshold_uncertainty_score":0.9978235},"labels":[],"label_agreement":null},{"id":"W1591464522","doi":"10.1007/11795018_23","title":"NEAR: Visualizing Information Relations in a Multimedia Repository","year":2006,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Exhibition; World Wide Web; Similarity (geometry); Process (computing); Information retrieval; Multimedia; Human–computer interaction; Image (mathematics); Artificial intelligence","score_opus":0.016376814634667662,"score_gpt":0.29129255877808896,"score_spread":0.2749157441434213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1591464522","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001278889,0.00044903185,0.75580746,0.0034475657,0.0017932429,0.0009846318,0.000005516268,0.00041461436,0.23581907],"genre_scores_gemma":[0.80120414,0.00009239335,0.19597642,0.000760541,0.00033658533,0.000031923944,0.000042687032,0.00002373125,0.0015315489],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981793,0.00007219686,0.00050788734,0.00032919765,0.000558436,0.00035299294],"domain_scores_gemma":[0.99837744,0.0005567661,0.0002755967,0.00055516657,0.00016292286,0.00007211215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009169733,0.00018250104,0.00023147406,0.0008044042,0.0005671391,0.00024977824,0.001051197,0.0004933791,0.000044488916],"category_scores_gemma":[0.0003830427,0.00019590268,0.000052296386,0.00055823446,0.001597568,0.00060969254,0.00027799341,0.00076913665,0.00007619264],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007804667,0.000062954416,0.0043389183,0.00002160638,0.00000728204,0.000021791777,0.02861342,0.018728064,0.000045927616,0.04758582,0.00029515076,0.90027124],"study_design_scores_gemma":[0.0007960133,0.00006736013,0.0041742376,0.0005758704,0.000013125658,0.0000129509435,0.000020389007,0.71258277,0.00017244309,0.06367154,0.21689908,0.001014221],"about_ca_topic_score_codex":0.0022475119,"about_ca_topic_score_gemma":0.005296031,"teacher_disagreement_score":0.89925706,"about_ca_system_score_codex":0.0005314069,"about_ca_system_score_gemma":0.0008753377,"threshold_uncertainty_score":0.79886794},"labels":[],"label_agreement":null},{"id":"W1596533888","doi":"","title":"A Personal Information and Knowledge Infrastructure Integrator","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Hypertext; Computer science; World Wide Web; The Internet; Everyday life; Data science","score_opus":0.007225170031983913,"score_gpt":0.27938016193747833,"score_spread":0.2721549919054944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1596533888","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23966004,0.00016080463,0.00071932754,0.004011291,0.00008959087,0.000118418306,0.0000015890497,0.00026442777,0.7549745],"genre_scores_gemma":[0.9972169,0.000051527935,0.0013260514,0.00008903432,0.000031620297,0.0000049704863,0.0000065179,9.376615e-7,0.0012724422],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997501,0.00003476642,0.00006678781,0.00003007497,0.000049538732,0.000068741516],"domain_scores_gemma":[0.9998258,0.00003591648,0.00002166291,0.000044048873,0.00004976508,0.000022844912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010712474,0.000028791617,0.00003444922,0.000053893506,0.00017517908,0.000032122985,0.000080664075,0.000073358344,0.0003723229],"category_scores_gemma":[0.000075698845,0.000023940655,0.000008830734,0.00010753367,0.00016481681,0.00017624519,0.000028969163,0.000085515836,0.000048062335],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019894555,0.000012060996,0.015789488,0.0000026948194,0.000002215386,4.6589925e-8,0.013089002,1.1934809e-7,0.000041969048,0.79192704,0.014164498,0.16496891],"study_design_scores_gemma":[0.00011308963,0.0000051512197,0.011782563,0.0000013902602,0.0000011532616,4.4819174e-7,0.0062176757,0.0006139629,0.00003080457,0.0040400224,0.97715366,0.00004006693],"about_ca_topic_score_codex":0.0014882968,"about_ca_topic_score_gemma":0.0041493396,"teacher_disagreement_score":0.96298915,"about_ca_system_score_codex":0.00002288574,"about_ca_system_score_gemma":0.000066828616,"threshold_uncertainty_score":0.40766743},"labels":[],"label_agreement":null},{"id":"W1600275057","doi":"","title":"Discourse on designing an illustrated hypermedia book","year":2000,"lang":"en","type":"article","venue":"Journal of Educational Multimedia and Hypermedia archive","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Hypermedia; Computer science; Multimedia; Instructional design; Mathematics education; World Wide Web; Psychology","score_opus":0.025301353079511348,"score_gpt":0.3470836631782228,"score_spread":0.32178231009871144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1600275057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9333967,0.0012048131,0.00004771199,0.03240885,0.0011740064,0.00041411736,0.000037536603,0.000047662987,0.03126862],"genre_scores_gemma":[0.96764773,0.0047381097,0.0215956,0.0014196645,0.0020267488,0.000029888168,0.000071238836,0.000030677606,0.0024403464],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99807125,0.0004132508,0.0004713411,0.00020999357,0.00048946636,0.00034470594],"domain_scores_gemma":[0.9966351,0.0021110044,0.00026373618,0.00024384513,0.00019483115,0.0005514945],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005795278,0.00017410086,0.00028430266,0.0003301982,0.00046178646,0.000060553404,0.0005163104,0.0001423676,0.004474916],"category_scores_gemma":[0.00096802646,0.00015258594,0.00008738558,0.00018791966,0.0012790425,0.00048095404,0.000022206736,0.0005487317,0.00011271941],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009374289,0.0040398017,0.029830784,0.000036189587,0.00036493287,0.00006315495,0.19665001,0.00012996682,0.010561036,0.06446137,0.03563752,0.6572878],"study_design_scores_gemma":[0.007479659,0.0022183212,0.22243801,0.0006052336,0.00036372684,0.00038243536,0.05376506,0.00387144,0.0011284124,0.044270553,0.6616673,0.0018098854],"about_ca_topic_score_codex":0.00012696692,"about_ca_topic_score_gemma":0.00025572942,"teacher_disagreement_score":0.65547794,"about_ca_system_score_codex":0.00006747659,"about_ca_system_score_gemma":0.0009164218,"threshold_uncertainty_score":0.9964351},"labels":[],"label_agreement":null},{"id":"W1603085483","doi":"","title":"Un sistema sicuro per la gestione di eventi su larga scala basato su EGNOS: il Progetto SPESSS","year":2006,"lang":"it","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Humanities; Art","score_opus":0.16634207132953902,"score_gpt":0.521279228505126,"score_spread":0.35493715717558694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1603085483","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8631253,0.044626463,0.0005406764,0.015836664,0.0025296598,0.0029833722,0.00021986634,0.0004360315,0.069701955],"genre_scores_gemma":[0.97697836,0.01638749,0.00060119544,0.0003081475,0.0004531984,0.00014779248,0.00006059273,0.00011086381,0.0049523828],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9913519,0.0028500073,0.00199816,0.0009444114,0.0017854605,0.0010700369],"domain_scores_gemma":[0.99314153,0.0016464877,0.002165797,0.00155011,0.00096654764,0.0005295071],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005021136,0.00069487566,0.0014626555,0.0010620088,0.0015241898,0.0035535046,0.007888708,0.00078782305,0.05949908],"category_scores_gemma":[0.0012534781,0.00068442913,0.00055662554,0.002390022,0.001517706,0.002668848,0.0024263982,0.0014423849,0.00024331229],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019114019,0.0037431258,0.84888625,0.00026764418,0.0006062817,0.00012351623,0.0019528476,0.00008302785,0.012119343,0.028525379,0.06129654,0.042204905],"study_design_scores_gemma":[0.00131089,0.000020557472,0.5428768,0.00080119976,0.00028722835,0.000027742864,0.00090153265,0.00015748644,0.004571444,0.013913516,0.4341233,0.0010082955],"about_ca_topic_score_codex":0.0086920485,"about_ca_topic_score_gemma":0.0012837735,"teacher_disagreement_score":0.37282676,"about_ca_system_score_codex":0.0003269846,"about_ca_system_score_gemma":0.00059875,"threshold_uncertainty_score":0.9997757},"labels":[],"label_agreement":null},{"id":"W1666486534","doi":"10.1023/a:1021736013555","title":"Mexitl: Multimedia in Executable Interval Temporal Logic","year":2003,"lang":"en","type":"article","venue":"Formal Methods in System Design","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Interval temporal logic; Notation; Computer science; Formalism (music); Temporal logic; Theoretical computer science; Programming language; Algorithm; Mathematics; Arithmetic","score_opus":0.1502935729165406,"score_gpt":0.4425998256417204,"score_spread":0.2923062527251798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1666486534","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002751321,0.0006583762,0.86386967,0.0002951395,0.0010979397,0.001297954,0.0000018751836,0.0003547661,0.12967294],"genre_scores_gemma":[0.4431042,0.000023067354,0.5563883,0.000035787245,0.000017888282,0.00012673816,0.0000010028473,0.000009409541,0.00029358265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99186164,0.0064667594,0.00060609577,0.0002472629,0.00022347305,0.0005947383],"domain_scores_gemma":[0.99810463,0.0011395095,0.00017164157,0.00042424927,0.000057135123,0.00010280376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0135153085,0.00014961661,0.0003881682,0.00037856796,0.00016872604,0.000037446458,0.0006411912,0.00033367594,0.00017684125],"category_scores_gemma":[0.002114304,0.00014238317,0.00006208396,0.0007971531,0.00022214062,0.0003215643,0.00008107757,0.00037458164,0.00007948852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014254301,0.00044453167,0.04373021,0.00016027426,0.00003668651,0.00007836077,0.04199219,0.00025403328,0.0013821956,0.76400447,0.0005756135,0.14719887],"study_design_scores_gemma":[0.012416118,0.0009167908,0.008183549,0.0016994645,0.00007560577,0.00014700834,0.27362922,0.17285769,0.028917478,0.069521524,0.42803752,0.0035980572],"about_ca_topic_score_codex":0.0018016599,"about_ca_topic_score_gemma":0.0009226938,"teacher_disagreement_score":0.694483,"about_ca_system_score_codex":0.0003711861,"about_ca_system_score_gemma":0.00019168205,"threshold_uncertainty_score":0.5806217},"labels":[],"label_agreement":null},{"id":"W168530154","doi":"10.21437/interspeech.2004-258","title":"Synchronization of speaker selection for centralized tandem free voIP conferencing","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Voice over IP; Computer science; Synchronization (alternating current); Computer network; Selection (genetic algorithm); Tandem; Videoconferencing; Telecommunications; Speech recognition; Artificial intelligence; World Wide Web; Engineering; The Internet","score_opus":0.03550769427933005,"score_gpt":0.33166136777366206,"score_spread":0.296153673494332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W168530154","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1803452,0.00009645878,0.71742064,0.014043507,0.00034709877,0.0011646574,0.000005841783,0.00055063586,0.08602598],"genre_scores_gemma":[0.9828781,0.00008035075,0.016604556,0.000057765308,0.000031202497,0.000011955501,0.0000070022056,0.0000037715397,0.00032528088],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99954635,0.000037118283,0.00013070181,0.00007199451,0.00009380278,0.00012003159],"domain_scores_gemma":[0.9995463,0.00006575674,0.000070390684,0.00013005408,0.00016008464,0.000027434298],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021655258,0.00003615824,0.000077521945,0.000048166585,0.00015979771,0.000010442228,0.00018443867,0.00009241168,0.00031935985],"category_scores_gemma":[0.0004791088,0.000035355082,0.00002655298,0.00017880659,0.00010237514,0.00006644217,0.000019103985,0.000040590556,0.000005051139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006197159,0.00005187596,0.0064614126,0.0000058292753,0.000011660877,2.1560995e-8,0.003115342,0.00004193346,0.0015533913,0.98192364,0.00037397322,0.006454729],"study_design_scores_gemma":[0.020220932,0.00049071806,0.022650601,0.00018536676,0.00016024859,0.0000036736267,0.03405292,0.021777539,0.13995975,0.48715225,0.27223834,0.001107646],"about_ca_topic_score_codex":0.0026405707,"about_ca_topic_score_gemma":0.017381819,"teacher_disagreement_score":0.8025329,"about_ca_system_score_codex":0.000104368075,"about_ca_system_score_gemma":0.0001782058,"threshold_uncertainty_score":0.96994627},"labels":[],"label_agreement":null},{"id":"W168950861","doi":"","title":"Towards Quality of Experience in Advanced Collaborative Environments","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Computer science; Quality of experience; Architecture; Set (abstract data type); Quality (philosophy); Emerging technologies; Knowledge management; Process management; Human–computer interaction; Quality of service; Business; Telecommunications","score_opus":0.05927112270419285,"score_gpt":0.4039938434386721,"score_spread":0.3447227207344793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W168950861","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7211163,0.0000428734,0.000114425886,0.00056507497,0.00004298584,0.00012559474,0.0000018143986,0.000013042221,0.27797788],"genre_scores_gemma":[0.99112713,0.00020344791,0.008308198,0.00004088232,0.0000018126783,0.00003279365,5.441595e-7,0.0000016921362,0.00028346907],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991932,0.0003237799,0.00014756228,0.000083802435,0.00014820522,0.000103449485],"domain_scores_gemma":[0.99961084,0.000078350386,0.0000699571,0.00019527624,0.000017998049,0.000027554186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038854207,0.000033211778,0.00009148043,0.0000329972,0.000056414057,0.0000027416102,0.00019699679,0.000054359498,0.0006674809],"category_scores_gemma":[0.0007705761,0.000034557746,0.000011495875,0.0002568445,0.00034915475,0.00006164736,0.000022495542,0.00005917929,0.0000091858865],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015619593,0.0001943454,0.033608094,0.0000027550795,0.0000039327115,5.0979395e-7,0.07436002,0.0000028188676,0.07143965,0.7821008,0.000041670814,0.038229782],"study_design_scores_gemma":[0.0019556498,0.000074937125,0.091221035,0.000023230332,0.0000026946996,1.5449689e-7,0.14466381,0.00003091981,0.15043764,0.076203726,0.5350391,0.00034709641],"about_ca_topic_score_codex":0.00015621091,"about_ca_topic_score_gemma":0.0007087957,"teacher_disagreement_score":0.7058971,"about_ca_system_score_codex":0.000051506602,"about_ca_system_score_gemma":0.0000788611,"threshold_uncertainty_score":0.7308448},"labels":[],"label_agreement":null},{"id":"W1699157597","doi":"","title":"The Veltic Hypermedia System: A Solution for Sharing Best Practices Online","year":2008,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University; University of Ottawa; National Research Council Canada","funders":"","keywords":"Computer science; Hypermedia; World Wide Web; Multimedia","score_opus":0.22834438295519613,"score_gpt":0.3868973549112765,"score_spread":0.1585529719560804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1699157597","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5448533,0.0045560827,0.00016641298,0.28282928,0.0057710796,0.004133569,0.000042078384,0.00078553223,0.15686262],"genre_scores_gemma":[0.94746506,0.004375032,0.0008484296,0.0004029044,0.0003377205,0.00033417565,0.00004637275,0.000024743196,0.046165552],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975207,0.0005028199,0.0004717443,0.00047625252,0.0005425753,0.00048590562],"domain_scores_gemma":[0.9970262,0.0007504938,0.0013612084,0.00040857735,0.0002660936,0.00018743212],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011385152,0.00020023205,0.00025560084,0.00013981425,0.0020383098,0.0001645783,0.00048980035,0.00018624033,0.00006576018],"category_scores_gemma":[0.00071266375,0.00018517344,0.00004157106,0.00051024224,0.00041840773,0.00026849745,0.00008917851,0.0007541345,0.000039715414],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020427316,0.0005486463,0.11770204,0.00017563286,0.000026596526,0.000002597491,0.004986189,0.0000069952534,0.000110088906,0.7750125,0.0013171638,0.09990729],"study_design_scores_gemma":[0.0012150407,0.00049266417,0.17453295,0.00075454294,0.000044160366,0.000011136396,0.032441303,0.004766169,0.00001908284,0.00488947,0.7802131,0.00062038883],"about_ca_topic_score_codex":0.0063680257,"about_ca_topic_score_gemma":0.022318812,"teacher_disagreement_score":0.7788959,"about_ca_system_score_codex":0.00076302036,"about_ca_system_score_gemma":0.0011030146,"threshold_uncertainty_score":0.9992609},"labels":[],"label_agreement":null},{"id":"W1716670109","doi":"","title":"Presentation Dynamism in XML Functional Programming meets SMIL Animation","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Programming language; Scripting language; XML; Animation; World Wide Web; Semantic Web Rule Language; Semantic Web; XML validation; Dynamism; Scalable Vector Graphics; Multimedia; Semantic Web Stack; Semantic analytics; Computer graphics (images)","score_opus":0.04708864732998055,"score_gpt":0.34711629514222475,"score_spread":0.3000276478122442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1716670109","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19454643,0.0001533361,0.010259269,0.01372033,0.00041559566,0.0008592909,6.2653623e-7,0.00052143453,0.7795237],"genre_scores_gemma":[0.9870608,0.00003855489,0.010682401,0.000064770844,0.000011992831,0.0000529964,0.000009339038,0.000003128131,0.0020760184],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993072,0.00017983145,0.00012549375,0.00009511444,0.00016195231,0.00013040926],"domain_scores_gemma":[0.9996778,0.000088926805,0.000040806484,0.00011259329,0.000049197894,0.000030690906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045953228,0.00003800196,0.0000475299,0.000098586876,0.00015779116,0.00002621247,0.00009608285,0.00008137719,0.0007078397],"category_scores_gemma":[0.0003820933,0.00003901305,0.000015631815,0.00028945084,0.000090233945,0.00015247185,0.000012320134,0.00007847056,0.000051918432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002456977,0.000076777535,0.010885939,0.0000020665789,0.000002928009,3.2984326e-7,0.0019477044,0.000011591793,0.00020803683,0.92921925,0.00023297733,0.057409942],"study_design_scores_gemma":[0.0011749134,0.00003508986,0.06298632,0.0000144652095,0.000007397448,0.0000019821523,0.015888719,0.0059661507,0.0006842815,0.026917247,0.8860518,0.0002716648],"about_ca_topic_score_codex":0.0011046402,"about_ca_topic_score_gemma":0.011271018,"teacher_disagreement_score":0.902302,"about_ca_system_score_codex":0.00007805788,"about_ca_system_score_gemma":0.000067254034,"threshold_uncertainty_score":0.7750348},"labels":[],"label_agreement":null},{"id":"W1786592518","doi":"","title":"Designing for Mobile Activities: WiFi Hotspots and Users in Quebec City","year":2011,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science; Telecommunications; Internet privacy; Computer security","score_opus":0.09008820576716639,"score_gpt":0.340104951182567,"score_spread":0.25001674541540064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1786592518","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92227584,0.000046865393,0.0023165958,0.00035641325,0.000052761374,0.0004442107,9.975735e-7,0.00012924119,0.07437706],"genre_scores_gemma":[0.9811462,0.000073736446,0.014754034,0.00007558019,0.000007208641,0.000115105846,4.279501e-7,0.0000031073143,0.0038245737],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99960876,0.000057988935,0.00007123613,0.00008648938,0.000043309654,0.00013220387],"domain_scores_gemma":[0.9995836,0.00022363132,0.000026724172,0.00011768331,0.000014697643,0.000033673678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031600363,0.000036873764,0.000068625144,0.000091166556,0.00012973508,0.000013728189,0.00015322617,0.00008135717,0.00023322974],"category_scores_gemma":[0.00010282444,0.000035827197,0.000012969319,0.00012280873,0.0002305114,0.00013994487,0.000030825333,0.00005740549,0.0000022668307],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006987579,0.00026405943,0.1537499,0.000017964403,0.00002304564,0.000001338245,0.2817816,7.3749914e-7,0.0029728843,0.30901214,0.0011581418,0.25094828],"study_design_scores_gemma":[0.0033973125,0.00031565534,0.12774426,0.00007321615,0.000027852071,0.0000012180848,0.52831006,0.0010171551,0.03196823,0.033567302,0.27251703,0.001060708],"about_ca_topic_score_codex":0.071091935,"about_ca_topic_score_gemma":0.27907017,"teacher_disagreement_score":0.27544484,"about_ca_system_score_codex":0.000035206438,"about_ca_system_score_gemma":0.000057850077,"threshold_uncertainty_score":0.93509376},"labels":[],"label_agreement":null},{"id":"W1821285649","doi":"10.14288/1.0051594","title":"User models for intent-based authoring","year":2009,"lang":"en","type":"article","venue":"Open Collections","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Interactivity; Rendering (computer graphics); Exploit; Human–computer interaction; Authoring system; User interface; Selection (genetic algorithm); Multimedia; Presentation (obstetrics); World Wide Web; Process (computing); Artificial intelligence; Programming language","score_opus":0.10103157877800047,"score_gpt":0.3923369735367568,"score_spread":0.29130539475875633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1821285649","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008535047,0.000015614361,0.069061436,0.021821257,0.00020864171,0.0009640033,0.00000719091,0.00017877374,0.90765774],"genre_scores_gemma":[0.49152476,0.000041631767,0.065293774,0.0013276829,0.00007660968,0.000564529,0.000010598177,0.000010262346,0.44115016],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99954003,0.000055584587,0.000093533774,0.000104398314,0.00006375446,0.00014267185],"domain_scores_gemma":[0.9994803,0.00012221621,0.00003371083,0.00020860732,0.00010568633,0.000049501057],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002820625,0.000039325256,0.00007191311,0.00005437646,0.0032681695,0.0003745387,0.00051572674,0.00006996593,0.00030792132],"category_scores_gemma":[0.00020775193,0.000042295578,0.000035911555,0.0005509404,0.00006030052,0.00016204361,0.000037690115,0.00007629641,0.000005750692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040475432,0.000312116,0.000023975044,0.0000015882505,0.000017800217,2.7934098e-7,0.0019411367,0.0006677836,0.000101981954,0.38586804,0.58330905,0.027715767],"study_design_scores_gemma":[0.0004919627,0.000054011205,0.000020958327,0.000008156124,0.00000854845,1.9068094e-7,0.0015096809,0.02406215,0.00019067765,0.054856975,0.91870487,0.00009183472],"about_ca_topic_score_codex":0.0051425966,"about_ca_topic_score_gemma":0.012032305,"teacher_disagreement_score":0.4914394,"about_ca_system_score_codex":0.000084637766,"about_ca_system_score_gemma":0.00019910005,"threshold_uncertainty_score":0.9980294},"labels":[],"label_agreement":null},{"id":"W182374152","doi":"","title":"Proceedings of the 2009 workshop on Ambient media computing","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Ottawa","funders":"","keywords":"Computer science; Event (particle physics); Pleasure; Multimedia; World Wide Web","score_opus":0.03532343020070095,"score_gpt":0.32409936142118045,"score_spread":0.2887759312204795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W182374152","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46464083,0.00003112921,0.000019479183,0.04428723,0.00014125883,0.00018108018,2.9419073e-7,0.00014506807,0.49055362],"genre_scores_gemma":[0.99739045,0.000040493494,0.00088139495,0.0008880372,0.00003526654,7.4285924e-7,1.633635e-7,0.000001465082,0.00076196826],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994936,0.000017156066,0.000109591936,0.00007207073,0.00018783129,0.000119778015],"domain_scores_gemma":[0.999582,0.00012560202,0.00007101982,0.000121791054,0.00007062586,0.000028996732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003054426,0.000036778674,0.000063624335,0.000035814148,0.0001858644,0.000012466506,0.00049122056,0.000067909845,0.00010290263],"category_scores_gemma":[0.00042766723,0.000024431314,0.000030161556,0.00030810316,0.00017791447,0.000027150083,0.000043961605,0.00012323457,0.000013971732],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003435907,0.00010062845,0.0017223015,8.2957513e-7,0.0000026512446,4.2930356e-8,0.010606331,0.0000014842454,0.0007055101,0.8553421,0.008394906,0.1231198],"study_design_scores_gemma":[0.0014607442,0.00016733455,0.335792,0.0003523385,0.000030503743,0.0000016335972,0.07419106,0.0027726726,0.02673218,0.061243504,0.49660546,0.0006505364],"about_ca_topic_score_codex":0.000078477,"about_ca_topic_score_gemma":0.00019723225,"teacher_disagreement_score":0.79409856,"about_ca_system_score_codex":0.000020900672,"about_ca_system_score_gemma":0.000022301223,"threshold_uncertainty_score":0.14295375},"labels":[],"label_agreement":null},{"id":"W1855201140","doi":"10.22230/cjc.2001v26n1a1201","title":"Putonghua-Language Radio Programming in Hong Kong: RTHK and the Putonghua Audience","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mandarin Chinese; Government (linguistics); Mainland China; Broadcasting (networking); China; Channel (broadcasting); Mainland; Advertising; Political science; Business; Computer science; Telecommunications; Geography; Linguistics; Computer security","score_opus":0.01801344118559389,"score_gpt":0.29766310469930723,"score_spread":0.27964966351371334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1855201140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86303157,0.020997237,0.00032050067,0.08934038,0.00019668002,0.00054363476,0.0000011852421,0.00003467717,0.025534108],"genre_scores_gemma":[0.99379057,0.003771939,0.0020132863,0.0001899795,0.000035811398,0.000009145265,0.0000017455535,0.0000062332424,0.00018126973],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984979,0.0006871055,0.00033940276,0.000069256814,0.00015066419,0.0002556473],"domain_scores_gemma":[0.99838513,0.00043282262,0.00027857727,0.00053597376,0.00014853555,0.00021896078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025384526,0.00007052455,0.00016462403,0.00028387684,0.0006180578,0.00012171099,0.0012439755,0.000097267,0.000057339275],"category_scores_gemma":[0.0010998859,0.000058164078,0.000043206255,0.00050860085,0.0013335663,0.00026610328,0.000050642873,0.00047866712,0.000004371133],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038932947,0.00004260223,0.096563324,0.000005143718,0.0000326064,0.000043806103,0.13302876,0.000026718395,0.000037327518,0.1614084,0.00038653897,0.60838586],"study_design_scores_gemma":[0.0039591007,0.000075616816,0.12622401,0.00030710534,0.00005079442,0.00028791308,0.08115599,0.0016333659,0.00004289807,0.01176571,0.7740882,0.0004092934],"about_ca_topic_score_codex":0.04388899,"about_ca_topic_score_gemma":0.529559,"teacher_disagreement_score":0.77370167,"about_ca_system_score_codex":0.00018825005,"about_ca_system_score_gemma":0.00064344733,"threshold_uncertainty_score":0.96247786},"labels":[],"label_agreement":null},{"id":"W1857239528","doi":"10.1109/itcc.2001.918759","title":"Realizing MPEG-4 streaming over the Internet: a client/server architecture using DMIF","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; The Internet; Synchronization (alternating current); Multimedia; Abstraction; MPEG-4; Real Time Streaming Protocol; Software; Client–server model; Application layer; Abstraction layer; Computer network; Operating system; Server","score_opus":0.07223400211156687,"score_gpt":0.33749629379120394,"score_spread":0.26526229167963705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1857239528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59293485,0.0003681006,0.0018276327,0.0105110565,0.00020100316,0.00029277214,0.0000013834454,0.00034945295,0.39351377],"genre_scores_gemma":[0.993248,0.000099478864,0.0017860135,0.00069597986,0.00007629164,0.00000552675,0.000001046862,0.000007829587,0.0040798434],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991045,0.00018789785,0.00014269193,0.0001376121,0.0001926622,0.00023461126],"domain_scores_gemma":[0.9992683,0.00017287776,0.00006798083,0.00040374507,0.00003783394,0.000049270868],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003074845,0.00007479323,0.000083666724,0.00006604303,0.00036386182,0.000063490406,0.00058332336,0.00010535029,0.0038891952],"category_scores_gemma":[0.0001975373,0.000051685754,0.0000476068,0.00026385393,0.00029010986,0.00007391093,0.00016184043,0.00023707992,0.00007349008],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068641266,0.00017124103,0.024103954,0.000008745201,0.00007076399,0.000005886066,0.07245545,0.000047953177,0.0006020348,0.59294355,0.007727666,0.3018559],"study_design_scores_gemma":[0.00051145256,0.00002665802,0.004809359,0.000052316376,0.000028591647,0.000006799855,0.014127137,0.029366186,0.00029642635,0.0031965196,0.9472372,0.00034137518],"about_ca_topic_score_codex":0.008496306,"about_ca_topic_score_gemma":0.01296169,"teacher_disagreement_score":0.9395095,"about_ca_system_score_codex":0.000062101426,"about_ca_system_score_gemma":0.000022303477,"threshold_uncertainty_score":0.9981062},"labels":[],"label_agreement":null},{"id":"W1883438710","doi":"10.1007/978-3-642-15399-0_56","title":"NetPot: Easy Meal Enjoyment for Distant Diners","year":2010,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Meal; Key (lock); Computer science; Feeling; Food science; Psychology; Biology; Computer security; Social psychology","score_opus":0.030046149844676434,"score_gpt":0.31619949714699086,"score_spread":0.28615334730231445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1883438710","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006459866,0.00032007165,0.9634912,0.0074585234,0.002577039,0.0008453409,0.000012255496,0.00018339104,0.02504756],"genre_scores_gemma":[0.34337658,0.00054687285,0.6454423,0.0031859323,0.0019052166,0.00013971036,0.00004562605,0.00008364798,0.0052741086],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99793345,0.000031248182,0.0003079533,0.0006326615,0.00058189494,0.0005127795],"domain_scores_gemma":[0.99793375,0.00067873404,0.0001983458,0.0008409998,0.00019302516,0.00015512541],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010741887,0.00024413306,0.00030452898,0.00035271118,0.000626246,0.00015348554,0.002157948,0.0005261257,0.00012738201],"category_scores_gemma":[0.00036983122,0.00022398419,0.00010379713,0.00022452607,0.0025458124,0.000110120105,0.00041812367,0.0007585298,0.000021008234],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010159802,0.000031157273,0.000049588092,0.000012611561,0.000010195739,0.0000042105416,0.003298664,0.00013580096,0.0004051106,0.20978516,0.00004435782,0.786213],"study_design_scores_gemma":[0.00036010382,0.00009325255,0.000029374489,0.000099483324,0.0000149187135,0.0000028643437,0.0000031459178,0.013094294,0.00094661355,0.282145,0.7026747,0.0005362736],"about_ca_topic_score_codex":0.00024023691,"about_ca_topic_score_gemma":0.0050613005,"teacher_disagreement_score":0.7856767,"about_ca_system_score_codex":0.00026623294,"about_ca_system_score_gemma":0.0005919685,"threshold_uncertainty_score":0.93801516},"labels":[],"label_agreement":null},{"id":"W1908118787","doi":"10.21432/t2bc99","title":"A review of The Videotex and Teletext Handbook – Home and Office Communication Using Microcomputers and Terminals","year":2009,"lang":"en","type":"review","venue":"Canadian Journal of Learning and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Videotex; Computer science; Multimedia; Telecommunications","score_opus":0.03478641086100616,"score_gpt":0.34563924720702366,"score_spread":0.3108528363460175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1908118787","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011659841,0.9957616,0.000011348398,0.0026648021,0.00003088429,0.00023957182,0.000002108207,0.000011648207,0.00011205179],"genre_scores_gemma":[0.0016097104,0.99667406,0.0015502443,0.0000857792,0.0000150063615,0.0000021141113,9.907088e-7,0.000009934129,0.00005216372],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986138,0.00051152974,0.00047669632,0.00013637707,0.000069290625,0.00019230452],"domain_scores_gemma":[0.99826694,0.00028472207,0.00089361094,0.0002525052,0.00014668172,0.00015555031],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00091312395,0.00014912084,0.0008159154,0.00057683757,0.00053263357,0.00004170479,0.00048272617,0.00040580012,0.000007871151],"category_scores_gemma":[0.0006042623,0.0001166126,0.000060926486,0.00040961965,0.0016335401,0.000056073954,0.00011747165,0.00094443833,3.2743037e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.5548657e-7,0.0000025312138,0.00024908464,0.0018209534,0.000029121684,0.0000034458783,0.00033434646,2.2697153e-8,0.0000024286505,0.00047720966,0.000103967075,0.99697644],"study_design_scores_gemma":[0.00010299706,0.000044005228,0.000016925313,0.040857956,0.00018349054,0.00062901614,0.00039239757,0.0000043757204,8.260271e-7,0.00020848766,0.9574505,0.00010901079],"about_ca_topic_score_codex":0.0006795444,"about_ca_topic_score_gemma":0.0023381072,"teacher_disagreement_score":0.9968674,"about_ca_system_score_codex":0.000062884275,"about_ca_system_score_gemma":0.0007715066,"threshold_uncertainty_score":0.60188466},"labels":[],"label_agreement":null},{"id":"W1908944503","doi":"10.1109/vr.2000.840511","title":"An architecture for collaboration in virtual environments","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Architecture; Protocol (science); Collaborative software; Human–computer interaction; Layer (electronics); Computer architecture; Multimedia; World Wide Web","score_opus":0.02619610449343703,"score_gpt":0.3340938020606769,"score_spread":0.3078976975672399,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1908944503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61097723,0.00020475431,0.05417707,0.10806021,0.00044226475,0.0026082732,0.000020475862,0.00051297207,0.22299676],"genre_scores_gemma":[0.9927277,0.00005919767,0.0039519407,0.00024498138,0.000020787946,0.000040973933,0.0000052645587,0.000002453577,0.002946724],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996528,0.000066646484,0.00006230851,0.000069305235,0.00006284966,0.00008607537],"domain_scores_gemma":[0.999757,0.000055682158,0.000016894506,0.00013781617,0.0000055354744,0.000027109449],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012923892,0.000025347834,0.000036023077,0.000048648842,0.00009997556,0.000012695602,0.00016291166,0.000068455425,0.00061900954],"category_scores_gemma":[0.00007763513,0.000024778868,0.0000072205316,0.00011336496,0.000083184,0.000064326254,0.000008466049,0.000042928234,0.000031312415],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011237394,0.00040449126,0.004914645,0.0000011116238,0.000004547734,3.6734954e-7,0.039193805,0.0001442943,0.003475388,0.612941,0.0028048337,0.33610427],"study_design_scores_gemma":[0.00037591008,0.00006093574,0.0006278903,0.0000010344565,0.000001030967,4.2634767e-8,0.005532827,0.003868601,0.00030729827,0.0028146908,0.98634434,0.00006537868],"about_ca_topic_score_codex":0.00012125955,"about_ca_topic_score_gemma":0.010528083,"teacher_disagreement_score":0.9835395,"about_ca_system_score_codex":0.000030988755,"about_ca_system_score_gemma":0.000007531362,"threshold_uncertainty_score":0.677772},"labels":[],"label_agreement":null},{"id":"W1910053538","doi":"10.1109/ccece.1995.526603","title":"Design and implementation of a multimedia database server","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Server; Multimedia database; Database design; Database server; Database; Architecture; Multimedia; Database theory; Data modeling; World Wide Web","score_opus":0.09075490605456413,"score_gpt":0.377481403665187,"score_spread":0.28672649761062285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1910053538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8118305,0.0016239805,0.05500358,0.038488906,0.0003422622,0.0028864548,0.000022873868,0.00079222507,0.08900919],"genre_scores_gemma":[0.94547325,0.00055311987,0.053486563,0.00008386941,0.0000067279266,0.000010169502,0.000002892539,0.0000019265403,0.00038145573],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99960846,0.000096157986,0.000084940024,0.000057105746,0.00008036855,0.000072973846],"domain_scores_gemma":[0.9996334,0.00013257739,0.000035380745,0.00013791038,0.000029334571,0.000031410982],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002669824,0.000025186087,0.00004391454,0.00004042329,0.000074444484,0.0000057120956,0.00010899048,0.000030340962,0.004276701],"category_scores_gemma":[0.000052928994,0.00002362301,0.000006655144,0.00009329966,0.00013438868,0.00008958698,0.00003618875,0.000030424613,0.000025337225],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007031504,0.00018968986,0.023579506,0.000016808868,0.000034366447,0.0000013911102,0.06014042,0.0000013353001,0.0065582534,0.13867696,0.013346253,0.75744796],"study_design_scores_gemma":[0.012195047,0.00048496496,0.052566037,0.00006951374,0.00015568672,0.000007331293,0.19079024,0.13056163,0.10174309,0.010130789,0.49976543,0.0015302559],"about_ca_topic_score_codex":0.0020994437,"about_ca_topic_score_gemma":0.0021390037,"teacher_disagreement_score":0.7559177,"about_ca_system_score_codex":0.000007651966,"about_ca_system_score_gemma":0.00001062379,"threshold_uncertainty_score":0.9966335},"labels":[],"label_agreement":null},{"id":"W1912034795","doi":"10.1109/mmsp.2001.962789","title":"MPEG-4 broadcast: a client/server framework for multi-service streaming using push channels","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; Multimedia Broadcast Multicast Service; Service (business); Atomic broadcast; Architecture; Video server; Application layer; Broadcast domain; MPEG-4; Synchronization (alternating current); Broadcasting (networking); Multicast; Operating system","score_opus":0.25359506190920367,"score_gpt":0.4118734852899433,"score_spread":0.1582784233807396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1912034795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6053871,0.0018433813,0.29570383,0.046302553,0.0031073825,0.0036739763,0.000032801534,0.0023963833,0.041552592],"genre_scores_gemma":[0.7470627,0.00017786221,0.24900073,0.001414327,0.00017507728,0.0000541008,0.000004158796,0.000019001543,0.0020920506],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885803,0.000098310586,0.0002195231,0.00023315818,0.00018469252,0.00040626],"domain_scores_gemma":[0.9988255,0.00034015355,0.00010609573,0.00045179707,0.00016391007,0.000112580485],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033368956,0.00011299959,0.00015879914,0.00010340434,0.0006459427,0.00007587754,0.0006113798,0.0002983479,0.0020859346],"category_scores_gemma":[0.0005048933,0.000114019196,0.000074089985,0.00039684994,0.000138733,0.00017682124,0.00013034848,0.00019518711,0.0001752179],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017240505,0.00091113837,0.005809549,0.00005745042,0.00009137658,0.0000030549274,0.05690771,0.00008546375,0.0005283161,0.73659647,0.0015606948,0.19743152],"study_design_scores_gemma":[0.0019156979,0.00006715867,0.0004641955,0.00013650121,0.000056831,0.000003061573,0.026140472,0.500402,0.0008669828,0.014131768,0.4550205,0.0007948953],"about_ca_topic_score_codex":0.002466128,"about_ca_topic_score_gemma":0.0031879777,"teacher_disagreement_score":0.72246474,"about_ca_system_score_codex":0.000077340585,"about_ca_system_score_gemma":0.000028538638,"threshold_uncertainty_score":0.99882627},"labels":[],"label_agreement":null},{"id":"W1917200568","doi":"10.3233/scc-2001-232","title":"On‐board scheduling for multimedia applications","year":2001,"lang":"en","type":"article","venue":"Space Communications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ste. Anne's Hospital","funders":"","keywords":"Telecommunications link; Computer science; Time division multiple access; Computer network; Quality of service; Scheduling (production processes); Broadband; Multi-frequency time division multiple access; Bandwidth (computing); Bandwidth allocation; Dynamic bandwidth allocation; Broadband networks; Telecommunications; Orthogonal frequency-division multiplexing; Engineering","score_opus":0.07540390344556525,"score_gpt":0.4001565294093503,"score_spread":0.32475262596378507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1917200568","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004130811,0.002113053,0.15723473,0.33074072,0.00030293982,0.0043086796,0.000051636885,0.001810684,0.49930674],"genre_scores_gemma":[0.7375554,0.004032915,0.25127643,0.0007090483,0.00010849529,0.0023758856,0.000089577785,0.000027263286,0.0038249877],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99893486,0.0001938403,0.0002131425,0.00019180591,0.00016241448,0.00030394286],"domain_scores_gemma":[0.99513406,0.00180586,0.0001236371,0.0025589776,0.00024125264,0.00013619554],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000530853,0.00010606996,0.0001393604,0.00016771418,0.00174945,0.000053734922,0.0020899253,0.00016431275,0.00018092706],"category_scores_gemma":[0.0009638652,0.00011944074,0.000089559864,0.0005483951,0.00076903665,0.00010143675,0.00022907821,0.00029424278,0.00038528326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007027573,0.00020609303,0.0006448611,0.0000022005188,0.000016663776,6.276695e-8,0.001963835,0.000016596721,0.00013294988,0.9548378,0.0019178658,0.04025404],"study_design_scores_gemma":[0.00034841016,0.00001765647,0.00019358884,0.000011569916,0.000014118027,3.8219218e-7,0.002550667,0.0035796706,0.00003164768,0.023007795,0.9701031,0.00014139249],"about_ca_topic_score_codex":0.00042470993,"about_ca_topic_score_gemma":0.0047539547,"teacher_disagreement_score":0.96818525,"about_ca_system_score_codex":0.00010847862,"about_ca_system_score_gemma":0.00015263443,"threshold_uncertainty_score":0.99955016},"labels":[],"label_agreement":null},{"id":"W1929692405","doi":"10.1109/ccece.1995.526604","title":"Modelling of multimedia data distributed in client/server networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Client–server model; Computer science; Architecture; Fat client; Multimedia; Server; Client; File server; Data modeling; Distributed database; Remote evaluation; World Wide Web; Distributed computing; Computer network; Database","score_opus":0.19654666337432886,"score_gpt":0.34046488926724294,"score_spread":0.1439182258929141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1929692405","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24864893,0.0037563804,0.485728,0.023696579,0.0010982256,0.0017754138,0.00016539097,0.0010915014,0.23403959],"genre_scores_gemma":[0.9913177,0.0010343795,0.007192394,0.00004240634,0.000021617505,0.000003870518,0.00007728895,0.0000034562445,0.00030688872],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923337,0.00010318072,0.00021296482,0.00013991079,0.00013063359,0.00017995595],"domain_scores_gemma":[0.9989364,0.00019915139,0.00006150431,0.00072109845,0.00003699782,0.000044835775],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004426277,0.000046402285,0.00010801002,0.00005873557,0.00006799653,0.000008606376,0.00094857765,0.00012515027,0.0013897802],"category_scores_gemma":[0.00015647605,0.000045136607,0.00001599536,0.00030394515,0.00020762958,0.00013266786,0.00023041446,0.0001433865,0.00003708316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003978851,0.0025948847,0.15814614,0.0000290948,0.00009469528,0.000011678939,0.024856636,0.18770072,0.000036025398,0.26847595,0.03725646,0.32075793],"study_design_scores_gemma":[0.00020785168,0.0000030310387,0.0002158832,0.0000054614334,0.0000022039646,4.9553073e-8,0.00055252126,0.9787076,0.000005418051,0.00022770817,0.020021701,0.00005054803],"about_ca_topic_score_codex":0.003933898,"about_ca_topic_score_gemma":0.006096766,"teacher_disagreement_score":0.7910069,"about_ca_system_score_codex":0.00002290561,"about_ca_system_score_gemma":0.000012372245,"threshold_uncertainty_score":0.9995231},"labels":[],"label_agreement":null},{"id":"W1932927270","doi":"10.1109/icc.1995.525232","title":"A presentation agent for a distributed multimedia system over high speed networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Presentation (obstetrics); Synchronization (alternating current); Multimedia; Architecture; Multimedia database; Interface (matter); Distributed computing; Computer network; Operating system","score_opus":0.04779109848489326,"score_gpt":0.32148808013126545,"score_spread":0.2736969816463722,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1932927270","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21052516,0.0016091451,0.4820112,0.051422786,0.0063453093,0.0130245015,0.0003071982,0.007908863,0.22684583],"genre_scores_gemma":[0.9924959,0.00008857741,0.0038652206,0.00010520058,0.00014361915,0.000071887946,0.00007607653,0.000007355105,0.003146193],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991883,0.0001087402,0.00017710378,0.00014018606,0.00015291279,0.00023274978],"domain_scores_gemma":[0.9992036,0.00030806975,0.00008122109,0.00025529735,0.0000816913,0.00007011132],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00021842055,0.00006823209,0.00011097272,0.000045682154,0.00028029628,0.000039832194,0.00027906272,0.00014585526,0.0011824517],"category_scores_gemma":[0.00021185131,0.00006338685,0.000051022154,0.00019365507,0.00012746303,0.00006310199,0.000040981722,0.00007649242,0.00007790618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081044025,0.0007635521,0.008934468,0.00008257089,0.000208467,0.0000073367514,0.01525538,0.00072781276,0.00035327923,0.39976686,0.4441706,0.12964863],"study_design_scores_gemma":[0.001286001,0.000026722211,0.0033046484,0.000015685984,0.000023307874,5.0889753e-7,0.0035836985,0.79928386,0.00006080401,0.00013974655,0.19210966,0.0001653345],"about_ca_topic_score_codex":0.0014372214,"about_ca_topic_score_gemma":0.0013437397,"teacher_disagreement_score":0.7985561,"about_ca_system_score_codex":0.000116504656,"about_ca_system_score_gemma":0.000011165007,"threshold_uncertainty_score":0.9997306},"labels":[],"label_agreement":null},{"id":"W1933307501","doi":"","title":"가상 프린트 비용(VPF) 도입에 의한 국내 디지털 스크린 보급과 문제점 연구","year":2013,"lang":"ko","type":"article","venue":"영화연구","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Movie theater; Software deployment; Digital Millennium Copyright Act; Business; Bankruptcy; Film industry; Computer science; Multimedia; Computer graphics (images); Advertising; Art; Political science; Visual arts; Intellectual property; Law; Finance","score_opus":0.03305777220114937,"score_gpt":0.32546320141752466,"score_spread":0.2924054292163753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1933307501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45940277,0.0027015992,0.00012060156,0.12899919,0.0030733272,0.0015283996,0.000026071599,0.001014714,0.40313333],"genre_scores_gemma":[0.97109455,0.0015836774,0.0014211201,0.001356255,0.00033621799,0.000089962035,0.000013193047,0.000026185802,0.024078812],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977265,0.0003586192,0.00042442326,0.00040306288,0.00041984336,0.0006675456],"domain_scores_gemma":[0.9977306,0.00035406326,0.0002285838,0.0012234984,0.00019845368,0.00026477146],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00051926624,0.00023179852,0.00032798533,0.0001527386,0.000654766,0.0001629135,0.0016651936,0.00057340896,0.020012032],"category_scores_gemma":[0.00051904167,0.00022834573,0.00014474621,0.00060737267,0.0009642565,0.00029405404,0.00043689754,0.0005886294,0.01852856],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020496012,0.0009956247,0.026560957,0.0000750999,0.00021557805,0.000011327597,0.038829222,0.00000297843,0.0047494695,0.2263902,0.21959715,0.4825519],"study_design_scores_gemma":[0.00064402027,0.00007383999,0.029307235,0.000046680587,0.00003585916,0.0000027326764,0.0062480937,0.001073033,0.00065695844,0.012231663,0.94919866,0.00048123553],"about_ca_topic_score_codex":0.008873645,"about_ca_topic_score_gemma":0.0019156891,"teacher_disagreement_score":0.7296015,"about_ca_system_score_codex":0.00011782276,"about_ca_system_score_gemma":0.0002024328,"threshold_uncertainty_score":0.9977263},"labels":[],"label_agreement":null},{"id":"W1934952768","doi":"10.22230/cjc.2001v26n3a1236","title":"InSite: Using Video-Conferencing Applications over CA*net3 to Enhance the Collaborative Process for National Research Teams","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Scope (computer science); Computer science; Process (computing); Videoconferencing; Broadband; Knowledge management; Engineering management; Multimedia; Engineering; Telecommunications","score_opus":0.12061621480407543,"score_gpt":0.4905145455066325,"score_spread":0.36989833070255707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1934952768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.780795,0.0038051403,0.018683417,0.117824,0.0002588571,0.004127771,0.000081956896,0.000049911647,0.074373975],"genre_scores_gemma":[0.9956539,0.00022817256,0.003177721,0.00043495744,0.000121470664,0.00015283062,0.000007474627,0.000009262394,0.00021416969],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983007,0.00054483506,0.00033356296,0.000094421,0.00045901857,0.00026749042],"domain_scores_gemma":[0.9930289,0.0008694655,0.0002585263,0.0004707339,0.005115961,0.0002564202],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0039543165,0.00006690677,0.000119961456,0.00041671147,0.0021385397,0.0001326785,0.0014917979,0.000109099725,0.0001127183],"category_scores_gemma":[0.0024355203,0.00006045577,0.000036037072,0.0013427063,0.0004945061,0.00025704587,0.000040729927,0.0004273001,0.000011005758],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013084583,0.0001850441,0.0075743236,0.00002792359,0.00016156113,0.0000022836039,0.17350996,0.001660841,0.0039269365,0.71102077,0.026943222,0.074856296],"study_design_scores_gemma":[0.0001832467,0.00003691733,0.0012651484,0.0000659972,0.000009918467,0.0000063810685,0.019447744,0.0010905354,0.00038036378,0.020875325,0.9565317,0.00010670756],"about_ca_topic_score_codex":0.009806868,"about_ca_topic_score_gemma":0.42545885,"teacher_disagreement_score":0.9295885,"about_ca_system_score_codex":0.00095267966,"about_ca_system_score_gemma":0.0071207597,"threshold_uncertainty_score":0.9991605},"labels":[],"label_agreement":null},{"id":"W1950356331","doi":"10.19173/irrodl.v3i2.88","title":"Online Video Conferencing Products","year":2002,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Videoconferencing; Distance education; Multimedia; Teleconference; Online video; Educational technology; Computer-mediated communication; Electronic learning; World Wide Web; The Internet; Mathematics education; Psychology","score_opus":0.2645042144668926,"score_gpt":0.5034313662634211,"score_spread":0.23892715179652851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1950356331","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09727509,0.06601634,0.000083409184,0.61714375,0.00018664598,0.0020005782,0.000049046812,0.00006588171,0.21717924],"genre_scores_gemma":[0.86720663,0.13143776,0.00017366753,0.00016594752,0.000031582502,0.000025830692,0.0000436061,0.0000025480117,0.0009124198],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983082,0.0007603749,0.00021443097,0.00012172206,0.00043885186,0.00015643847],"domain_scores_gemma":[0.99847597,0.00080032164,0.00008613592,0.00018688089,0.0004135526,0.000037159818],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0048453175,0.00003969887,0.0001238407,0.000083588595,0.00024057645,0.000071660215,0.0012876977,0.000031796753,0.00078935944],"category_scores_gemma":[0.010584812,0.00002918169,0.000014622072,0.00048526088,0.0003995143,0.000115951734,0.00056541536,0.0005087679,0.000021345722],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000353362,0.00063448853,0.049631353,0.0008845663,0.000060613413,0.0000109134535,0.004257827,0.000011875283,0.00021078753,0.4653239,0.021794004,0.45714435],"study_design_scores_gemma":[0.00033589258,0.000027287428,0.004009146,0.0031576043,0.0000030026292,0.0000025804934,0.006722263,0.0016105887,0.00003721276,0.0018958482,0.982134,0.00006458686],"about_ca_topic_score_codex":0.0019836393,"about_ca_topic_score_gemma":0.0004167996,"teacher_disagreement_score":0.96033996,"about_ca_system_score_codex":0.00006607763,"about_ca_system_score_gemma":0.0000952783,"threshold_uncertainty_score":0.99774945},"labels":[],"label_agreement":null},{"id":"W1951000050","doi":"","title":"An Inventory of Pedagogical Considerations for Interactive Television1","year":2008,"lang":"en","type":"article","venue":"International journal of e-learning & distance education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Humanities; Library science; Sociology; Geography; Art; Computer science","score_opus":0.11074599018643676,"score_gpt":0.4537344967516101,"score_spread":0.3429885065651733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1951000050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9415458,0.00046980055,0.03503422,0.010980053,0.0031003614,0.00030669343,0.000008998752,0.000049876537,0.008504212],"genre_scores_gemma":[0.9902292,0.00031813356,0.008418815,0.000105747924,0.00039267354,0.000011892209,0.000012451659,0.000006323322,0.00050478603],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99884516,0.00021748208,0.00040956077,0.00008874451,0.00035159447,0.00008743171],"domain_scores_gemma":[0.996684,0.00057206675,0.00067339675,0.000107318185,0.0018884266,0.00007475775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050988,0.00005867444,0.00012957341,0.00021082135,0.00024320955,0.000029322682,0.00038976292,0.000065348555,0.00031140036],"category_scores_gemma":[0.0036598288,0.000058566973,0.00008447823,0.000089665125,0.0002715307,0.0004213879,0.00001686233,0.00023558465,0.0000037515942],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000339975,0.002082914,0.071954325,0.000011877024,0.00018012621,0.000006105053,0.11866252,0.0003963473,0.0033179256,0.7604421,0.00763462,0.034971178],"study_design_scores_gemma":[0.001542026,0.0005791613,0.026363835,0.00029752214,0.00005109268,0.00011861085,0.10185734,0.0012782766,0.0014713368,0.037231743,0.8288749,0.000334187],"about_ca_topic_score_codex":0.00008082193,"about_ca_topic_score_gemma":0.00012133958,"teacher_disagreement_score":0.82124025,"about_ca_system_score_codex":0.00016905542,"about_ca_system_score_gemma":0.0009776202,"threshold_uncertainty_score":0.43814212},"labels":[],"label_agreement":null},{"id":"W1956774245","doi":"10.4018/978-1-930708-29-7.ch015","title":"Multimedia and Multi-Stream Synchronization","year":2002,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Synchronization (alternating current); Computer science; Interactivity; Data synchronization; Multimedia; Distributed computing; Multimedia database; Real-time computing; Computer network","score_opus":0.0369188268017469,"score_gpt":0.2980921800606483,"score_spread":0.2611733532589014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1956774245","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000030362871,0.0009925785,0.00026365675,0.0004501716,0.00027698916,0.00042730395,0.000054766057,0.0003892742,0.9971149],"genre_scores_gemma":[0.36172357,0.0014870022,0.016204175,0.00061881245,0.00050988805,0.000052063016,0.000034842276,0.000085515276,0.61928415],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998765,0.000051398496,0.0002706732,0.00034251032,0.00028721697,0.00028318094],"domain_scores_gemma":[0.9989136,0.00008301461,0.00020218134,0.0004888777,0.00012981164,0.00018250804],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013988317,0.00024915696,0.00028882604,0.00008264666,0.00033639843,0.00006497283,0.00044001872,0.00082535157,0.00043004428],"category_scores_gemma":[0.0001478377,0.00027227466,0.0000745659,0.000025246713,0.00076342194,0.000043626344,0.00017160148,0.00030708313,0.0003567159],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021423755,0.000013011282,0.00009864204,0.000006933801,0.000027640426,0.0000064092987,0.0006820451,1.2992626e-7,0.0000013937691,0.8595004,0.0010807471,0.13858049],"study_design_scores_gemma":[0.0010771306,0.000052775555,0.00012780988,0.00017481358,0.000108115615,0.000012183343,0.00023405168,0.0021434075,0.000008482563,0.09748517,0.8977871,0.0007889756],"about_ca_topic_score_codex":0.00070471835,"about_ca_topic_score_gemma":0.0032823093,"teacher_disagreement_score":0.89670634,"about_ca_system_score_codex":0.00025771718,"about_ca_system_score_gemma":0.00013400432,"threshold_uncertainty_score":0.99997294},"labels":[],"label_agreement":null},{"id":"W1969336521","doi":"10.1145/2071396.2071399","title":"Design and evaluation of a testbed for mobile TV networks","year":2012,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; British Columbia Innovation Council","keywords":"Testbed; Computer science; Scalability; Computer network; Distributed computing; Computer architecture; Operating system","score_opus":0.09952797354940679,"score_gpt":0.39699997579707696,"score_spread":0.2974720022476702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969336521","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0052502723,0.0023915726,0.98684084,0.0016462324,0.00006382013,0.0031692276,0.000014891226,0.00016116667,0.00046194953],"genre_scores_gemma":[0.7339191,0.0015835213,0.26253867,0.000047293037,0.000041315547,0.0018139626,0.000025437814,0.000013433383,0.000017243805],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984399,0.0005290909,0.00036175322,0.00019635998,0.00020954177,0.00026336138],"domain_scores_gemma":[0.9935209,0.0042532627,0.00020298519,0.0014590975,0.0004130232,0.000150694],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0025124922,0.00012972171,0.00019067027,0.00018415393,0.0014471087,0.000031746134,0.0007542799,0.00016589975,0.000025499181],"category_scores_gemma":[0.00017383174,0.00014264006,0.000050262646,0.00042586905,0.00076534785,0.0001356586,0.00006034761,0.0002419535,0.000003968265],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008149082,0.00048631083,0.00032418148,0.000009206589,0.000042125244,2.8219724e-9,0.003953471,0.0014744377,0.00022866359,0.0075508435,0.000029773668,0.98589283],"study_design_scores_gemma":[0.001330618,0.00009439628,0.0009679058,0.000046037418,0.00029379365,0.0000026028797,0.004167356,0.9441768,0.0003122564,0.0032321552,0.045062937,0.00031314473],"about_ca_topic_score_codex":0.00017440236,"about_ca_topic_score_gemma":0.00007443417,"teacher_disagreement_score":0.98557967,"about_ca_system_score_codex":0.00006720514,"about_ca_system_score_gemma":0.000110850444,"threshold_uncertainty_score":0.9998529},"labels":[],"label_agreement":null},{"id":"W1971025857","doi":"10.1117/12.481579","title":"&lt;title&gt;Novel architecture for using HDTV as the home terminal of a remote computer server&lt;/title&gt;","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"High-definition television; Computer science; NTSC; Raster graphics; Computer hardware; Digital television; Encoder; Computer graphics (images); MPEG-2; Embedded system; Multimedia; Telecommunications; Operating system","score_opus":0.02434745500816754,"score_gpt":0.26680670411992125,"score_spread":0.2424592491117537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971025857","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96624386,0.00016118825,0.0005178539,0.006234528,0.00029841228,0.00047962178,0.000027958478,0.000076743636,0.025959855],"genre_scores_gemma":[0.48588878,0.00025297832,0.5103848,0.00031160624,0.0009476404,0.000050790924,0.0000064154165,0.000064658074,0.0020923563],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99900645,3.740012e-8,0.00028412577,0.00015464683,0.00035015345,0.00020456946],"domain_scores_gemma":[0.9990048,0.00012933405,0.00020372409,0.000063390755,0.0005500101,0.000048785907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038031637,0.0001233707,0.00018877053,0.00006197614,0.00010707689,0.00003892279,0.00074457575,0.00015527614,0.00011283549],"category_scores_gemma":[0.00030173705,0.00009440469,0.0002827451,0.00019759052,0.0003348802,0.00009029894,0.00011705726,0.00018650512,0.000006016029],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000148972495,0.0000631728,0.000014951663,0.00012015927,0.00013296868,3.988723e-8,0.0007935839,0.000016388425,0.048543468,0.94026875,0.0051968037,0.004834795],"study_design_scores_gemma":[0.0015316124,0.00032481021,0.00022113428,0.00047455073,0.00022599619,0.000041048,0.0013790093,0.3195016,0.011332529,0.0145835625,0.6497861,0.00059801934],"about_ca_topic_score_codex":0.000013039151,"about_ca_topic_score_gemma":8.235424e-7,"teacher_disagreement_score":0.9256852,"about_ca_system_score_codex":0.000068021014,"about_ca_system_score_gemma":0.00002637486,"threshold_uncertainty_score":0.38497114},"labels":[],"label_agreement":null},{"id":"W1975071022","doi":"10.1109/tridentcom.2007.4444692","title":"Integration of Open Source and Enterprise IP PBXs","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Voice over IP; Asterisk; Session Initiation Protocol; Computer science; Computer network; Call control; SIP trunking; Internet Protocol; Next-generation network; Telephony; Testbed; Public switched telephone network; Operating system; Interoperability; Telecommunications; The Internet; Server","score_opus":0.047386238544541576,"score_gpt":0.39715229641676153,"score_spread":0.3497660578722199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975071022","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38382372,0.00007892307,0.03111882,0.0056374837,0.000055366247,0.00025160593,3.7762305e-7,0.00008239602,0.5789513],"genre_scores_gemma":[0.99025273,0.000101119615,0.0061974726,0.00012780311,0.000007199534,0.0000018350516,8.449533e-7,0.0000014177355,0.0033095551],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99971753,0.000035429468,0.00008576966,0.000046933095,0.000054220578,0.000060093116],"domain_scores_gemma":[0.9996863,0.000101101185,0.000036601927,0.000120710436,0.000027903898,0.000027379174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006126738,0.000020172745,0.000045783072,0.000041682586,0.00007694054,0.000018978944,0.00029738457,0.000045167435,0.0002594866],"category_scores_gemma":[0.00014342656,0.000017296989,0.0000072603675,0.00007190657,0.00016619878,0.00007998147,0.00012487518,0.00004176615,0.0000069989733],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009741942,0.000044232536,0.0059160274,9.371973e-7,0.000003875585,1.247281e-7,0.01251209,4.2888608e-8,0.0032758815,0.269776,0.00074458227,0.70771646],"study_design_scores_gemma":[0.00059002003,0.000051190695,0.024201643,0.000020974043,0.0000056710505,7.668828e-7,0.05156611,0.00037378748,0.017234309,0.009806841,0.89601356,0.00013515101],"about_ca_topic_score_codex":0.004603332,"about_ca_topic_score_gemma":0.012468818,"teacher_disagreement_score":0.895269,"about_ca_system_score_codex":0.000009789776,"about_ca_system_score_gemma":0.000016351756,"threshold_uncertainty_score":0.6958892},"labels":[],"label_agreement":null},{"id":"W1975753115","doi":"10.1007/s00530-008-0133-1","title":"Process modeling for new media artworks","year":2008,"lang":"en","type":"article","venue":"Multimedia Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal; Université du Québec à Montréal","funders":"","keywords":"Documentation; Computer science; Process (computing); Context (archaeology); Multimedia; Software; World Wide Web","score_opus":0.1409676766896321,"score_gpt":0.35632384744158324,"score_spread":0.21535617075195115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975753115","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26550043,0.016163887,0.56151736,0.029435135,0.024036504,0.0154307,0.00014015404,0.008032197,0.07974362],"genre_scores_gemma":[0.9835263,0.0003306976,0.012931493,0.00006763736,0.0012163995,0.00029289245,0.000038295744,0.000027491036,0.0015687793],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984425,0.00012208818,0.000362978,0.0002606919,0.000367128,0.00044461433],"domain_scores_gemma":[0.9983889,0.0005598955,0.00012768005,0.0004084845,0.00023867394,0.00027638095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056743197,0.00013800927,0.00027235152,0.00013171877,0.00064710586,0.0000322635,0.0006605998,0.0003137139,0.000059871527],"category_scores_gemma":[0.0012642278,0.00013582462,0.000078333214,0.00029002837,0.00024362384,0.00015510253,0.000037508587,0.00020044816,0.000116688534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022499645,0.00072279334,0.01556505,0.0002688677,0.00028082365,0.000032749533,0.59907186,0.009931505,0.000609637,0.028659062,0.08642894,0.2582037],"study_design_scores_gemma":[0.0009967732,0.0000155301,0.000041130803,0.000049185215,0.0000127336125,0.000006044606,0.007572934,0.89435244,0.00004739015,0.00064349454,0.096003234,0.00025911815],"about_ca_topic_score_codex":0.0028961392,"about_ca_topic_score_gemma":0.0012640085,"teacher_disagreement_score":0.88442093,"about_ca_system_score_codex":0.00007926614,"about_ca_system_score_gemma":0.00044008886,"threshold_uncertainty_score":0.55387676},"labels":[],"label_agreement":null},{"id":"W1977279536","doi":"10.1145/2736084.2736089","title":"Towards bridging online game playing and live broadcasting","year":2015,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Bridging (networking); Encoder; Cloud computing; Broadcasting (networking); Multimedia; Encoding (memory); Video game; Architecture; Live streaming; Computer network; Operating system","score_opus":0.11997759841433064,"score_gpt":0.3768937073039051,"score_spread":0.25691610888957445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977279536","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82957226,0.00039918418,0.0016216849,0.012823961,0.00014125904,0.00012002714,0.000002003326,0.00041288865,0.15490672],"genre_scores_gemma":[0.98347914,0.000106565654,0.015100106,0.00029523738,0.00008006969,0.0000023578928,0.0000027748902,0.0000037933255,0.00092992483],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99948645,0.00006649575,0.000089645604,0.00009124516,0.00012079419,0.00014539326],"domain_scores_gemma":[0.99958986,0.00008172573,0.00003566103,0.000120666526,0.00006665959,0.00010540723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003859641,0.000041533916,0.00007058505,0.00004794949,0.00015031578,0.000034461387,0.00017177757,0.00006155681,0.000096445954],"category_scores_gemma":[0.0008594423,0.00003955156,0.000010624862,0.000107940505,0.00017711619,0.00008704986,0.00012900037,0.00010851377,0.000029003862],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074239056,0.000079763005,0.032350183,0.0000054253837,0.0000163077,0.000005488907,0.0688672,0.0000044457706,0.00024780552,0.045921743,0.0020069657,0.85048723],"study_design_scores_gemma":[0.0026508616,0.00014240661,0.030072644,0.00011707407,0.000037563706,0.000030598054,0.24599627,0.095160365,0.00036517097,0.0126772495,0.611817,0.000932785],"about_ca_topic_score_codex":0.0055529526,"about_ca_topic_score_gemma":0.0032239172,"teacher_disagreement_score":0.8495545,"about_ca_system_score_codex":0.000034789024,"about_ca_system_score_gemma":0.00009400837,"threshold_uncertainty_score":0.83944404},"labels":[],"label_agreement":null},{"id":"W1979209890","doi":"10.3166/ria.27.569-593","title":"Systèmes d’inférence ﬂoue : collaboration expertise et données dans un environnement de modélisation intégrée à l’aide de FisPro","year":2013,"lang":"fr","type":"article","venue":"Revue d intelligence artificielle","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.05644775676573916,"score_gpt":0.3034913438994638,"score_spread":0.24704358713372465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979209890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5036943,0.0074017094,0.37500203,0.096931905,0.000993898,0.0016016248,0.000025121399,0.00031304374,0.014036395],"genre_scores_gemma":[0.97468036,0.007487316,0.010922619,0.0006533888,0.00014994969,0.00047236992,0.00002638188,0.000027489988,0.005580143],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99692994,0.0008901695,0.0007191343,0.00046938998,0.00028742987,0.0007039312],"domain_scores_gemma":[0.99790335,0.0004672847,0.0003283904,0.00081898697,0.00023158056,0.0002503893],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001253423,0.0002687748,0.00028111873,0.00011715422,0.00069619226,0.00022122517,0.0008775458,0.00040501342,0.0028570609],"category_scores_gemma":[0.00080753595,0.00030586534,0.000103214334,0.0008364947,0.0009918803,0.00066001265,0.00018941321,0.0003986507,0.0014895713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015484411,0.0007862494,0.0043650107,0.00013910049,0.000058821504,0.000008886398,0.22013305,0.032741275,0.03098334,0.37110978,0.002328751,0.33733022],"study_design_scores_gemma":[0.00009507863,0.00013473317,0.001105784,0.0003213685,0.000043458283,0.000013136384,0.08001615,0.76758784,0.093909666,0.025815161,0.030473722,0.00048387758],"about_ca_topic_score_codex":0.008608467,"about_ca_topic_score_gemma":0.0041162344,"teacher_disagreement_score":0.7348466,"about_ca_system_score_codex":0.0008016813,"about_ca_system_score_gemma":0.00033582785,"threshold_uncertainty_score":0.9999393},"labels":[],"label_agreement":null},{"id":"W1982868438","doi":"10.1109/tmc.2012.173","title":"Quality Prediction-Based Dynamic Content Adaptation Framework Applied to Collaborative Mobile Presentations","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Computer science; Transcoding; Adaptation (eye); Content adaptation; Multimedia; Dynamic web page; Quality (philosophy); Quality of experience; The Internet; Mobile device; On the fly; World Wide Web; Human–computer interaction; Ubiquitous computing; Computer network; Quality of service; Web page; Operating system","score_opus":0.0648451575247619,"score_gpt":0.3805682967868894,"score_spread":0.31572313926212753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982868438","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10441166,0.000056907742,0.8899082,0.00045704783,0.0009392868,0.0017969807,0.00006145836,0.00051788654,0.0018505595],"genre_scores_gemma":[0.9713204,0.000026174093,0.027073106,0.0002791236,0.00007953769,0.0010585801,0.000017597316,0.000019833595,0.00012565187],"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","domain_scores_codex":[0.99807096,0.0004385628,0.000429487,0.00027175216,0.00038327897,0.0004059583],"domain_scores_gemma":[0.997446,0.0014459082,0.00016662171,0.0004382829,0.00027265458,0.00023053416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007616183,0.00015763509,0.00021081923,0.00023889287,0.0012573939,0.00005842868,0.00031053828,0.00020808548,0.00020578613],"category_scores_gemma":[0.00008397891,0.00017774964,0.00008189203,0.0010033413,0.00021743841,0.00014650973,0.0000040680775,0.00040487887,0.00013144828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011338884,0.001600561,0.0010757293,0.000023330265,0.00010540834,3.025896e-7,0.08343169,0.6393267,0.002349104,0.011387223,0.00016507393,0.2604215],"study_design_scores_gemma":[0.004827715,0.0010758808,0.02131835,0.00033281537,0.00026985613,0.0000024731619,0.44789577,0.42266518,0.016900891,0.0014188663,0.08085863,0.0024335654],"about_ca_topic_score_codex":0.0004075924,"about_ca_topic_score_gemma":0.00070699916,"teacher_disagreement_score":0.8669087,"about_ca_system_score_codex":0.00026396554,"about_ca_system_score_gemma":0.0001909767,"threshold_uncertainty_score":0.9670984},"labels":[],"label_agreement":null},{"id":"W1985850505","doi":"10.1145/1030397.1030411","title":"Behavioral reactivity and real time programming in XML","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Scripting language; Programming language; XML; XML validation; Streaming XML; World Wide Web; Animation; Scalable Vector Graphics; SOAP; XPath; Multimedia","score_opus":0.03876478750435118,"score_gpt":0.37069990846286316,"score_spread":0.33193512095851196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985850505","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9410032,0.000008963944,0.000010008989,0.0026903136,0.000013695128,0.00011984598,1.6612614e-7,0.00014245993,0.056011364],"genre_scores_gemma":[0.9929216,0.000070719456,0.006553789,0.00001631915,0.0000075318085,0.000011416557,0.0000010806065,0.0000020771631,0.00041550002],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99964124,0.00004155909,0.00005964188,0.00007633433,0.00006408456,0.00011711896],"domain_scores_gemma":[0.99979746,0.000029002647,0.000017964265,0.000109861045,0.000011435763,0.000034301796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024694775,0.000029001005,0.000052879648,0.00004515088,0.00009112603,0.000016356758,0.000102626596,0.00007426301,0.00006816539],"category_scores_gemma":[0.000039442053,0.000028398255,0.000008131423,0.00012516325,0.00019669443,0.00008465884,0.000042293712,0.00007885684,0.000025607933],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006198354,0.00038501775,0.040183187,0.0000014406048,0.000001917429,0.0000057228476,0.010943188,2.1827665e-7,0.0036711765,0.16287193,0.000022608574,0.7819074],"study_design_scores_gemma":[0.0061975555,0.00047514692,0.38430676,0.000086244,0.000036201003,0.000013962618,0.032806493,0.0001925837,0.0061376845,0.062402993,0.5060155,0.0013289393],"about_ca_topic_score_codex":0.041104496,"about_ca_topic_score_gemma":0.044333674,"teacher_disagreement_score":0.78057843,"about_ca_system_score_codex":0.000054409138,"about_ca_system_score_gemma":0.00004855387,"threshold_uncertainty_score":0.9731047},"labels":[],"label_agreement":null},{"id":"W1988111525","doi":"10.1016/s0840-4704(10)60410-3","title":"The Increasing Reality of Using the Internet for Electronic Health Records","year":2001,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"The Internet; Health records; Internet privacy; Electronic health record; Business; World Wide Web; Computer science; Health care; Political science","score_opus":0.07808257541959182,"score_gpt":0.4127781708184763,"score_spread":0.3346955953988845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988111525","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033490762,0.0036030302,0.017186102,0.9244281,0.0006589378,0.0035191544,0.000008557459,0.00021782251,0.016887544],"genre_scores_gemma":[0.9892099,0.007129518,0.0009406986,0.0018043405,0.00004275546,0.00007516343,0.0000068198347,0.000009044296,0.0007817793],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99809164,0.0006533942,0.0003262666,0.00014248368,0.00019659191,0.0005896305],"domain_scores_gemma":[0.9987302,0.0003557734,0.0002617851,0.0005161301,0.00008275803,0.00005336471],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037959334,0.00007003209,0.00012652272,0.00005661629,0.001234261,0.000031865773,0.0006523475,0.00005601374,0.0000128189495],"category_scores_gemma":[0.00014166039,0.00004814265,0.00005873108,0.00030779315,0.00025109714,0.00004463206,0.00016852455,0.00016592606,0.0000015550775],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045756937,0.000020410364,0.0054391315,0.000033304863,0.000022285421,1.2041254e-7,0.0011557299,0.0000015298696,4.702529e-7,0.7263313,0.0026630983,0.26428685],"study_design_scores_gemma":[0.00017709818,0.00006184864,0.0013558995,0.000035570614,0.000006795934,0.0000010588917,0.01614423,0.0018798166,0.00000280967,0.020833308,0.9594462,0.000055369732],"about_ca_topic_score_codex":0.048973303,"about_ca_topic_score_gemma":0.122397915,"teacher_disagreement_score":0.9567831,"about_ca_system_score_codex":0.00034745355,"about_ca_system_score_gemma":0.00018468936,"threshold_uncertainty_score":0.9573597},"labels":[],"label_agreement":null},{"id":"W1991681844","doi":"10.1145/1029632.1029660","title":"Physical user interfaces","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Situated; Human–computer interaction; User interface; Physical computing; Software; Interface (matter); Multimedia; Ubiquitous computing; Range (aeronautics); World Wide Web; Engineering; Artificial intelligence","score_opus":0.030398534356258167,"score_gpt":0.3689000148020801,"score_spread":0.33850148044582196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991681844","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5949497,0.000013158737,0.0004899004,0.022172065,0.000064623084,0.00005275782,1.3918387e-7,0.00025296293,0.38200468],"genre_scores_gemma":[0.99545664,0.000022203607,0.0018129592,0.0002039338,0.00003252077,0.000003915863,2.6653422e-7,0.000001542951,0.0024660109],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99976164,0.000020709107,0.000031880325,0.00004618869,0.00006230809,0.0000772459],"domain_scores_gemma":[0.9997971,0.000029648407,0.000009867286,0.00012204048,0.000016118573,0.000025229398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000061027247,0.000020774094,0.00003343457,0.00001805749,0.00010269023,0.000011870121,0.00021778212,0.000030204777,0.00034590543],"category_scores_gemma":[0.00006117154,0.000017394857,0.000012755562,0.00008001481,0.00018590475,0.00005002177,0.00003664519,0.000053701162,0.0004606225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.2929727e-7,0.00004610152,0.00022589344,1.980193e-7,0.0000019969495,1.4960877e-7,0.0056588273,0.0000011890274,0.0004074915,0.9842089,0.000350909,0.009097837],"study_design_scores_gemma":[0.00042015486,0.000027567467,0.0009345657,0.000005377137,0.0000034983525,3.2020068e-7,0.009541405,0.000032844182,0.018635541,0.08807507,0.8821935,0.00013014201],"about_ca_topic_score_codex":0.0013408465,"about_ca_topic_score_gemma":0.0033205864,"teacher_disagreement_score":0.8961338,"about_ca_system_score_codex":0.000022317032,"about_ca_system_score_gemma":0.000030741885,"threshold_uncertainty_score":0.5920524},"labels":[],"label_agreement":null},{"id":"W1993196226","doi":"10.1109/mascot.1999.805063","title":"On the design of efficient video-on-demand broadcast schedules","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Bandwidth (computing); Scalability; Computer network; Broadcasting (networking); Channel (broadcasting); Latency (audio); Partition (number theory); Atomic broadcast; Scheme (mathematics); Dynamic bandwidth allocation; Real-time computing; Telecommunications; Mathematics","score_opus":0.060182622229834774,"score_gpt":0.3203521088096829,"score_spread":0.2601694865798481,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993196226","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22763869,0.00023014356,0.029755557,0.016747618,0.00022989654,0.0007991545,0.0000013890616,0.00019548103,0.72440207],"genre_scores_gemma":[0.99605364,0.0000706363,0.0028998374,0.00040070416,0.0000058959777,0.000013511663,1.4383872e-7,0.0000030356998,0.000552623],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99907416,0.0004440371,0.000102807855,0.00008345906,0.00017456982,0.000120964294],"domain_scores_gemma":[0.9983103,0.0012251959,0.00004823163,0.00034613718,0.00004082778,0.000029258588],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009733294,0.000046720827,0.00006861173,0.000047801284,0.0002475825,0.0000113929,0.00032556106,0.000064012864,0.0011020544],"category_scores_gemma":[0.0013297374,0.000028502116,0.000026016518,0.0001787713,0.0003610551,0.000009691357,0.000018393588,0.00009578253,0.00015278126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004025562,0.00007555575,0.00005395409,4.7605226e-7,0.000004019401,9.266701e-8,0.0008010838,0.00022632281,0.00016302467,0.99623656,0.0006565357,0.001778373],"study_design_scores_gemma":[0.0027378015,0.0008560591,0.0017013886,0.00016494349,0.000047540518,0.0000022415704,0.04555521,0.018158587,0.13901938,0.2631625,0.5276355,0.00095883344],"about_ca_topic_score_codex":0.00008313945,"about_ca_topic_score_gemma":0.000035019246,"teacher_disagreement_score":0.7684149,"about_ca_system_score_codex":0.000018450753,"about_ca_system_score_gemma":0.00005568996,"threshold_uncertainty_score":0.99981105},"labels":[],"label_agreement":null},{"id":"W1995311296","doi":"10.1145/2037715.2037735","title":"A framework for distributed audio smartphone games","year":2011,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University; University of Waterloo","funders":"","keywords":"Android (operating system); Computer science; Multimedia; Mobile device; Mobile computing; Tablet pc; Mobile technology; Telecommunications; World Wide Web; Operating system","score_opus":0.11110487779638469,"score_gpt":0.3648002309950869,"score_spread":0.25369535319870223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995311296","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021228421,0.00019590194,0.65394396,0.020707233,0.000649176,0.00082854147,0.000033007225,0.0012893993,0.3011244],"genre_scores_gemma":[0.85593754,0.00007802195,0.14218688,0.0002782057,0.00004111071,0.00007620307,0.000009039084,0.0000042415586,0.0013887801],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995449,0.000041835745,0.00008979431,0.00008777093,0.000065566,0.00017014064],"domain_scores_gemma":[0.99935704,0.00022858888,0.000037643644,0.00026109852,0.000060092185,0.000055536846],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022170694,0.00004074595,0.00007346451,0.000029990297,0.00021029997,0.000010522921,0.0003376244,0.00013799079,0.0020026634],"category_scores_gemma":[0.00078936823,0.000036567377,0.000037723163,0.00015732186,0.00022991332,0.000041006064,0.00004095758,0.00007929626,0.00009787807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000065716094,0.000046186553,0.0019656196,0.0000010793811,0.000007506794,1.2771557e-7,0.0043147434,9.2512575e-9,0.0000102716485,0.9733353,0.004355521,0.015957024],"study_design_scores_gemma":[0.0002367311,0.000030411085,0.0059412965,0.000006773728,0.000007746878,1.9122501e-7,0.004793072,0.000051811498,0.00090688636,0.3187039,0.6692021,0.0001191022],"about_ca_topic_score_codex":0.000806798,"about_ca_topic_score_gemma":0.0014239933,"teacher_disagreement_score":0.8347091,"about_ca_system_score_codex":0.000021032594,"about_ca_system_score_gemma":0.000045390596,"threshold_uncertainty_score":0.99890965},"labels":[],"label_agreement":null},{"id":"W1999524044","doi":"10.1145/1836049.1836054","title":"A decade of NML networked graphics","year":2010,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"X3D; Graphics; Computer science; Computer graphics; Multimedia; Computer graphics (images); Human–computer interaction; The Internet; World Wide Web; VRML","score_opus":0.027393972653745116,"score_gpt":0.34572946611736605,"score_spread":0.31833549346362094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999524044","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45526475,0.00004450531,0.00059731107,0.012106586,0.00036208707,0.00013908822,5.3670084e-7,0.00024068069,0.53124446],"genre_scores_gemma":[0.99402803,0.00011821504,0.0048713847,0.00016068274,0.00003098057,0.000003661341,6.1614475e-7,0.0000018253888,0.00078461366],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99966973,0.000037702543,0.00007798413,0.00004478625,0.00008091115,0.00008887598],"domain_scores_gemma":[0.9995328,0.00012092143,0.000035053363,0.00022534638,0.000050666942,0.000035206493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003039969,0.000022276756,0.00004880456,0.00004427736,0.00009459932,0.0000045009524,0.000330348,0.00011466503,0.0008228213],"category_scores_gemma":[0.00022815334,0.000019791241,0.000022265693,0.00021921299,0.0003831139,0.000025584624,0.00003619501,0.00015379497,0.000017888618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.639811e-7,0.000020260502,0.005456894,4.1515355e-7,0.000002477449,5.2577406e-8,0.00096122065,7.3655066e-8,0.00074505457,0.9770527,0.0010341146,0.014725994],"study_design_scores_gemma":[0.00016551177,0.0000103229195,0.005653411,0.0000021278554,0.000004042316,2.7058272e-7,0.0010905064,0.0005041498,0.0011148435,0.027014121,0.964367,0.0000736959],"about_ca_topic_score_codex":0.0014865752,"about_ca_topic_score_gemma":0.021141766,"teacher_disagreement_score":0.9633329,"about_ca_system_score_codex":0.0000021360547,"about_ca_system_score_gemma":0.000041102965,"threshold_uncertainty_score":0.99671984},"labels":[],"label_agreement":null},{"id":"W2003734918","doi":"10.1007/s11042-005-2713-9","title":"Modelling Reactive Multimedia: Design and Authoring","year":2005,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Artifact (error); Multimedia; Animation; Authoring system; Set (abstract data type); Interactive media; Human–computer interaction; Computer graphics (images); Programming language; Artificial intelligence","score_opus":0.09361026060319984,"score_gpt":0.339272046325263,"score_spread":0.24566178572206315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003734918","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013627988,0.0020448084,0.94498444,0.01895212,0.00009398781,0.0027758148,0.00003531461,0.00075430865,0.016731191],"genre_scores_gemma":[0.5583186,0.0025688861,0.43724823,0.0001591075,0.00033189423,0.00085198565,0.000020599846,0.000018742137,0.00048196447],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989234,0.00011210383,0.0002190949,0.00030623557,0.00015629701,0.000282846],"domain_scores_gemma":[0.99839985,0.0009085116,0.00009203329,0.0003034761,0.000085581916,0.00021055042],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005211878,0.00012699445,0.00016177564,0.00009854253,0.0007708948,0.000094146446,0.00024127438,0.00018472229,0.00005768305],"category_scores_gemma":[0.0001477082,0.00013149568,0.000026217629,0.0002062623,0.00049234024,0.00029413818,0.00009305487,0.00025153326,0.00006506669],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074140935,0.00009681197,0.00027210228,0.0000049318487,0.000018860857,3.4326416e-7,0.008159737,0.0008153121,0.0007223593,0.02537367,0.0002181591,0.9643103],"study_design_scores_gemma":[0.00047774945,0.000012240507,0.00028299337,0.000012471549,0.000026266112,0.0000021469837,0.0019434148,0.5260813,0.00058893504,0.0022259734,0.46810257,0.0002439052],"about_ca_topic_score_codex":0.00028902746,"about_ca_topic_score_gemma":0.00011204848,"teacher_disagreement_score":0.9640664,"about_ca_system_score_codex":0.000052552918,"about_ca_system_score_gemma":0.00006261486,"threshold_uncertainty_score":0.59291774},"labels":[],"label_agreement":null},{"id":"W2005714661","doi":"10.1109/ofc.2006.215625","title":"Evolving a fibre-to-the-node access infrastructure","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Telecommunications; Service provider; Broadband; Computer science; Broadband networks; Computer network; Node (physics); Service (business); Reservation; Business; Engineering","score_opus":0.018998971098520716,"score_gpt":0.3367712623995945,"score_spread":0.31777229130107376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005714661","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07076123,0.00012621291,0.003936444,0.107167855,0.00028910275,0.000357343,0.0000024258748,0.0005398726,0.8168195],"genre_scores_gemma":[0.9895249,0.000014237937,0.0044022566,0.001283851,0.00013355403,0.000016358681,0.0000022379188,0.0000041520716,0.004618459],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99941725,0.00007104591,0.000096177646,0.000094597824,0.00014536023,0.00017559809],"domain_scores_gemma":[0.9994389,0.00010684047,0.000031202886,0.0003264614,0.000058074504,0.000038530135],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019703514,0.000046759305,0.000056564913,0.000055949502,0.0004336115,0.00011212934,0.00097639405,0.00008057475,0.0021433427],"category_scores_gemma":[0.00019687621,0.000033301036,0.000022918905,0.00036260387,0.00013299509,0.000119745906,0.00019204407,0.000113241265,0.00015426485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003983438,0.000037154034,0.050467208,0.000003265545,0.00000920858,0.0000016096534,0.0040831417,0.00019558944,0.0003992711,0.41399348,0.4737532,0.057052884],"study_design_scores_gemma":[0.00007298152,0.0000032045693,0.05087849,0.0000030990059,0.000002223592,5.3400237e-7,0.0006897384,0.0004629557,0.00017300573,0.0102158105,0.93742406,0.0000739175],"about_ca_topic_score_codex":0.0076619037,"about_ca_topic_score_gemma":0.018702997,"teacher_disagreement_score":0.91876364,"about_ca_system_score_codex":0.000039645896,"about_ca_system_score_gemma":0.00005908706,"threshold_uncertainty_score":0.99920315},"labels":[],"label_agreement":null},{"id":"W2006562557","doi":"10.1145/1027527.1027750","title":"Where are the brave new mobile multimedia applications?","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Computer science; Multimedia; World Wide Web","score_opus":0.026473762334487724,"score_gpt":0.3304246948095939,"score_spread":0.3039509324751062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006562557","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0067543485,0.004991745,0.039383635,0.2664384,0.0004101326,0.004094647,0.000007853053,0.0020791988,0.67584],"genre_scores_gemma":[0.9625908,0.0020997804,0.019560823,0.0013690938,0.00028935974,0.00047482972,0.0000044926696,0.000012304737,0.013598511],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993656,0.000050434282,0.000108859706,0.00011634544,0.00019737055,0.00016135159],"domain_scores_gemma":[0.999125,0.00014153724,0.00006179404,0.000495393,0.000089260524,0.00008700252],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00024787642,0.000055373515,0.00006706467,0.000031189633,0.0004491477,0.000040844297,0.0006925628,0.00010327979,0.0009886583],"category_scores_gemma":[0.00010623455,0.000039216382,0.000034964814,0.00027189072,0.0003357978,0.00006481328,0.00007199804,0.00014699833,0.0008954331],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027765482,0.0001485782,0.0018226348,0.0000036477545,0.00001764815,5.219356e-7,0.013265839,0.000034292676,0.0001312162,0.52007306,0.018977873,0.44552195],"study_design_scores_gemma":[0.00022341491,0.0000074185655,0.00031686143,0.0000041125736,0.000003390616,4.2012803e-7,0.0120219225,0.000025436397,0.00015932015,0.010888467,0.9762855,0.00006369627],"about_ca_topic_score_codex":0.005631232,"about_ca_topic_score_gemma":0.03431192,"teacher_disagreement_score":0.95730764,"about_ca_system_score_codex":0.00007837554,"about_ca_system_score_gemma":0.00022408487,"threshold_uncertainty_score":0.9999246},"labels":[],"label_agreement":null},{"id":"W2007072269","doi":"10.1007/s11042-007-0113-z","title":"Agent-based multimedia presentation and adaptation service","year":2007,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; National Research Council Canada","funders":"University of Ottawa","keywords":"Computer science; Multimedia; Search engine indexing; Architecture; Service (business); Adaptation (eye); Negotiation; XML; Schema (genetic algorithms); Videoconferencing; World Wide Web; Information retrieval","score_opus":0.07404951835162177,"score_gpt":0.35042539697935277,"score_spread":0.276375878627731,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007072269","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2791331,0.0030270512,0.58440715,0.060142774,0.0006869938,0.01086915,0.000300036,0.0024853454,0.058948345],"genre_scores_gemma":[0.88791853,0.00051680044,0.109321296,0.0008497564,0.00023480241,0.0005419313,0.00025508215,0.000020412752,0.0003413748],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988708,0.00007769193,0.00029050955,0.00027067767,0.00021959029,0.0002707479],"domain_scores_gemma":[0.9982714,0.0009067278,0.00013738436,0.00029132605,0.00017685845,0.00021631256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006630976,0.000117485986,0.00012619686,0.0001366276,0.0006036759,0.00008831223,0.00021440611,0.00017632994,0.00008952776],"category_scores_gemma":[0.00025083366,0.0001254092,0.000023548626,0.0004173734,0.00035741358,0.00020893625,0.00005474603,0.00015939969,0.000061768114],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014851294,0.00011418912,0.0047155404,0.000017551774,0.000011498531,5.7107445e-7,0.0060770065,0.000011458478,0.0014515356,0.0095079,0.00019815046,0.97787976],"study_design_scores_gemma":[0.0027236266,0.000044687025,0.10483461,0.000034115183,0.00008262173,0.0000026866358,0.01852512,0.15486947,0.0015588019,0.0027756144,0.7139066,0.000642058],"about_ca_topic_score_codex":0.0009465468,"about_ca_topic_score_gemma":0.0045599034,"teacher_disagreement_score":0.9772377,"about_ca_system_score_codex":0.00004049831,"about_ca_system_score_gemma":0.00007680196,"threshold_uncertainty_score":0.5114039},"labels":[],"label_agreement":null},{"id":"W2008028467","doi":"10.1155/2008/319063","title":"Real-Time DVB-MHP Interactive Data Transcoding to Blu-Ray","year":2008,"lang":"en","type":"article","venue":"International Journal of Digital Multimedia Broadcasting","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Universidad Autónoma de Baja California; Natural Sciences and Engineering Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Computer science; Transcoding; Interactive television; Digital Video Broadcasting; Multimedia; Interactive media; Digital television; Scheme (mathematics); Telecommunications; Computer network","score_opus":0.09251154367394915,"score_gpt":0.37992437414652214,"score_spread":0.287412830472573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008028467","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88993114,0.00011751911,0.0057975436,0.01701408,0.0033791824,0.00045370447,0.00023645059,0.00027358308,0.08279677],"genre_scores_gemma":[0.9739869,0.00023314636,0.02409465,0.00012346546,0.00086746324,0.0000031699228,0.00004556854,0.000022045479,0.00062357314],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.997648,0.00011196094,0.0007323997,0.00024964343,0.0009434784,0.00031453327],"domain_scores_gemma":[0.99657756,0.00131397,0.00053593173,0.0003692151,0.00090922846,0.00029409357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006654644,0.00016150139,0.00028341837,0.00048546793,0.00024213466,0.00019768308,0.0027846133,0.00011274088,0.00030003028],"category_scores_gemma":[0.005939852,0.00016016817,0.00011991163,0.00029132434,0.0003050783,0.0018478935,0.00042600537,0.0004137288,0.00020625119],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007032459,0.0011480489,0.03516882,0.000010609068,0.0009607723,0.00090125017,0.09179085,0.0002787773,0.028358448,0.0006488861,0.012189083,0.8278412],"study_design_scores_gemma":[0.013355551,0.0011596103,0.031711962,0.0024208596,0.0002620172,0.0028286383,0.041779213,0.09441248,0.0053304494,0.0021833794,0.80115587,0.0033999784],"about_ca_topic_score_codex":0.00030579013,"about_ca_topic_score_gemma":0.00006639299,"teacher_disagreement_score":0.82444125,"about_ca_system_score_codex":0.00024060659,"about_ca_system_score_gemma":0.00034884823,"threshold_uncertainty_score":0.7110987},"labels":[],"label_agreement":null},{"id":"W2008494424","doi":"10.1109/ds-rt.2012.23","title":"Admux Communication Protrocol for Real-Time Multimodal Intreaction","year":2012,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia; Usability; Graphics; The Internet; Human–computer interaction; Kinesthetic learning; World Wide Web; Operating system","score_opus":0.03742768062897193,"score_gpt":0.3755022599874668,"score_spread":0.33807457935849483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008494424","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10740803,0.00014997195,0.0047541326,0.028359585,0.0003485966,0.0074758483,0.000008853321,0.001998754,0.84949625],"genre_scores_gemma":[0.9498995,0.00020231174,0.043268815,0.00010309595,0.00011558827,0.0009841938,0.000034998237,0.000009650705,0.005381848],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924105,0.0001760048,0.00014754033,0.00007933628,0.0001075106,0.000248565],"domain_scores_gemma":[0.99903077,0.00025027234,0.0000876757,0.0004317131,0.00011013023,0.000089437184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007452343,0.00005987391,0.0000883912,0.000065379565,0.00047492955,0.000021236821,0.00035714492,0.00014798265,0.0007372882],"category_scores_gemma":[0.00035205504,0.000057765665,0.00004008853,0.00012836777,0.00017326685,0.00030222058,0.00006042565,0.00009259672,0.00029919203],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006627675,0.0007018706,0.01000637,0.000013399341,0.000038181475,3.0186584e-8,0.01873041,0.0000010087139,0.012702425,0.71479154,0.018341653,0.22460683],"study_design_scores_gemma":[0.00083714677,0.000038645176,0.0069698184,0.000010446513,0.00001951271,6.953089e-7,0.0044269064,0.002212035,0.002440416,0.0028888714,0.97992444,0.00023108852],"about_ca_topic_score_codex":0.0027568124,"about_ca_topic_score_gemma":0.0010881411,"teacher_disagreement_score":0.9615828,"about_ca_system_score_codex":0.00009974268,"about_ca_system_score_gemma":0.000052218013,"threshold_uncertainty_score":0.80727893},"labels":[],"label_agreement":null},{"id":"W2010655053","doi":"10.1016/j.dam.2006.04.019","title":"Generalized Fibonacci broadcasting: An efficient VOD scheme with user bandwidth limit","year":2006,"lang":"en","type":"article","venue":"Discrete Applied Mathematics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Bandwidth (computing); Fibonacci number; Broadcasting (networking); Computer science; Computer network; Limiting; Scheme (mathematics); Mathematics; Discrete mathematics","score_opus":0.02361556129626337,"score_gpt":0.29147197993972135,"score_spread":0.267856418643458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010655053","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6554213,0.00008376661,0.020636318,0.0014372291,0.0000666982,0.0010130745,0.000009276922,0.0008242796,0.32050803],"genre_scores_gemma":[0.74824005,0.000016167442,0.2505046,0.00009487044,0.00008961824,0.00009770293,0.000042922155,0.000033156357,0.0008808783],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99856013,0.000044408316,0.00031898497,0.00026146948,0.00041679398,0.0003982168],"domain_scores_gemma":[0.9987504,0.00014902302,0.00020300222,0.0007034634,0.00008031845,0.000113808666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040540344,0.00018541062,0.00026262406,0.00009113991,0.0004468194,0.000098953176,0.0005849901,0.00016398929,0.00022832073],"category_scores_gemma":[0.00005749224,0.00015178688,0.000046988138,0.00033203769,0.00036072545,0.00005825305,0.000101122816,0.00018482724,0.00008053932],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014940464,0.00025354014,0.00018507884,0.000020723344,0.000016177926,0.0000015864671,0.003440173,0.00016293692,0.0015245968,0.99292743,0.00040785666,0.0010449484],"study_design_scores_gemma":[0.0129418485,0.00045179678,0.0025547892,0.00035175524,0.00047870018,0.000033112712,0.049235404,0.16611482,0.018290399,0.1704636,0.57429355,0.0047902195],"about_ca_topic_score_codex":0.00026048845,"about_ca_topic_score_gemma":0.0009064972,"teacher_disagreement_score":0.82246387,"about_ca_system_score_codex":0.000056422377,"about_ca_system_score_gemma":0.00008419813,"threshold_uncertainty_score":0.61896896},"labels":[],"label_agreement":null},{"id":"W2010870112","doi":"10.1016/j.jcss.2014.11.004","title":"Ambient and context-aware services","year":2014,"lang":"en","type":"article","venue":"Journal of Computer and System Sciences","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Acadia University","funders":"","keywords":"Computer science; Context (archaeology); Geography","score_opus":0.01909565252495155,"score_gpt":0.29356486006122334,"score_spread":0.2744692075362718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010870112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97701764,0.0014613417,0.009426844,0.005501371,0.0008763559,0.00009984758,5.002634e-7,0.000042514414,0.0055736033],"genre_scores_gemma":[0.9977349,0.00015625889,0.0017425414,0.00019194029,0.00015330044,4.4843145e-7,4.0538627e-8,0.0000011473172,0.000019418772],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99914503,0.00021902182,0.0002152755,0.000077957055,0.00023728459,0.0001054247],"domain_scores_gemma":[0.99934024,0.00018674425,0.00020814677,0.00006796929,0.00010650557,0.00009038518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017568055,0.000045392047,0.00015284058,0.00010591065,0.0004307464,0.00014187738,0.0003494143,0.00004193125,0.000004138],"category_scores_gemma":[0.000012122697,0.000031775162,0.000022480508,0.00011759279,0.00044572956,0.00018412877,0.000066412555,0.00006872416,0.000001791879],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012702502,0.00005696633,0.07323272,0.00014836373,0.000036053367,0.0000059735194,0.031829834,0.000017175973,0.00010166,0.44895622,0.0007242639,0.44487804],"study_design_scores_gemma":[0.002951599,0.0018208144,0.09290337,0.0016790126,0.00007745038,0.00068057224,0.15723033,0.14871277,0.00022748295,0.00677317,0.58619964,0.0007437485],"about_ca_topic_score_codex":0.00018125624,"about_ca_topic_score_gemma":0.00021445379,"teacher_disagreement_score":0.5854754,"about_ca_system_score_codex":0.000011717761,"about_ca_system_score_gemma":0.000039174047,"threshold_uncertainty_score":0.33129966},"labels":[],"label_agreement":null},{"id":"W2011315906","doi":"10.1007/s11042-014-1911-8","title":"Framework for constructing task-space to support novice multimedia authoring","year":2014,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University; Dalhousie University","funders":"","keywords":"Computer science; Task (project management); Multimedia; Context (archaeology); Human–computer interaction; Authoring system; Construct (python library); Representation (politics); Plan (archaeology); Action (physics); Programming language","score_opus":0.0560273772172524,"score_gpt":0.37080223348981817,"score_spread":0.31477485627256574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011315906","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010515055,0.00010338965,0.93064266,0.032915182,0.00045157538,0.0041117026,0.00015395411,0.00089566427,0.02021081],"genre_scores_gemma":[0.36829498,0.00008267174,0.62813765,0.0006448237,0.00052387087,0.0019533397,0.000060064023,0.000025605514,0.0002769919],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99851733,0.0000889142,0.00031696685,0.0004192414,0.00019961508,0.0004579231],"domain_scores_gemma":[0.99604213,0.0027007116,0.00015055061,0.00055532507,0.00018379724,0.00036747643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080181524,0.0001640574,0.00024648663,0.00012721274,0.00089894043,0.00013118672,0.0005277581,0.0002700935,0.00011137722],"category_scores_gemma":[0.0025586274,0.00017754725,0.000060459657,0.00040057363,0.00040323046,0.00014406102,0.00014760478,0.00027004068,0.0001549051],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005894242,0.000047931964,0.0017809194,0.000013924904,0.000012456828,8.137407e-8,0.0049504307,0.000002733815,0.0010345994,0.32441932,0.00057725934,0.66715443],"study_design_scores_gemma":[0.00048429007,0.00004394567,0.0010558338,0.000024697672,0.00002759261,0.0000013989566,0.004028912,0.0033587052,0.0007000274,0.010000864,0.9799605,0.00031320823],"about_ca_topic_score_codex":0.00017727287,"about_ca_topic_score_gemma":0.00040291258,"teacher_disagreement_score":0.9793833,"about_ca_system_score_codex":0.000049759612,"about_ca_system_score_gemma":0.00009405301,"threshold_uncertainty_score":0.72401667},"labels":[],"label_agreement":null},{"id":"W2012193244","doi":"10.1007/s00530-002-0061-4","title":"An integrated runtime QoS-aware middleware framework for distributed multimedia applications","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Middleware (distributed applications); Scalability; Distributed computing; Quality of service; Variety (cybernetics); Host (biology); Message oriented middleware; Component (thermodynamics); Adaptation (eye); Software architecture; Computer network; Operating system; Software","score_opus":0.05695329251771325,"score_gpt":0.3554957877569407,"score_spread":0.29854249523922743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012193244","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001215072,0.00020185251,0.97343224,0.013301678,0.00026067928,0.0019414128,0.00034773548,0.0018295149,0.007469821],"genre_scores_gemma":[0.7931175,0.00019645721,0.2026529,0.00044340605,0.00024316968,0.0010913135,0.00064308714,0.000023520795,0.0015886497],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988714,0.00011632234,0.00023594144,0.00026940473,0.00016851356,0.00033844565],"domain_scores_gemma":[0.9981669,0.00054706645,0.000092700844,0.0007248822,0.0002772268,0.00019121368],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022732795,0.00012488141,0.00016585818,0.00009500478,0.00069932564,0.00007033476,0.0008973434,0.00036681967,0.0038915006],"category_scores_gemma":[0.0005246658,0.000117951764,0.00006973684,0.0006138655,0.0003887094,0.00014957682,0.000044003307,0.00024856994,0.0003550667],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016972115,0.001269198,0.0030750448,0.000018515619,0.00007034647,9.0393905e-7,0.010917952,0.000011546171,0.00017834574,0.5491211,0.029022506,0.40629756],"study_design_scores_gemma":[0.0003616373,0.000038688086,0.00029573633,0.0000126875475,0.000017780609,3.6404373e-7,0.009140663,0.027904132,0.00015828299,0.0075335233,0.95429015,0.00024634204],"about_ca_topic_score_codex":0.0005249858,"about_ca_topic_score_gemma":0.0014776716,"teacher_disagreement_score":0.92526764,"about_ca_system_score_codex":0.00008241156,"about_ca_system_score_gemma":0.000043611024,"threshold_uncertainty_score":0.99701905},"labels":[],"label_agreement":null},{"id":"W2015758726","doi":"10.1109/packet.2009.5152156","title":"Multi-layer video broadcasting with low channel switching delays","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Testbed; Broadcasting (networking); Computer network; Channel (broadcasting); Mobile device; Scheme (mathematics); Efficient energy use; Real-time computing","score_opus":0.046084870415024716,"score_gpt":0.3323140911892824,"score_spread":0.28622922077425766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015758726","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42443502,0.00034116846,0.16833496,0.047653407,0.00030490084,0.0009055704,0.0000013955766,0.0024733262,0.35555026],"genre_scores_gemma":[0.9613306,0.00004572536,0.036451023,0.0010391929,0.00005259341,0.0000069947755,0.0000011550997,0.0000060703746,0.0010666653],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918234,0.00007268383,0.00013353433,0.00016103417,0.00016855371,0.00028185706],"domain_scores_gemma":[0.9993911,0.00010261268,0.00006553261,0.00027890183,0.00007322649,0.00008865078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035524296,0.00008254651,0.000105330124,0.00008192966,0.0004972329,0.00004686362,0.00038981636,0.000105691295,0.00018738401],"category_scores_gemma":[0.00021008257,0.00006694541,0.00002588845,0.00026404863,0.00008425972,0.00015682272,0.000039022616,0.00019746526,0.00008491884],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058105663,0.000778358,0.0052251257,0.000011370267,0.000058333764,0.000027375216,0.06244139,0.00019989695,0.017851679,0.10992126,0.0016305946,0.8017965],"study_design_scores_gemma":[0.013420395,0.0012001427,0.07558813,0.0007052276,0.00014672238,0.00007950462,0.12184231,0.50164944,0.016042719,0.018229855,0.24646582,0.004629714],"about_ca_topic_score_codex":0.0013036306,"about_ca_topic_score_gemma":0.0038857202,"teacher_disagreement_score":0.79716676,"about_ca_system_score_codex":0.000038968687,"about_ca_system_score_gemma":0.000060950573,"threshold_uncertainty_score":0.38243636},"labels":[],"label_agreement":null},{"id":"W2019209746","doi":"10.1109/services.2013.21","title":"Towards Families of Personalized Mobile Applications","year":2013,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Computer science; Position paper; Architecture; Product (mathematics); Software; Software architecture; Mobile computing; World Wide Web; Human–computer interaction; Telecommunications; Operating system; Geography","score_opus":0.02423282530930847,"score_gpt":0.33695874965512207,"score_spread":0.3127259243458136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019209746","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043241788,0.0002644526,0.0033247706,0.0052562896,0.00003144922,0.0008931362,0.0000022346524,0.0002474713,0.9467384],"genre_scores_gemma":[0.9839493,0.00050949835,0.0090679405,0.000111775116,0.000013734333,0.0006708627,0.0000025300749,0.0000023676655,0.0056719617],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996385,0.000040301726,0.00008995734,0.00005599047,0.00009513079,0.000080130536],"domain_scores_gemma":[0.9995575,0.00006376599,0.00003361949,0.00020853584,0.00010450511,0.000032055566],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000104823,0.000027332735,0.00006341425,0.00004387976,0.00010848131,0.0000081854105,0.00028577299,0.000053958956,0.0056613856],"category_scores_gemma":[0.000043275217,0.000023852504,0.000026370124,0.00016839834,0.0004586569,0.000052237305,0.00003782369,0.000039299954,0.00026399706],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.4456044e-7,0.000056978686,0.00087860005,0.0000030225315,0.0000064177375,8.748997e-9,0.005434697,1.9664861e-7,0.0009185093,0.77509075,0.0019279568,0.21568239],"study_design_scores_gemma":[0.00010824892,0.000008414694,0.0009902874,0.0000011018888,0.0000024894232,6.5219574e-8,0.022689395,0.00007023302,0.0006472457,0.008070457,0.967365,0.000047037236],"about_ca_topic_score_codex":0.0069789863,"about_ca_topic_score_gemma":0.00053383067,"teacher_disagreement_score":0.96543705,"about_ca_system_score_codex":0.000014011855,"about_ca_system_score_gemma":0.000060421517,"threshold_uncertainty_score":0.9996336},"labels":[],"label_agreement":null},{"id":"W2020041439","doi":"10.1145/1298216.1298227","title":"A smooth playback technique for progressively encoded multimedia streams over the internet with wireless connections","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; The Internet; Multimedia; Wireless; STREAMS; Computer network; Quality of service; Wireless network; Telecommunications; World Wide Web","score_opus":0.026086336848892187,"score_gpt":0.33566462699301747,"score_spread":0.3095782901441253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020041439","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39665115,0.0001290757,0.4355301,0.016823377,0.0004581975,0.009115529,0.0000363566,0.0017118393,0.1395444],"genre_scores_gemma":[0.9739348,0.00002267906,0.02318855,0.00022158015,0.00006162962,0.0005675741,0.000009596082,0.000013326134,0.0019802505],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99907047,0.00007607447,0.00018267306,0.00018135624,0.00017797675,0.00031144905],"domain_scores_gemma":[0.9984768,0.0008272449,0.0001240548,0.00033981077,0.00015273945,0.000079323334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007828638,0.0001040943,0.000120640456,0.000084397194,0.00037965924,0.00004341372,0.0005754363,0.00017298629,0.00030200288],"category_scores_gemma":[0.00020459821,0.00006418823,0.000046210644,0.00030216994,0.00079865794,0.0000864178,0.000063442836,0.00020638185,0.000013451443],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028167953,0.000685697,0.02150609,0.00001707861,0.00015030986,0.0000062459417,0.027450958,0.000001690909,0.0026958508,0.58561677,0.010514207,0.35107344],"study_design_scores_gemma":[0.002787915,0.00046293024,0.0072111967,0.00010002774,0.00006774845,0.000010760133,0.032126203,0.0047270088,0.052200228,0.0036405714,0.8959828,0.0006825918],"about_ca_topic_score_codex":0.0025825242,"about_ca_topic_score_gemma":0.043092545,"teacher_disagreement_score":0.8854686,"about_ca_system_score_codex":0.00007036933,"about_ca_system_score_gemma":0.00012295535,"threshold_uncertainty_score":0.9743685},"labels":[],"label_agreement":null},{"id":"W2021805868","doi":"10.3166/isi.8.5-6.153-172","title":"Documents semi-structurés et métadonnées. Contribution à la réingénierie de collections de documents","year":2003,"lang":"fr","type":"article","venue":"Ingénierie des systèmes d information","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.014844849254045573,"score_gpt":0.29850096232725926,"score_spread":0.2836561130732137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021805868","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29706106,0.003079104,0.08257604,0.0048921388,0.0037528614,0.0019586182,0.00019541147,0.00095096824,0.60553384],"genre_scores_gemma":[0.9845594,0.0025226825,0.0062730964,0.0007884905,0.00006714857,0.00020865562,0.00014412687,0.000022962427,0.0054133967],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959218,0.0016714163,0.00087086647,0.00020519947,0.00043429775,0.00089642894],"domain_scores_gemma":[0.9977087,0.00043532986,0.0006340773,0.00046791421,0.00046555983,0.00028845607],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002721384,0.00031644205,0.0003438318,0.0004138829,0.0017505963,0.0006877204,0.0005041715,0.0006614041,0.0010240925],"category_scores_gemma":[0.0029338328,0.0003791201,0.00014590587,0.0016367143,0.0011535481,0.0035799108,0.00010873038,0.0006204311,0.00024490352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004114784,0.00016228763,0.006051296,0.0001889841,0.00020096774,0.000007813319,0.05041015,0.00034381205,0.00021793041,0.8962026,0.012409472,0.033763498],"study_design_scores_gemma":[0.0014323114,0.00008294743,0.0019115261,0.00026959265,0.000088779314,0.00021031608,0.0071846177,0.0022849399,0.0013520761,0.1228527,0.86186403,0.00046615888],"about_ca_topic_score_codex":0.0028246588,"about_ca_topic_score_gemma":0.00049896166,"teacher_disagreement_score":0.8494546,"about_ca_system_score_codex":0.0027622376,"about_ca_system_score_gemma":0.001155288,"threshold_uncertainty_score":0.99988914},"labels":[],"label_agreement":null},{"id":"W202186801","doi":"","title":"Digital scripts on a virtual stage: the design of new online tools for drama students","year":2006,"lang":"en","type":"article","venue":"International Conference on Web-based Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; York University; McMaster University","funders":"","keywords":"Scripting language; Computer science; Variety (cybernetics); Multimedia; Drama; Reading (process); World Wide Web; Motion (physics); Human–computer interaction; Artificial intelligence; Visual arts; Linguistics; Programming language","score_opus":0.12400085063791616,"score_gpt":0.41281516688508096,"score_spread":0.2888143162471648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W202186801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74340016,0.000045121964,0.041669775,0.12077184,0.0038960855,0.003156773,0.00049431936,0.00031505243,0.086250864],"genre_scores_gemma":[0.9861162,0.000014350141,0.0012938462,0.00069300877,0.00023290202,0.00009584383,0.00028361042,0.000008279226,0.011261959],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988418,0.00009915685,0.00025242462,0.00017158827,0.00050270976,0.0001322838],"domain_scores_gemma":[0.99839276,0.00063670217,0.0002091131,0.00026672645,0.00044840452,0.000046290897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031653006,0.00009702266,0.000095685224,0.0001544163,0.00015586257,0.0002584326,0.00094903324,0.00008495679,0.00031792623],"category_scores_gemma":[0.00090620195,0.000081636565,0.00005146532,0.00013179857,0.00018721781,0.00020221845,0.000027281365,0.00012815476,0.000033570508],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020766008,0.0016815115,0.0018479144,0.0000030660565,0.000024884464,1.3764492e-7,0.0009482098,0.00043229957,0.0007107567,0.78461534,0.012809228,0.19671898],"study_design_scores_gemma":[0.0057150526,0.001460483,0.028532887,0.00042259658,0.000050360275,7.6022684e-7,0.020319514,0.033188593,0.004598618,0.0543806,0.8505384,0.0007921536],"about_ca_topic_score_codex":0.0006354686,"about_ca_topic_score_gemma":0.00047083973,"teacher_disagreement_score":0.83772916,"about_ca_system_score_codex":0.00017554428,"about_ca_system_score_gemma":0.001897484,"threshold_uncertainty_score":0.34810692},"labels":[],"label_agreement":null},{"id":"W2023420781","doi":"10.1145/1247660.1247663","title":"Cell phones as a research platform","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","score_opus":0.19856098591334992,"score_gpt":0.5129460883855422,"score_spread":0.3143851024721923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023420781","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14890417,0.00007885879,0.000108661734,0.00370831,0.000066539615,0.00009328803,8.764003e-8,0.0001387719,0.8469013],"genre_scores_gemma":[0.96151924,0.00016352025,0.0019597448,0.00016291309,0.000045547586,0.0000042643646,6.4678954e-7,0.0000027947556,0.0361413],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924237,0.00004746315,0.00008189182,0.00007570568,0.000274999,0.00027758497],"domain_scores_gemma":[0.9991103,0.0004639111,0.000014259599,0.0002333397,0.00010172158,0.00007648765],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0026137624,0.000025744763,0.000039508966,0.00013799734,0.00043702382,0.000018828234,0.00041638757,0.00010612042,0.002747326],"category_scores_gemma":[0.00031624726,0.000022905304,0.000015347909,0.00040208607,0.00037333026,0.000058486497,0.000087837165,0.00019532946,0.0018926313],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009039879,0.00008630746,0.0017287072,0.0000014884619,0.0000020774364,0.0000032565652,0.014444327,2.3466846e-8,0.00096010487,0.9143392,0.015404365,0.05302112],"study_design_scores_gemma":[0.000120292105,0.000017063187,0.0006600627,0.0000013202056,4.4118707e-7,3.1761795e-7,0.031064881,0.000008514774,0.0071519874,0.015171955,0.9457576,0.000045549372],"about_ca_topic_score_codex":0.010635735,"about_ca_topic_score_gemma":0.014347797,"teacher_disagreement_score":0.9303532,"about_ca_system_score_codex":0.000045679906,"about_ca_system_score_gemma":0.000092956594,"threshold_uncertainty_score":0.9988845},"labels":[],"label_agreement":null},{"id":"W2024232996","doi":"10.1117/12.852781","title":"An examination of OLED display application to military equipment","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"General Dynamics (Canada)","funders":"","keywords":"Credibility; OLED; Revenue; Computer science; Phone; Mobile phone; Multimedia; Telecommunications; Business","score_opus":0.011310895229101132,"score_gpt":0.2732630425228978,"score_spread":0.2619521472937967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024232996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99029726,0.000020689258,0.0001284984,0.004241477,0.00017637931,0.0007468136,0.000019318379,0.00009116054,0.0042783893],"genre_scores_gemma":[0.91396385,0.00005455921,0.08539979,0.000058349833,0.00018229397,0.00022752318,0.00001137959,0.000022052083,0.000080225465],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99827117,4.6268138e-8,0.0005420341,0.0002806331,0.00063801126,0.00026808382],"domain_scores_gemma":[0.9976894,0.00015617856,0.00027670758,0.000111642395,0.0016230489,0.00014300749],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001378454,0.00016585908,0.00025927322,0.00013589933,0.00013028769,0.00003180036,0.0012446061,0.0002402974,0.00002241958],"category_scores_gemma":[0.0009126346,0.000151857,0.00023459419,0.00038818203,0.00040301107,0.00039052468,0.00014227141,0.0002879576,0.0000021604646],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018300852,0.00012695222,0.0002307047,0.000056134264,0.000047657046,5.757786e-9,0.0012362975,0.000013190218,0.49940306,0.4960496,0.00023898462,0.0025791049],"study_design_scores_gemma":[0.0035175707,0.0014158961,0.048580796,0.0004566678,0.0003747284,0.0000095114,0.037825204,0.10645668,0.7156258,0.011862561,0.07239129,0.0014832942],"about_ca_topic_score_codex":0.00010394957,"about_ca_topic_score_gemma":0.000012139907,"teacher_disagreement_score":0.48418704,"about_ca_system_score_codex":0.00010442896,"about_ca_system_score_gemma":0.000044192733,"threshold_uncertainty_score":0.6192549},"labels":[],"label_agreement":null},{"id":"W2024630350","doi":"10.1109/titb.2012.2206116","title":"3-D Streaming Supplying Partner Protocols for Mobile Collaborative Exergaming for Health","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Information Technology in Biomedicine","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Loneliness; Phobias; Mental health; Physical activity; Anxiety; Bottleneck; Obesity; Internet privacy; Computer science; Multimedia; Psychology; Medicine; Physical therapy; Social psychology; Psychotherapist; Psychiatry","score_opus":0.03338676290065261,"score_gpt":0.4052884479872503,"score_spread":0.37190168508659766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024630350","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044494737,0.00011100775,0.9301413,0.029627226,0.0006481963,0.033393133,0.00017356548,0.0007915296,0.00066453335],"genre_scores_gemma":[0.9042609,0.00014131425,0.021332389,0.0005528831,0.00005089421,0.073489994,0.000049372513,0.000012223074,0.00011006126],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985616,0.00005743512,0.00058506645,0.00011436091,0.00017006912,0.00051142107],"domain_scores_gemma":[0.99880123,0.00032747045,0.0002798134,0.00029093435,0.00020786251,0.000092694005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011082886,0.00013215128,0.0002639311,0.0013446497,0.0006814014,0.000018942743,0.00029917463,0.00034073176,0.000048533915],"category_scores_gemma":[0.0001246177,0.00012966289,0.000043071283,0.0013810558,0.00044801313,0.00066064816,0.0000027614253,0.00024722423,0.000015274447],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016353038,0.0004970657,0.00045328244,0.0001798342,0.000047626236,8.9107374e-8,0.034409877,0.00009875464,0.0006523901,0.037597377,0.001833562,0.9240666],"study_design_scores_gemma":[0.004247725,0.00095837493,0.0000783447,0.0002463968,0.000017782506,0.0000030026065,0.064443134,0.0018480147,0.016784798,0.001761725,0.90928775,0.0003229529],"about_ca_topic_score_codex":0.00009122491,"about_ca_topic_score_gemma":0.00023781872,"teacher_disagreement_score":0.92374367,"about_ca_system_score_codex":0.00032862596,"about_ca_system_score_gemma":0.00022168532,"threshold_uncertainty_score":0.52874994},"labels":[],"label_agreement":null},{"id":"W2028064362","doi":"10.1504/ijplm.2008.021441","title":"Accessibility and scalability in collaborative e-commerce environments","year":2008,"lang":"en","type":"article","venue":"International Journal of Product Lifecycle Management","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Edward Via College of Osteopathic Medicine","keywords":"Scalability; Computer science; Architecture; World Wide Web; The Internet; E-commerce; Virtual reality; Benchmark (surveying); Multimedia; Human–computer interaction; Database","score_opus":0.024948760297522625,"score_gpt":0.3439891621682091,"score_spread":0.31904040187068644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028064362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96712667,0.00031288562,0.00019743215,0.019267395,0.00044494896,0.0002658583,0.0000019717093,0.000011655255,0.012371202],"genre_scores_gemma":[0.99411786,0.002478841,0.0027412223,0.00017169287,0.000099067176,0.000006990856,9.981113e-7,0.0000033525378,0.00037997798],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986833,0.0002513293,0.0003546559,0.00014803266,0.00045342863,0.00010928451],"domain_scores_gemma":[0.99933094,0.00007634563,0.0002298661,0.0001856072,0.00012166059,0.00005558515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011512081,0.0000622387,0.00012290303,0.00019337099,0.00010117221,0.000024865445,0.0006111524,0.000031247986,0.000084889514],"category_scores_gemma":[0.00036610966,0.000059404887,0.00002704674,0.0001747164,0.00038178434,0.00035467968,0.00021477946,0.00015370408,0.0000072732646],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001935624,0.001256979,0.7917345,0.000013776992,0.00022073221,0.00010485728,0.014167809,0.000044392604,0.00025058803,0.021813571,0.0011962472,0.16900297],"study_design_scores_gemma":[0.0008686084,0.000026213724,0.87535375,0.000023321852,0.0000080116115,0.000008607851,0.0022861636,0.000029001687,0.00023028691,0.0034306718,0.11764713,0.00008826096],"about_ca_topic_score_codex":0.00009787638,"about_ca_topic_score_gemma":0.00013290004,"teacher_disagreement_score":0.1689147,"about_ca_system_score_codex":0.00021193492,"about_ca_system_score_gemma":0.00005005724,"threshold_uncertainty_score":0.2422461},"labels":[],"label_agreement":null},{"id":"W2029997045","doi":"10.1117/12.591982","title":"&lt;title&gt;Bandwidth reduction for video-on-demand broadcasting using secondary content insertion&lt;/title&gt;","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Schedule; Broadcasting (networking); Variable bitrate; Video on demand; Constant bitrate; Scheme (mathematics); Bandwidth (computing); Computer network; Content (measure theory); On demand; Constant (computer programming); Multimedia; Real-time computing; Bit rate; Mathematics; Operating system","score_opus":0.03451819380269796,"score_gpt":0.27769019113273535,"score_spread":0.2431719973300374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029997045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9489165,0.00017695402,0.0000965142,0.003968752,0.00036088243,0.00040947003,0.000017542208,0.000103404935,0.04594996],"genre_scores_gemma":[0.83116895,0.00028496337,0.16416132,0.00026752264,0.0014231582,0.00013824402,0.000011611648,0.0000604679,0.00248378],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990002,3.841376e-8,0.00031545918,0.00017907607,0.0002962576,0.00020895027],"domain_scores_gemma":[0.9989089,0.00009629294,0.00020154848,0.000045025743,0.00068807683,0.000060200677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048996386,0.00012209354,0.00017067537,0.000080089296,0.0001519234,0.00005136084,0.00038776794,0.00014244522,0.00011093432],"category_scores_gemma":[0.00058457226,0.000110915535,0.0002262417,0.00015340307,0.00020452926,0.0002157778,0.00005899864,0.00017993266,0.000010318451],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029473547,0.00006266592,0.000024732088,0.00007463416,0.00010547573,1.7234557e-8,0.00033821873,0.00002711573,0.19585969,0.78695357,0.011292707,0.0052317004],"study_design_scores_gemma":[0.0017064555,0.00024358895,0.00025893818,0.0004178459,0.00015749432,0.000018002096,0.0022920128,0.064755246,0.059882563,0.005234309,0.86446506,0.00056847924],"about_ca_topic_score_codex":0.000007019824,"about_ca_topic_score_gemma":5.9824407e-7,"teacher_disagreement_score":0.85317236,"about_ca_system_score_codex":0.00016849214,"about_ca_system_score_gemma":0.000050895418,"threshold_uncertainty_score":0.4523004},"labels":[],"label_agreement":null},{"id":"W2030569375","doi":"10.1027/0838-1925.18.1.41","title":"Big Things in Little Packages","year":2006,"lang":"en","type":"article","venue":"Allergy & Clinical Immunology International - Journal of the World Allergy Organization","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"History","score_opus":0.02275578483234256,"score_gpt":0.33410411256379924,"score_spread":0.31134832773145665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030569375","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5983478,0.0021108456,0.0019308301,0.3367715,0.02112348,0.00039085833,0.000005049945,0.00022503361,0.039094612],"genre_scores_gemma":[0.98812926,0.002827027,0.0008199271,0.0014302543,0.00086895964,0.000002397496,0.000014069891,0.000022805487,0.0058853016],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971101,0.000817027,0.0011928505,0.0001796301,0.00046088704,0.00023950628],"domain_scores_gemma":[0.9968603,0.0007830822,0.0009901656,0.0003470434,0.0009728434,0.000046516023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013297044,0.00013316638,0.0002814983,0.00040292455,0.00024390723,0.0000669279,0.0022475359,0.00027349888,0.0008280231],"category_scores_gemma":[0.002866323,0.00010757829,0.00016494296,0.0008625848,0.0007282286,0.00030021076,0.00035709632,0.0007692195,0.000055811135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025077764,0.002192782,0.17946555,0.000002316497,0.0018870052,0.000057735328,0.003289925,0.00053142983,0.0026510458,0.7438853,0.027202634,0.03858352],"study_design_scores_gemma":[0.0017514491,0.00005166322,0.25407198,0.00008018965,0.000016640046,0.000025543997,0.0006164505,0.000056236597,0.0007206341,0.01819248,0.72421664,0.00020011082],"about_ca_topic_score_codex":0.001058491,"about_ca_topic_score_gemma":0.017571455,"teacher_disagreement_score":0.7256928,"about_ca_system_score_codex":0.00022044411,"about_ca_system_score_gemma":0.0003167652,"threshold_uncertainty_score":0.9805284},"labels":[],"label_agreement":null},{"id":"W2033568910","doi":"10.1109/rws.2007.351827","title":"Internet Multimedia Service Delivery to Rural and Remote Areas Implemente with Digital Television Infrastructure","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Digital television; Bandwidth (computing); Throughput; Multimedia; The Internet; Channel (broadcasting); Interactive television; Return channel; Service (business); Computer network; Telecommunications; Wireless; World Wide Web; Business","score_opus":0.013615139854550425,"score_gpt":0.2940197220737634,"score_spread":0.280404582219213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033568910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.975065,0.000040443698,0.0026417351,0.0035645636,0.000048250866,0.0002807928,0.0000044203057,0.00018195591,0.018172866],"genre_scores_gemma":[0.9850872,0.000052061885,0.013306667,0.0009750369,0.000039416445,0.0000012320744,0.000013655817,0.0000073715364,0.00051732844],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99922043,0.000023949135,0.00014853606,0.00014180236,0.00020512626,0.000260184],"domain_scores_gemma":[0.99927723,0.00014113005,0.000047203946,0.00022403477,0.00012740225,0.00018302197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025612145,0.000093345974,0.000099778386,0.000106740605,0.00018974401,0.000068236564,0.00034746507,0.00009441314,0.00025132636],"category_scores_gemma":[0.00010252204,0.00007202307,0.000013253034,0.00028910176,0.0001243256,0.00019202966,0.00046386247,0.00013593247,0.000038116075],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007619626,0.000016755996,0.050071467,0.000004020414,0.00001744774,0.0000037433367,0.011210087,0.0000010647258,0.00012831746,0.0025572963,0.001168345,0.93474525],"study_design_scores_gemma":[0.0022488425,0.0003363244,0.27457628,0.0001505566,0.000028091536,0.000033104665,0.057157524,0.0034547395,0.0012722025,0.0022840628,0.65764,0.00081831566],"about_ca_topic_score_codex":0.0051732766,"about_ca_topic_score_gemma":0.032097284,"teacher_disagreement_score":0.93392694,"about_ca_system_score_codex":0.00004775388,"about_ca_system_score_gemma":0.000034145683,"threshold_uncertainty_score":0.9855644},"labels":[],"label_agreement":null},{"id":"W2033646538","doi":"10.1023/b:mone.0000048557.95522.da","title":"Media Synchronization and QoS Packet Scheduling Algorithms for Wireless Systems","year":2004,"lang":"en","type":"article","venue":"Mobile Networks and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Computer network; Network packet; Fair queuing; Base station; Multimedia; Weighted fair queueing; Quality of service; Scheduling (production processes); Round-robin scheduling; End-to-end delay; Real-time computing; Algorithm; Distributed computing; Fair-share scheduling","score_opus":0.020412913233914084,"score_gpt":0.30524615569429575,"score_spread":0.28483324246038166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033646538","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010154288,0.0045368737,0.9812805,0.0011224805,0.00015770455,0.00189958,0.000014878924,0.00020149502,0.00063220295],"genre_scores_gemma":[0.99033546,0.0037581867,0.0025528332,0.000050863342,0.0004932389,0.0026990464,0.000059753947,0.000010678619,0.000039944807],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99940115,0.000030119318,0.00014817581,0.00017799564,0.00007263954,0.0001699104],"domain_scores_gemma":[0.99934006,0.00022638559,0.000072819705,0.00018955577,0.00008449097,0.00008670348],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026250267,0.00006913438,0.00011247423,0.000038676695,0.0006712233,0.00007486442,0.00013826211,0.0001454316,0.0000049982264],"category_scores_gemma":[0.000025636173,0.00007044011,0.000016340193,0.00020625154,0.0002717266,0.00006554,0.000039054314,0.00008914199,0.0000022097154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027246267,0.00008821914,0.0007339911,0.000025890853,0.00001885159,1.2909527e-7,0.0012475901,0.022667045,0.000032312924,0.7231865,0.00013601764,0.25186074],"study_design_scores_gemma":[0.0019395686,0.000077374956,0.0007009399,0.00011590593,0.0000807622,0.0000062338313,0.013116461,0.3803234,0.000043366283,0.011595649,0.5914261,0.000574292],"about_ca_topic_score_codex":0.0002404821,"about_ca_topic_score_gemma":0.00034578386,"teacher_disagreement_score":0.98018116,"about_ca_system_score_codex":0.00003874128,"about_ca_system_score_gemma":0.000045476863,"threshold_uncertainty_score":0.51625746},"labels":[],"label_agreement":null},{"id":"W2033995896","doi":"10.3138/jvme.34.3.263","title":"Distance Learning through Synchronous Interactive Television","year":2007,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Asynchronous communication; Distance education; Popularity; Asynchronous learning; Videoconferencing; Computer science; Best practice; Interactive television; Multimedia; Resource (disambiguation); Educational technology; Higher education; Synchronous learning; Public relations; Telecommunications; Teaching method; Sociology; Psychology; Pedagogy; Political science; Cooperative learning","score_opus":0.053990590444928946,"score_gpt":0.44849806912135376,"score_spread":0.3945074786764248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033995896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9046696,0.0017241793,0.036928456,0.01725754,0.0030138881,0.00014306525,1.564381e-7,0.000059620466,0.036203526],"genre_scores_gemma":[0.99313265,0.0012930988,0.0044580577,0.00035342624,0.00048963784,0.0000016825591,0.000001530787,0.000005556534,0.0002643625],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99865615,0.00024284841,0.00037527908,0.00007381319,0.000493603,0.00015829597],"domain_scores_gemma":[0.9986286,0.00045644058,0.00038271307,0.00011371215,0.0002461185,0.00017242522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018600955,0.00005751877,0.00012862797,0.000102321996,0.00021819863,0.000018505076,0.00038783837,0.00013583188,0.00075140444],"category_scores_gemma":[0.0047794566,0.000050890394,0.000054354627,0.0002025405,0.0002552382,0.0003212602,0.000045133103,0.0005836605,0.000018427163],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014068845,0.0005155796,0.0017825259,0.000011327387,0.000017809636,0.000031590305,0.021507448,0.0000010170739,0.00034998264,0.00750006,0.0016063917,0.96653557],"study_design_scores_gemma":[0.00028037728,0.00044093587,0.0052711847,0.00027370834,0.000008770269,0.00017465136,0.020947516,0.000053205797,0.00005752841,0.0011229703,0.9712852,0.000083912],"about_ca_topic_score_codex":0.00018419798,"about_ca_topic_score_gemma":0.000075144475,"teacher_disagreement_score":0.9696788,"about_ca_system_score_codex":0.00024131834,"about_ca_system_score_gemma":0.0009674708,"threshold_uncertainty_score":0.8227352},"labels":[],"label_agreement":null},{"id":"W2038379128","doi":"10.1145/376697.376704","title":"Web-based multimedia tools for sharing educational resources","year":2001,"lang":"en","type":"article","venue":"Journal on Educational Resources in Computing","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Java; Upload; Multimedia; Session (web analytics); World Wide Web; Java applet; Educational resources; Shared resource; Resource (disambiguation); Web application; Operating system; Computer network","score_opus":0.059463603702660295,"score_gpt":0.388561187975513,"score_spread":0.3290975842728527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038379128","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8670844,0.00037480035,0.00038408692,0.101075076,0.0012460577,0.00039793993,0.0000049187324,0.00007379381,0.029358925],"genre_scores_gemma":[0.97447217,0.00008805134,0.01965525,0.0013814337,0.0026037756,0.000045671357,0.000021523261,0.000024651537,0.0017074922],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99764085,0.00026685372,0.0006352702,0.0003262697,0.00061589957,0.00051488087],"domain_scores_gemma":[0.99129015,0.0073801284,0.00045261392,0.00031106945,0.00033425304,0.00023176822],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002361263,0.00017293238,0.000229881,0.00065701414,0.0013111533,0.0004139013,0.0011762195,0.00018151592,0.00081015145],"category_scores_gemma":[0.0066447686,0.00017901871,0.00014005345,0.0006042329,0.00028112088,0.00024297484,0.0000867773,0.00066337985,0.000055040357],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036460362,0.002989721,0.46683484,0.00005466727,0.00011125206,0.000009257768,0.04647144,0.011904905,0.0003008283,0.11351676,0.019639557,0.33780217],"study_design_scores_gemma":[0.0017248244,0.000082216124,0.100995004,0.00033236056,0.000013185084,0.000025830459,0.0040003317,0.042083137,0.000016579785,0.020354383,0.8300113,0.00036083304],"about_ca_topic_score_codex":0.000105693005,"about_ca_topic_score_gemma":0.0002783696,"teacher_disagreement_score":0.81037176,"about_ca_system_score_codex":0.00055820466,"about_ca_system_score_gemma":0.0009093522,"threshold_uncertainty_score":0.99998903},"labels":[],"label_agreement":null},{"id":"W2038744208","doi":"10.1145/585058.585063","title":"Multimedia document engineering in MCF","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Reuse; Multimedia; Abstraction; Software engineering; Granularity; Encapsulation (networking); Human–computer interaction; Formalism (music); Programming language; Engineering","score_opus":0.02877819487212382,"score_gpt":0.29566286936633146,"score_spread":0.26688467449420766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038744208","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14564738,0.00046878483,0.00036911253,0.023596082,0.00033677413,0.00041445947,3.2983297e-7,0.0008225509,0.8283445],"genre_scores_gemma":[0.9899681,0.00029472468,0.006386973,0.00010346329,0.000021249647,0.0000165617,3.6453338e-7,0.0000027518533,0.0032057762],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995926,0.000028136947,0.00008565335,0.0000639599,0.00008648289,0.00014314067],"domain_scores_gemma":[0.99969536,0.00009475988,0.000012074014,0.000147532,0.000010103359,0.0000401527],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016921294,0.000032583503,0.00004921638,0.00008356718,0.000043838416,0.000010900851,0.00020902102,0.000059616734,0.004227121],"category_scores_gemma":[0.00019321962,0.000032463737,0.000012803891,0.00017835225,0.000049793387,0.00005881754,0.000033017368,0.00008888458,0.0003689076],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018792631,0.00023259524,0.019773873,0.0000056767144,0.00001234574,0.000009127131,0.039593082,0.00006267285,0.00041023912,0.5241822,0.009488087,0.40622824],"study_design_scores_gemma":[0.0006918421,0.000012706292,0.0039528054,0.000009436415,0.0000015655362,3.9066222e-7,0.0015628447,0.036983255,0.0003212804,0.00060935214,0.95568484,0.00016968844],"about_ca_topic_score_codex":0.0013984819,"about_ca_topic_score_gemma":0.002516578,"teacher_disagreement_score":0.94619673,"about_ca_system_score_codex":0.000048042068,"about_ca_system_score_gemma":0.0000053988615,"threshold_uncertainty_score":0.9966832},"labels":[],"label_agreement":null},{"id":"W2039751962","doi":"10.1109/tbc.2009.2021384","title":"From the Guest Editors: IPTV in Multimedia Broadcasting","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"IPTV; Standardization; Broadcasting (networking); Multimedia; Computer science; Middleware (distributed applications); Quality of service; Service (business); Telecommunications; Quality (philosophy); Computer network; Database; Operating system","score_opus":0.038686178952932804,"score_gpt":0.3237962463158012,"score_spread":0.28511006736286837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039751962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60133654,0.0009525878,0.1712578,0.10160713,0.043889128,0.0033514109,0.00014423238,0.003969769,0.07349138],"genre_scores_gemma":[0.99165195,0.00008806712,0.0042155143,0.00047913467,0.0032826178,0.00003149997,0.0000041206517,0.000014849664,0.00023226622],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99815214,0.00034459672,0.00038231164,0.00030974977,0.00036014174,0.000451074],"domain_scores_gemma":[0.9974244,0.0017838505,0.00012855908,0.00048202896,0.00007561164,0.000105513245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068647426,0.0001687443,0.00019017833,0.00016596148,0.0009371944,0.00008827138,0.0006889999,0.00023106657,0.00024239837],"category_scores_gemma":[0.00037803318,0.00015055195,0.00008796666,0.00070365565,0.00028105048,0.00022516972,0.000003288081,0.0008242272,0.00014426408],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004040123,0.00043743465,0.0006389582,0.0000026322975,0.000024236015,0.000012503576,0.034811083,0.0010523946,0.002673142,0.0001864788,0.002977903,0.95714283],"study_design_scores_gemma":[0.008456605,0.00062239426,0.021497669,0.0016820158,0.00022720068,0.00002610052,0.091933556,0.12426492,0.01905168,0.004590137,0.7244324,0.0032152887],"about_ca_topic_score_codex":0.0066412156,"about_ca_topic_score_gemma":0.0043870467,"teacher_disagreement_score":0.9539275,"about_ca_system_score_codex":0.00014773174,"about_ca_system_score_gemma":0.00010904792,"threshold_uncertainty_score":0.99997365},"labels":[],"label_agreement":null},{"id":"W2040620689","doi":"10.3166/isi.9.2.61-85","title":"Adaptation de contenus multimédias pour les systèmes d'information pervasifs","year":2004,"lang":"fr","type":"article","venue":"Ingénierie des systèmes d information","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Adaptation (eye); Philosophy; Psychology","score_opus":0.04377855118518765,"score_gpt":0.28094779392408087,"score_spread":0.23716924273889323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040620689","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2842976,0.0072028395,0.44572556,0.031254325,0.0050509074,0.003663646,0.00036818816,0.0023660625,0.22007088],"genre_scores_gemma":[0.97240925,0.0018280197,0.02342019,0.00093050493,0.00021685527,0.00018446792,0.00034172242,0.000021364098,0.00064765336],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967925,0.00038579697,0.0012955928,0.00017225445,0.0005755375,0.00077833666],"domain_scores_gemma":[0.99704653,0.00026798394,0.0010344009,0.00051936344,0.0008820026,0.0002497363],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001335101,0.0003766639,0.00040797258,0.0005392378,0.0013130569,0.0004676234,0.0007090074,0.00080331165,0.00037480902],"category_scores_gemma":[0.0020176016,0.00042793047,0.00019545954,0.00088632543,0.0011648253,0.007957136,0.00013000431,0.0005144408,0.0017348576],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042684067,0.00008949905,0.0005587318,0.00038356037,0.00007522566,0.0000021000358,0.116003886,0.0033209547,0.000039813403,0.23326214,0.0008068736,0.64541453],"study_design_scores_gemma":[0.0061580203,0.00040261663,0.020669632,0.0020451646,0.00025179866,0.0001987268,0.25586566,0.13367401,0.0011480051,0.07220494,0.5056232,0.0017581751],"about_ca_topic_score_codex":0.014032321,"about_ca_topic_score_gemma":0.0012090572,"teacher_disagreement_score":0.6881116,"about_ca_system_score_codex":0.002592085,"about_ca_system_score_gemma":0.0010750964,"threshold_uncertainty_score":0.9999871},"labels":[],"label_agreement":null},{"id":"W2041741921","doi":"10.1145/330160.330194","title":"MVIP—audio enabled multicast VNet","year":2000,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"University of Ottawa; University College London; U.S. Department of Defense","keywords":"VRML; Multicast; Computer science; Java; IP multicast; Interface (matter); Computer network; Operating system; Multimedia; Virtual reality","score_opus":0.025864204097390427,"score_gpt":0.33448439423224313,"score_spread":0.3086201901348527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041741921","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04603439,0.00004361848,0.000048772057,0.011834647,0.00005348622,0.000118438336,5.6785603e-7,0.00036056,0.9415055],"genre_scores_gemma":[0.8885181,0.00035400828,0.003985129,0.0006222854,0.000047162383,0.00001337315,0.000002312095,0.0000041311805,0.10645353],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993923,0.000096093296,0.000099346325,0.000098678356,0.000118625394,0.00019499942],"domain_scores_gemma":[0.9994841,0.00010173234,0.000016458654,0.00029723847,0.000029904515,0.000070535956],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00023151677,0.00004496404,0.00007135747,0.000037124173,0.00025917825,0.000023542108,0.0003680311,0.00009597549,0.058058508],"category_scores_gemma":[0.00011304552,0.000040731848,0.000026439531,0.00018027039,0.0002486904,0.00006571274,0.000026258043,0.00009557763,0.0044184956],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011834284,0.00018369411,0.0026373533,0.0000020374468,0.000018074226,0.000003313412,0.0086445995,0.0000035295743,0.0002844395,0.30295256,0.031119673,0.65413886],"study_design_scores_gemma":[0.00018775678,0.000006496426,0.00076216646,0.0000015348014,0.0000022225756,3.3603825e-7,0.00077463826,0.00027275507,0.00013531365,0.0012088792,0.9965833,0.00006461456],"about_ca_topic_score_codex":0.0016958873,"about_ca_topic_score_gemma":0.0027317593,"teacher_disagreement_score":0.96546364,"about_ca_system_score_codex":0.000025530859,"about_ca_system_score_gemma":0.0000438247,"threshold_uncertainty_score":0.99635667},"labels":[],"label_agreement":null},{"id":"W2042907370","doi":"10.1145/1459359.1459428","title":"MultiPresenter","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Presentation (obstetrics); Laptop; Computer science; Multimedia; Focus (optics); Process (computing); Variety (cybernetics); Space (punctuation); Human–computer interaction; World Wide Web; Artificial intelligence","score_opus":0.10323219280825939,"score_gpt":0.3702750029747631,"score_spread":0.2670428101665037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042907370","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06983529,0.000023893264,0.00034301914,0.010703931,0.000067556284,0.000050887236,1.10070246e-7,0.00023698862,0.9187383],"genre_scores_gemma":[0.97439647,0.00016574244,0.0029996892,0.00031523194,0.000022748947,0.000004063125,3.7424314e-7,0.0000012092047,0.02209448],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99975985,0.000036623707,0.000034858414,0.000035737605,0.000061604784,0.00007134673],"domain_scores_gemma":[0.9997694,0.000046452667,0.000007577844,0.0001300107,0.00001923181,0.000027344566],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006312163,0.000014560941,0.000023338762,0.000022247359,0.0002225464,0.000002436505,0.00016941907,0.000033067205,0.0019206803],"category_scores_gemma":[0.00010303619,0.000012874298,0.0000121446465,0.00006159106,0.00023278277,0.000034794157,0.000026997872,0.00003696884,0.00046322087],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037232678,0.00013539087,0.12647106,6.287914e-7,0.000009523779,0.0000071920035,0.023215763,3.1970163e-7,0.00036242165,0.71144396,0.10084003,0.03751],"study_design_scores_gemma":[0.00007986054,0.0000017125537,0.003816846,2.6313432e-7,2.4413708e-7,7.0857607e-7,0.0006792058,0.0000534647,0.0001443016,0.00041229243,0.9947868,0.000024318864],"about_ca_topic_score_codex":0.0013337615,"about_ca_topic_score_gemma":0.0011235031,"teacher_disagreement_score":0.90456116,"about_ca_system_score_codex":0.000007394619,"about_ca_system_score_gemma":0.000019945606,"threshold_uncertainty_score":0.9989917},"labels":[],"label_agreement":null},{"id":"W2046298869","doi":"10.1145/1101149.1101204","title":"JADE","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"JADE (particle detector); Computer science; Multimedia; Set (abstract data type); Quality (philosophy); World Wide Web","score_opus":0.03562823961156308,"score_gpt":0.38536429485823515,"score_spread":0.34973605524667206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046298869","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0073937466,0.000034108634,0.00017807187,0.066642426,0.000024920919,0.000026330308,4.9170286e-8,0.00018701713,0.9255133],"genre_scores_gemma":[0.9718652,0.000077643694,0.008530325,0.0007788238,0.0000528249,0.0000025913218,2.2669701e-7,8.6939195e-7,0.018691532],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99981916,0.000021430056,0.000029500541,0.000026615813,0.000043272194,0.000060037342],"domain_scores_gemma":[0.99983317,0.000028350481,0.000006564128,0.00010012327,0.000010235127,0.00002158416],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000102271195,0.000010959771,0.000016774402,0.000016474509,0.000098323966,0.0000056157764,0.00015218515,0.000031100415,0.0037855837],"category_scores_gemma":[0.00006146087,0.000009948499,0.000007522093,0.000054502547,0.00008252131,0.000033472446,0.000016087513,0.000031747375,0.00089874683],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.5604465e-7,0.000010687442,0.00050272077,5.317069e-8,6.644946e-7,2.8355212e-8,0.0014461286,1.282027e-7,0.000042675227,0.7865185,0.0070954626,0.20438276],"study_design_scores_gemma":[0.000030218047,8.4505047e-7,0.00028700905,1.7222797e-7,2.5671628e-7,4.416061e-8,0.0005862342,0.000058060396,0.00016491875,0.0008902103,0.9979669,0.000015164414],"about_ca_topic_score_codex":0.00035358308,"about_ca_topic_score_gemma":0.0046542487,"teacher_disagreement_score":0.9908714,"about_ca_system_score_codex":0.00001277209,"about_ca_system_score_gemma":0.000017017433,"threshold_uncertainty_score":0.9998792},"labels":[],"label_agreement":null},{"id":"W2047222971","doi":"10.2316/journal.208.2004.4.208-0821","title":"Patterns for Designing Adaptive/Adaptable Educational Hypermedia","year":2004,"lang":"en","type":"article","venue":"Advanced Technology for Learning","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Hypermedia; Class (philosophy); Learning styles; Subject (documents); Multimedia; Adaptive hypermedia; Adaptive learning; Mathematics education; World Wide Web; Psychology; Artificial intelligence","score_opus":0.0301799588106853,"score_gpt":0.33986715124089484,"score_spread":0.30968719243020953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047222971","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14473891,0.0009772967,0.80174327,0.044314936,0.00065478066,0.0021726794,0.000018720337,0.0018477171,0.003531718],"genre_scores_gemma":[0.7495652,0.00013526644,0.2483578,0.00008194567,0.00007037833,0.0009131281,0.000028830067,0.000023588875,0.0008238562],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988369,0.000036363712,0.0002108982,0.00030400112,0.00011330942,0.0004985373],"domain_scores_gemma":[0.99868155,0.0006136529,0.00016593288,0.00026466764,0.00021361919,0.000060597038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036316144,0.00012628744,0.0001890952,0.00030824123,0.0011411259,0.000016055541,0.0005311535,0.00032544226,0.000047885966],"category_scores_gemma":[0.002297024,0.00014591843,0.00007343952,0.00037106607,0.00042905385,0.00018570836,0.00006837819,0.0003622,0.000021043168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036669026,0.000084947635,0.0039567393,0.000011689815,0.000030832307,3.9752624e-7,0.0016858428,0.0012629015,0.004711869,0.83871955,0.00004140167,0.14945716],"study_design_scores_gemma":[0.0034590715,0.0005087238,0.00048818273,0.000112931164,0.000041289863,0.0000063789507,0.027080314,0.0007007406,0.012241089,0.43046072,0.5243323,0.0005682517],"about_ca_topic_score_codex":0.00007105562,"about_ca_topic_score_gemma":0.00044698815,"teacher_disagreement_score":0.6048263,"about_ca_system_score_codex":0.00019431945,"about_ca_system_score_gemma":0.00028887804,"threshold_uncertainty_score":0.8776733},"labels":[],"label_agreement":null},{"id":"W2049086696","doi":"10.1142/s0219467803001044","title":"PERSONALIZED FACE ANIMATION IN SHOWFACE SYSTEM","year":2003,"lang":"en","type":"article","venue":"International Journal of Image and Graphics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Animation; Parsing; Component (thermodynamics); Multimedia; Computer facial animation; Face (sociological concept); Presentation (obstetrics); Visual modeling; Human–computer interaction; Computer animation; Computer graphics (images); Artificial intelligence; Programming language; Unified Modeling Language","score_opus":0.023523551788536254,"score_gpt":0.33977879203314665,"score_spread":0.3162552402446104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049086696","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9123217,0.002449868,0.013428402,0.021025049,0.0011426248,0.00022664147,0.000008002081,0.00005595002,0.049341768],"genre_scores_gemma":[0.99587715,0.0012341954,0.0026286049,0.00011185202,0.000032597356,0.0000012150936,7.627854e-7,0.0000028412308,0.00011081408],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991851,0.000175248,0.00022602842,0.00005075193,0.00028744125,0.00007543345],"domain_scores_gemma":[0.9992849,0.00011849464,0.00017680114,0.000053207095,0.00032462546,0.00004192085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008525178,0.00004248046,0.00008985292,0.00025538108,0.0000638164,0.000052879415,0.00024929916,0.000061441555,0.00003950712],"category_scores_gemma":[0.0004672268,0.000039828526,0.0000401879,0.00014544827,0.00018119112,0.00023218332,0.000015255259,0.0001657111,0.000002708133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024686635,0.00006368994,0.013441703,0.0000060643497,0.000039243827,0.000035043784,0.007062981,0.0000018096031,0.00089696364,0.97447664,0.00029483336,0.0036563734],"study_design_scores_gemma":[0.008084765,0.00020477889,0.034683637,0.00059414434,0.00006766847,0.0006474943,0.12913947,0.0024997967,0.0025497114,0.035015773,0.78585047,0.00066228776],"about_ca_topic_score_codex":0.00010024348,"about_ca_topic_score_gemma":0.00022963592,"teacher_disagreement_score":0.9394608,"about_ca_system_score_codex":0.000057600213,"about_ca_system_score_gemma":0.000076118034,"threshold_uncertainty_score":0.16241603},"labels":[],"label_agreement":null},{"id":"W2051137223","doi":"10.1145/584955.584990","title":"Live documents with contextual, data-driven information components","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Scalable Vector Graphics; Computer science; Documentation; Implementation; Repurposing; Field (mathematics); Scalability; Graphics; Multimedia; World Wide Web; Software; Key (lock); Software engineering; Database; Programming language","score_opus":0.09633700067065835,"score_gpt":0.33071894570519667,"score_spread":0.2343819450345383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051137223","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07149869,0.00007536116,0.0016798684,0.016985575,0.00017175215,0.00067400886,0.00002528802,0.00064097095,0.9082485],"genre_scores_gemma":[0.9936452,0.00023771836,0.0037246458,0.0005771567,0.000012519391,0.000009056552,0.00008638493,0.0000021382857,0.001705162],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994281,0.00006339951,0.00011676562,0.000071548864,0.00019454536,0.00012566913],"domain_scores_gemma":[0.9992812,0.000060865266,0.00006766956,0.00047575973,0.000062408864,0.000052067324],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001271561,0.000045322562,0.00006546257,0.000051395677,0.00023590565,0.00005426741,0.00069926766,0.000054298765,0.0035774447],"category_scores_gemma":[0.00007678464,0.000036475292,0.0000071219515,0.000110585446,0.0002077621,0.0009164232,0.00014871427,0.000079468366,0.001965711],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003880374,0.00053576427,0.041093007,0.000013091527,0.00016604392,0.0000034848501,0.085107476,0.000008915936,0.00004134216,0.27561858,0.23112407,0.36624944],"study_design_scores_gemma":[0.0005063504,0.000023031194,0.0012530839,0.000006587197,0.00000532851,6.241348e-7,0.0052002165,0.007483024,0.000005950657,0.00008640977,0.9853454,0.0000839467],"about_ca_topic_score_codex":0.0025868956,"about_ca_topic_score_gemma":0.0027902971,"teacher_disagreement_score":0.92214656,"about_ca_system_score_codex":0.000030235315,"about_ca_system_score_gemma":0.000013899309,"threshold_uncertainty_score":0.99881136},"labels":[],"label_agreement":null},{"id":"W2051708150","doi":"10.1117/12.483908","title":"&lt;title&gt;Efficient VOD Broadcasting Scheme with User Bandwidth Limit&lt;/title&gt;","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Bandwidth (computing); Computer network; Broadcasting (networking); Limiting; Fibonacci number; Scalability; Scheme (mathematics); Operating system; Engineering; Mathematics","score_opus":0.01646651612903175,"score_gpt":0.2500011895961997,"score_spread":0.23353467346716797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051708150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7386576,0.00014310922,0.00005565315,0.0018056523,0.00019023164,0.00025604904,0.000006291983,0.00011307445,0.25877237],"genre_scores_gemma":[0.7863827,0.00027808073,0.20777625,0.00015414173,0.00035473498,0.000099027195,0.0000054497727,0.00006651114,0.004883108],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988352,3.888808e-8,0.00026346862,0.00019367183,0.00044563357,0.00026197563],"domain_scores_gemma":[0.99888575,0.00009905188,0.0001671361,0.000058711303,0.0007101437,0.00007919199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048594092,0.00014085302,0.00018005779,0.00006991532,0.00011898374,0.000058011647,0.00052593905,0.00015521896,0.00019287104],"category_scores_gemma":[0.00073853787,0.0001157086,0.00017635002,0.00028559213,0.0002939254,0.000117290896,0.00007182194,0.00021665866,0.000024813578],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009100651,0.000061644016,0.00016324146,0.00004485817,0.00008684637,5.6624895e-8,0.00025127496,0.000011640525,0.023751104,0.9683507,0.006618499,0.00065103447],"study_design_scores_gemma":[0.00093337934,0.00014759735,0.00026594274,0.00024970077,0.00009121215,0.000011888504,0.0017063925,0.013705657,0.015884187,0.0016021928,0.9649429,0.00045898382],"about_ca_topic_score_codex":0.0000052187575,"about_ca_topic_score_gemma":7.438759e-7,"teacher_disagreement_score":0.96674854,"about_ca_system_score_codex":0.00010258018,"about_ca_system_score_gemma":0.000058966456,"threshold_uncertainty_score":0.47184598},"labels":[],"label_agreement":null},{"id":"W2052394495","doi":"10.1145/1243441.1243450","title":"Ajax live regions","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Mozilla Foundation","keywords":"Ajax; Computer science; World Wide Web; Web application","score_opus":0.056877198692561345,"score_gpt":0.38912190133794317,"score_spread":0.3322447026453818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052394495","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008632275,0.000040702755,0.003273363,0.0161856,0.0000855605,0.00006106527,1.02518186e-7,0.00026323053,0.9714581],"genre_scores_gemma":[0.978526,0.0001121204,0.0049626003,0.00051338674,0.000038748352,0.0000018393944,5.851642e-7,0.0000016149888,0.015843114],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99969065,0.000025389954,0.000054552245,0.000044923894,0.0000676472,0.00011686234],"domain_scores_gemma":[0.9995945,0.00014559414,0.000015880492,0.00016665175,0.000031444357,0.000045931567],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00039458775,0.000018559609,0.000027819873,0.00003900903,0.0002014937,0.0000064864184,0.000210099,0.00006154301,0.0014096076],"category_scores_gemma":[0.00018606034,0.000017099723,0.000014624886,0.00012523476,0.00019678648,0.000029469273,0.000028395125,0.0000610676,0.0005400682],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.9173124e-7,0.000014230174,0.0011594074,1.15172284e-7,0.0000014234943,5.46186e-7,0.0037738248,1.13917125e-8,0.00002869481,0.970348,0.005471511,0.019201625],"study_design_scores_gemma":[0.00005031007,0.0000040278755,0.00196131,8.85739e-7,9.597098e-7,2.5521493e-7,0.010088812,0.0000066988537,0.00011467884,0.008612447,0.9791256,0.000034010467],"about_ca_topic_score_codex":0.0021610586,"about_ca_topic_score_gemma":0.022669028,"teacher_disagreement_score":0.9736541,"about_ca_system_score_codex":0.000020332513,"about_ca_system_score_gemma":0.0000280856,"threshold_uncertainty_score":0.99950325},"labels":[],"label_agreement":null},{"id":"W2052654192","doi":"10.1109/innovations.2008.4781676","title":"Energy optimization in mobile TV broadcast networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Base station; Broadcasting (networking); Testbed; Schedule; Computer network; Energy consumption; Real-time computing; Efficient energy use; Scheduling (production processes); Energy (signal processing); Radio broadcasting; Wireless; Mobile telephony; Mobile radio; Telecommunications; Engineering; Electrical engineering","score_opus":0.024166912489359215,"score_gpt":0.2905272411357017,"score_spread":0.2663603286463425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052654192","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018550334,0.001444387,0.21575949,0.0032738033,0.00034643925,0.00031043263,5.321526e-7,0.00065377326,0.75966084],"genre_scores_gemma":[0.98511547,0.005190439,0.0059488467,0.0002529605,0.000037126512,0.00003753169,0.0000060184384,0.0000037566554,0.0034078313],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995231,0.00008885848,0.00010062626,0.00007888804,0.00007528626,0.00013325518],"domain_scores_gemma":[0.99968565,0.00006274264,0.000025961916,0.0001628894,0.000028776834,0.00003398828],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011995735,0.000034556182,0.00005893775,0.00007020833,0.00017504813,0.000006682807,0.00020807062,0.00010946843,0.0013783602],"category_scores_gemma":[0.00003346742,0.00003485099,0.000014616081,0.00031820286,0.00018071516,0.00006876584,0.000038398844,0.00006701538,0.000012714518],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015019485,0.00041501888,0.025793694,0.0000013680954,0.000011370294,0.000013404785,0.012589967,0.22250046,0.000022054459,0.2877029,0.013701854,0.43723288],"study_design_scores_gemma":[0.00035119924,0.000019709225,0.000562084,0.0000037756993,0.0000011941104,0.0000021502472,0.0017389558,0.36679807,0.000036109446,0.00026429558,0.630085,0.00013748308],"about_ca_topic_score_codex":0.0044194707,"about_ca_topic_score_gemma":0.00488786,"teacher_disagreement_score":0.96656513,"about_ca_system_score_codex":0.000035684818,"about_ca_system_score_gemma":0.000041908588,"threshold_uncertainty_score":0.9995345},"labels":[],"label_agreement":null},{"id":"W2055584271","doi":"10.1524/icom.2012.0022","title":"Be-greifbare Interaktionen mit grössenveränderbaren Bildschirmen","year":2012,"lang":"de","type":"article","venue":"i-com","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Humanities; Art; Physics","score_opus":0.05059676114044345,"score_gpt":0.3320837010676849,"score_spread":0.2814869399272415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055584271","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23305501,0.056240927,0.0012196228,0.4149303,0.023367308,0.0030029404,0.00029323733,0.0024661513,0.2654245],"genre_scores_gemma":[0.98782146,0.0013613176,0.00074360974,0.0013974978,0.0008563987,0.000043649525,0.00008204348,0.00003143938,0.007662567],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99761206,0.00047381435,0.0004213303,0.00030029708,0.00041199356,0.00078050775],"domain_scores_gemma":[0.9980329,0.00031015396,0.00020788194,0.0009846247,0.00011157928,0.0003528284],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00071006507,0.00025072406,0.00032343154,0.00019000183,0.0006442599,0.000102196056,0.0012494161,0.00049292,0.004399365],"category_scores_gemma":[0.00031424724,0.00025453386,0.00016322374,0.0004902832,0.00063514133,0.00039964638,0.00046178847,0.00059340807,0.00480343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008261596,0.0022839743,0.1603354,0.000107809756,0.000996268,0.000012416859,0.14121398,0.000003529336,0.0010102327,0.1833172,0.3361057,0.17453086],"study_design_scores_gemma":[0.0004574856,0.000039868795,0.006020625,0.00004561503,0.000092583265,0.000002030508,0.004052172,0.00025821477,0.00029649943,0.0011470984,0.9872491,0.00033870654],"about_ca_topic_score_codex":0.0016130587,"about_ca_topic_score_gemma":0.00046173067,"teacher_disagreement_score":0.75476646,"about_ca_system_score_codex":0.00018735502,"about_ca_system_score_gemma":0.00012832673,"threshold_uncertainty_score":0.9999907},"labels":[],"label_agreement":null},{"id":"W2061184746","doi":"10.1108/eum0000000005741","title":"Designing and developing multimedia CD‐ROMs: lessons from the <i>Treasures of Islam</i>","year":2001,"lang":"en","type":"article","venue":"Online Information Review","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Exhibition; Computer science; Islam; Interface (matter); Multimedia; Metaphor; World Wide Web; Video editing; Inclusion (mineral); User interface; Visual arts; Art; Sociology; History; Linguistics; Operating system","score_opus":0.07064933253509811,"score_gpt":0.3769788926885982,"score_spread":0.3063295601535001,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061184746","genre_codex":"commentary","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05107899,0.205784,0.03865068,0.64476925,0.0006760888,0.004351758,0.00027594183,0.0008444418,0.05356887],"genre_scores_gemma":[0.1519482,0.7746045,0.06383078,0.009166597,0.00008109876,0.0000487942,0.0002517839,0.0000070573824,0.00006117698],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990878,0.0001860921,0.0003864872,0.000051569656,0.00017934808,0.00010869942],"domain_scores_gemma":[0.9988257,0.00048742487,0.00027006335,0.00023201124,0.00015321931,0.000031531607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007716026,0.00006681902,0.0001682163,0.00003701609,0.00021968722,0.000022222423,0.0003263224,0.00006916022,0.000120387056],"category_scores_gemma":[0.0014357988,0.000048066086,0.000032299773,0.00028914495,0.00019540085,0.0003561422,0.000066344895,0.0001311807,0.00002767949],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016535511,0.000016129756,0.0016221447,0.00009528927,0.000015812904,1.4656169e-7,0.008564807,7.0812223e-7,0.000023227853,0.006676866,0.002563544,0.9804197],"study_design_scores_gemma":[0.00018252915,0.0000048909615,0.0046733087,0.0011373293,0.000023919352,0.0000016061676,0.0034137378,0.00022827904,0.00003510711,0.0004758601,0.98973036,0.00009307659],"about_ca_topic_score_codex":0.0009817423,"about_ca_topic_score_gemma":0.0015815473,"teacher_disagreement_score":0.9871668,"about_ca_system_score_codex":0.000020104359,"about_ca_system_score_gemma":0.00012797189,"threshold_uncertainty_score":0.1960078},"labels":[],"label_agreement":null},{"id":"W2062146540","doi":"10.1145/1178477.1178508","title":"The future of video","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Multimedia; Video production; Cinematography; Quality (philosophy); Set (abstract data type); High-definition television; Movie theater; High-definition video; Presentation (obstetrics); Scale (ratio); Computer graphics (images); Telecommunications; Visual arts; Art","score_opus":0.015596777664208368,"score_gpt":0.3297578650117564,"score_spread":0.31416108734754805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062146540","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009966169,0.0010378323,0.000059770027,0.23352762,0.000120416255,0.000065304885,1.7818502e-7,0.000084331026,0.7551384],"genre_scores_gemma":[0.9906074,0.0011821369,0.0018268256,0.00022358281,0.000111388,0.0000025706056,1.1966512e-7,7.9880465e-7,0.006045177],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997854,0.00003643646,0.000047585003,0.000020941461,0.0000578854,0.000051755393],"domain_scores_gemma":[0.9996901,0.000099235855,0.000018922945,0.00015504762,0.000024755058,0.000011893951],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021016682,0.00001151277,0.000020429019,0.000008353287,0.00017972144,0.0000046629525,0.00026743943,0.000032950873,0.00041548742],"category_scores_gemma":[0.000047996655,0.0000068899967,0.000011805492,0.00006692498,0.00018252611,0.000020629399,0.000021811056,0.000037253798,0.000050363244],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.607925e-7,0.000004324574,0.00019722848,6.826112e-8,8.8488156e-7,4.261025e-9,0.0008093503,5.305361e-8,0.000021032787,0.6582881,0.0051990477,0.33547953],"study_design_scores_gemma":[0.000026670119,0.0000014479156,0.00033912575,2.4075052e-7,3.9463853e-7,2.6414382e-8,0.0031036776,0.00002564408,0.00021210358,0.0017612287,0.9945198,0.000009590444],"about_ca_topic_score_codex":0.00016262692,"about_ca_topic_score_gemma":0.013714262,"teacher_disagreement_score":0.9893208,"about_ca_system_score_codex":0.0000067751616,"about_ca_system_score_gemma":0.000022127006,"threshold_uncertainty_score":0.76528805},"labels":[],"label_agreement":null},{"id":"W2062685898","doi":"10.5210/fm.v10i5.1238","title":"MusicGrid: A case study in broadband video collaboration","year":2005,"lang":"en","type":"article","venue":"First Monday","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Broadband; The Internet; Scale (ratio); Internet access; Internet video; Telecommunications; Computer science; Business; World Wide Web; Geography","score_opus":0.03048453555158593,"score_gpt":0.34878912127886014,"score_spread":0.3183045857272742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062685898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807382,0.00011625851,0.000009898388,0.013901127,0.000109180146,0.00042497338,0.0000023720177,0.00011242756,0.00458555],"genre_scores_gemma":[0.99840385,0.00005352223,0.0005684876,0.00014228557,0.00008611287,0.00007997089,0.0000023083428,0.0000054157963,0.0006580568],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992229,0.00016185954,0.00017277928,0.00014106883,0.0001423178,0.00015910601],"domain_scores_gemma":[0.99930984,0.0001247596,0.000052663283,0.00040297213,0.000059793,0.000049963437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046575093,0.00005940162,0.000095346164,0.00013015918,0.00034284807,0.000044684548,0.00029458394,0.00009103329,0.00039701146],"category_scores_gemma":[0.00035781637,0.00006171861,0.000014327658,0.0005746588,0.000097837605,0.0001674972,0.00007634557,0.00012995742,0.00011369731],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011859844,0.00071742287,0.057014573,0.0000027230085,0.000010352755,0.00022139115,0.8935683,0.00005308505,0.000026020207,0.001024948,0.010258285,0.037091076],"study_design_scores_gemma":[0.00066840695,0.000034697423,0.0037559639,0.0000043508244,0.000004369225,0.0000095784935,0.034280624,0.00052394054,0.000025329638,0.00006854808,0.9605334,0.000090832815],"about_ca_topic_score_codex":0.009650573,"about_ca_topic_score_gemma":0.23955426,"teacher_disagreement_score":0.95027506,"about_ca_system_score_codex":0.00012492624,"about_ca_system_score_gemma":0.000090352645,"threshold_uncertainty_score":0.99694425},"labels":[],"label_agreement":null},{"id":"W2064063012","doi":"10.13187/ejced.2013.4.117","title":"Creating a YouTube-Like Collaborative Environment in Mathematics: Integrating Animated GeoGebra Constructions and Student-Generated Screencast Videos","year":2013,"lang":"en","type":"article","venue":"European Journal of Contemporary Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; University of Ottawa","funders":"","keywords":"Educational technology; Mathematics education; Computer science; Technology integration; Multimedia; Spatial ability; Computer software; Psychology; Cognition","score_opus":0.025933947530470992,"score_gpt":0.2973989942074541,"score_spread":0.27146504667698307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064063012","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93452424,0.0010981002,0.00033051986,0.0032275608,0.00022722775,0.0005012522,0.0000030219924,0.000033483913,0.0600546],"genre_scores_gemma":[0.9846735,0.0002569314,0.014600736,0.00010101891,0.000088653884,0.000012610833,0.0000075717135,0.000013319416,0.00024564535],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9978656,0.0010171125,0.0006741985,0.00011746614,0.00020224825,0.00012336901],"domain_scores_gemma":[0.9985559,0.00016661151,0.00066795375,0.00015772124,0.00033503713,0.00011679461],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012746898,0.000108428954,0.00019772207,0.00026353388,0.00027439787,0.0001499019,0.0002714631,0.00003817752,0.00019725112],"category_scores_gemma":[0.00040807997,0.00009897628,0.00002782478,0.00028797844,0.00028490264,0.0005651237,0.00005687499,0.00026604312,0.000031077037],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006836837,0.0026438301,0.26752332,0.00006400484,0.00032205952,0.000041514664,0.46470103,0.000030261614,0.027188782,0.05663275,0.008141084,0.17264299],"study_design_scores_gemma":[0.001766682,0.0003420738,0.08859096,0.00060107233,0.000036890142,0.00006285465,0.8842213,0.00069632026,0.00034695043,0.001543237,0.021392226,0.0003994435],"about_ca_topic_score_codex":0.00035406317,"about_ca_topic_score_gemma":0.00008445835,"teacher_disagreement_score":0.41952026,"about_ca_system_score_codex":0.00009952663,"about_ca_system_score_gemma":0.00048211735,"threshold_uncertainty_score":0.40361354},"labels":[],"label_agreement":null},{"id":"W2073887220","doi":"10.1109/tce.2004.1362513","title":"Design and implementation of user interface for mobile devices","year":2004,"lang":"en","type":"article","venue":"IEEE Transactions on Consumer Electronics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"General Packet Radio Service; Computer science; Bluetooth; User interface design; User interface; Mobile device; Interface (matter); 10-foot user interface; Mobile computing; Natural user interface; Embedded system; Serial port; Computer network; GSM; Wireless; Human–computer interaction; Telecommunications; Operating system; Software","score_opus":0.02680795369628322,"score_gpt":0.36215243986884954,"score_spread":0.3353444861725663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073887220","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12173106,0.0006174915,0.8758303,0.0008439608,0.000077760065,0.0007750395,0.0000075516896,0.000069231006,0.000047631143],"genre_scores_gemma":[0.9876303,0.0015769488,0.010465419,0.000049745748,0.0000032601972,0.00020837077,0.0000010424914,0.0000078570465,0.000057039546],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99941254,0.00006534909,0.00014812565,0.00011333293,0.00008203444,0.00017863324],"domain_scores_gemma":[0.99946547,0.00022098614,0.00006485675,0.00013886027,0.000076554425,0.00003328512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024102883,0.00006294439,0.00009267504,0.000083380124,0.00023541148,0.000013488915,0.0001361364,0.00007609733,0.000069032576],"category_scores_gemma":[0.00000437991,0.00006739687,0.0000307342,0.00013189482,0.00015956927,0.00008544889,7.5311124e-7,0.00010968521,0.0000045220895],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002372147,0.00065224094,0.00019580095,0.000066125955,0.00039055615,2.9061295e-7,0.023254596,0.007609391,0.027584324,0.043195132,0.0001633935,0.8966509],"study_design_scores_gemma":[0.003903348,0.0010765812,0.00009282255,0.000037531725,0.0001971851,0.0000033526305,0.009874795,0.0007848977,0.83367527,0.0048780763,0.14507286,0.00040328025],"about_ca_topic_score_codex":0.00042342654,"about_ca_topic_score_gemma":0.0071337987,"teacher_disagreement_score":0.8962477,"about_ca_system_score_codex":0.00009162055,"about_ca_system_score_gemma":0.00026111738,"threshold_uncertainty_score":0.3980827},"labels":[],"label_agreement":null},{"id":"W2073894233","doi":"10.1109/mmul.2003.1218258","title":"Internet delivery of MPEG-4 object-based multimedia","year":2003,"lang":"en","type":"article","venue":"IEEE Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Multimedia; The Internet; MPEG-4; Wireless; Object (grammar); Multiplexing; Computer network; World Wide Web; Telecommunications; Artificial intelligence","score_opus":0.04417278508475286,"score_gpt":0.3080657753147977,"score_spread":0.2638929902300448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073894233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77503777,0.0014397242,0.0038150628,0.002621663,0.0056683747,0.0019046386,0.00006776492,0.001314576,0.2081304],"genre_scores_gemma":[0.96463746,0.00013049046,0.03339281,0.00023695365,0.000081837235,0.000053253032,0.000015491763,0.000024866835,0.0014268131],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99778056,0.00053256453,0.0004542452,0.0003071129,0.00045944328,0.0004660738],"domain_scores_gemma":[0.99753875,0.0010658097,0.00024185078,0.0006656549,0.0002659207,0.0002220324],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008730067,0.0001937758,0.0003294803,0.00028457853,0.00015288693,0.000023078326,0.0007936062,0.0003473136,0.0020249903],"category_scores_gemma":[0.0015556144,0.00019958614,0.00014637996,0.0004703587,0.0010394113,0.00012418862,0.00003853209,0.00033940145,0.0004378021],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035449187,0.0042487173,0.13047287,0.00018916346,0.0005218239,0.00008382123,0.098977305,0.00017635114,0.06513725,0.035955403,0.07077934,0.59310347],"study_design_scores_gemma":[0.007328087,0.0002620694,0.006052057,0.00018069372,0.00012978913,0.0000048487477,0.0065386496,0.04595849,0.28496265,0.0015870176,0.64555043,0.0014452288],"about_ca_topic_score_codex":0.0021042705,"about_ca_topic_score_gemma":0.0021940032,"teacher_disagreement_score":0.59165823,"about_ca_system_score_codex":0.00011003766,"about_ca_system_score_gemma":0.00043591257,"threshold_uncertainty_score":0.9988873},"labels":[],"label_agreement":null},{"id":"W2075560215","doi":"10.5383/juspn.02.01.003","title":"Context-based Integrated Suites for News Delivery System","year":2011,"lang":"en","type":"article","venue":"Journal of Ubiquitous Systems and Pervasive Networks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Delivery system; Computer science; World Wide Web; Biology; Engineering; Biomedical engineering","score_opus":0.05764427042650719,"score_gpt":0.28216628992635234,"score_spread":0.22452201949984515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075560215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7732567,0.071359135,0.11558693,0.0035185986,0.013766123,0.0044857464,0.000072580246,0.00054583064,0.017408341],"genre_scores_gemma":[0.99735457,0.00079972163,0.0009086807,0.00015033153,0.0005923072,0.000027054357,0.0000031690054,0.000014614393,0.00014956534],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99846673,0.00037166593,0.0005821638,0.00012133474,0.00018364411,0.00027448978],"domain_scores_gemma":[0.99727035,0.00080033153,0.0006724531,0.0001919497,0.00089126977,0.00017367577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011666937,0.00013117846,0.00041680012,0.00015201242,0.00036877504,0.00007771727,0.00041110415,0.00028227965,0.000023670318],"category_scores_gemma":[0.00026956908,0.00010325239,0.00014148543,0.00016624932,0.00022359475,0.00013280498,0.000027319096,0.0002711113,0.0000019502559],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025635876,0.0009275297,0.12783603,0.0011373431,0.0014960566,0.00023298588,0.07377665,0.0013409061,0.00076138123,0.36586583,0.07322688,0.35083482],"study_design_scores_gemma":[0.0054694894,0.0019492212,0.0027806344,0.0026153896,0.00039653483,0.00025881044,0.29661354,0.05871098,0.00022816744,0.00027909278,0.62979275,0.00090536725],"about_ca_topic_score_codex":0.0048695523,"about_ca_topic_score_gemma":0.0035723848,"teacher_disagreement_score":0.5565659,"about_ca_system_score_codex":0.00011583743,"about_ca_system_score_gemma":0.00025826588,"threshold_uncertainty_score":0.7361339},"labels":[],"label_agreement":null},{"id":"W2078781040","doi":"10.1145/2556288.2557106","title":"Visualization of personal history for video navigation","year":2014,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Timeline; Automatic summarization; Computer science; Visualization; Heuristics; Multimedia; Human–computer interaction; Artificial intelligence","score_opus":0.04547561509145407,"score_gpt":0.3550512177317117,"score_spread":0.30957560264025763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078781040","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12922966,0.00033442763,0.34331387,0.007325697,0.0009166587,0.0009032026,0.0000030932986,0.0005694441,0.51740396],"genre_scores_gemma":[0.9948288,0.000008239978,0.0034040986,0.00017477277,0.0000321833,0.000015625876,0.000010076976,0.0000024644983,0.001523692],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99968624,0.000060308594,0.00007771639,0.000047156187,0.000077506535,0.00005109888],"domain_scores_gemma":[0.9996191,0.00013830431,0.000057580048,0.00007294535,0.000095508905,0.000016546379],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003719131,0.00001951095,0.00004293377,0.000033915872,0.00006566239,0.0000019113022,0.000099136225,0.00004379596,0.00033213885],"category_scores_gemma":[0.00033012673,0.000019819878,0.000020179148,0.000045721332,0.00013592593,0.000044037126,0.00000843612,0.000017087708,0.0000070862275],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003072919,0.00001941511,0.0009544596,0.000005901529,0.0000018977245,2.814262e-9,0.0047780927,2.0411416e-7,0.00078896835,0.97554046,0.003732125,0.014175399],"study_design_scores_gemma":[0.00018336652,0.000021741513,0.00035476382,0.000004834391,0.0000032512726,4.6024276e-8,0.0008366395,0.007973806,0.0004906698,0.0038310655,0.98626244,0.000037394126],"about_ca_topic_score_codex":0.00042146104,"about_ca_topic_score_gemma":0.0003383703,"teacher_disagreement_score":0.9825303,"about_ca_system_score_codex":0.00006346894,"about_ca_system_score_gemma":0.00004785872,"threshold_uncertainty_score":0.36366874},"labels":[],"label_agreement":null},{"id":"W2079037666","doi":"10.1007/s11227-013-0945-4","title":"Editorial of special section on multimedia applications and ubiquitous computing","year":2013,"lang":"en","type":"article","venue":"The Journal of Supercomputing","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Computer science; Special section; Section (typography); Multimedia; Ubiquitous computing; World Wide Web; Human–computer interaction; Operating system","score_opus":0.017995472763727188,"score_gpt":0.2946090274617738,"score_spread":0.2766135546980466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079037666","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9666218,0.00011926193,0.0026131673,0.0025259114,0.022836048,0.00038012915,7.594867e-7,0.000039075698,0.004863801],"genre_scores_gemma":[0.901086,0.00010094497,0.0026542041,0.000037742007,0.096104644,7.623314e-7,3.590251e-7,0.000005018986,0.000010351807],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99894136,0.0002513011,0.00034116223,0.000053778997,0.000278256,0.00013414052],"domain_scores_gemma":[0.99825525,0.000994168,0.0002673403,0.00013419242,0.0002933396,0.000055678644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013466603,0.00005860357,0.0001428637,0.00010034643,0.00041662366,0.000026042082,0.0003638575,0.00009597965,0.00005143918],"category_scores_gemma":[0.00029242702,0.000043336455,0.000038833005,0.00017203634,0.00030413384,0.00010738397,0.00007629076,0.00036821596,0.00000902553],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006904096,0.0003520847,0.004589534,0.00002846799,0.000105461695,6.1569983e-7,0.11479335,0.0004614463,0.015711952,0.010201432,0.06874969,0.7849369],"study_design_scores_gemma":[0.0055324766,0.0011893484,0.031286344,0.0005409012,0.00025014978,0.00012791663,0.16703424,0.026421877,0.004770381,0.013339525,0.7485638,0.00094298815],"about_ca_topic_score_codex":0.0006131155,"about_ca_topic_score_gemma":0.00006996782,"teacher_disagreement_score":0.78399396,"about_ca_system_score_codex":0.000041534266,"about_ca_system_score_gemma":0.00006132925,"threshold_uncertainty_score":0.32043746},"labels":[],"label_agreement":null},{"id":"W2080134158","doi":"10.1117/12.430827","title":"&lt;title&gt;3D MPEG-2 video transmission over broadband network and broadcast channels&lt;/title&gt;","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; MPEG-2; Broadcasting (networking); Transmission (telecommunications); Digital television; Broadband networks; Encoding (memory); Computer network; Broadband; Bandwidth (computing); Decoding methods; Real-time computing; Computer hardware; Telecommunications","score_opus":0.014120963781056197,"score_gpt":0.25436767449497477,"score_spread":0.24024671071391857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080134158","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85535216,0.0007987652,0.00009200604,0.004961141,0.00038014769,0.0003481967,0.0000085442025,0.00014024365,0.13791877],"genre_scores_gemma":[0.8610474,0.008530182,0.11502808,0.00050451845,0.0023279674,0.00015709738,0.00001797154,0.00012194096,0.012264834],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99896514,3.7112294e-8,0.00025691086,0.00018489706,0.00034358396,0.0002494285],"domain_scores_gemma":[0.9992878,0.00008598275,0.00012482736,0.0000451204,0.00036547176,0.00009078569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003973006,0.00013326416,0.00018357982,0.00005493203,0.00012387276,0.000060696504,0.00044342244,0.00019498898,0.0002989704],"category_scores_gemma":[0.00020454539,0.000115940966,0.0001675182,0.0002304502,0.0002723838,0.00017383543,0.00008254699,0.00019225494,0.000011852515],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000315259,0.000065256136,0.00021487933,0.000081801445,0.0001280894,1.3268512e-7,0.0005665955,0.000014137545,0.030457884,0.91483754,0.04005837,0.013543798],"study_design_scores_gemma":[0.00044898115,0.00006164447,0.00027534115,0.0001370142,0.000046545585,0.000006527198,0.00026977077,0.011657164,0.0012416367,0.0027413354,0.98291385,0.00020017836],"about_ca_topic_score_codex":0.000012288084,"about_ca_topic_score_gemma":6.381565e-7,"teacher_disagreement_score":0.9428555,"about_ca_system_score_codex":0.00006201286,"about_ca_system_score_gemma":0.000026411426,"threshold_uncertainty_score":0.47279355},"labels":[],"label_agreement":null},{"id":"W2080276281","doi":"10.1007/s11042-007-0175-y","title":"Preface to the special issue on new achievements in pervasive and interactive multimedia systems and applications","year":2007,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Multimedia; Interactive media; Human–computer interaction","score_opus":0.03489303473222821,"score_gpt":0.3452059701402351,"score_spread":0.31031293540800686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080276281","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25324458,0.008458033,0.14441967,0.25805378,0.002593405,0.0806007,0.0012908953,0.0018819625,0.24945699],"genre_scores_gemma":[0.9505828,0.0039704475,0.020527422,0.002232084,0.00875096,0.0059941863,0.00015359555,0.00006670108,0.0077217896],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986986,0.000091358,0.0003075176,0.0003872636,0.00020639069,0.00030888393],"domain_scores_gemma":[0.9979374,0.0011727954,0.00011508212,0.00040943566,0.000075936136,0.00028939004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005814111,0.00015751793,0.00019106323,0.00016262074,0.0005702757,0.00013834628,0.0003629722,0.00015125735,0.000054340035],"category_scores_gemma":[0.00024272571,0.00013379838,0.000020434238,0.0004134398,0.0003571532,0.00014327087,0.00017491475,0.00030554377,0.000108163804],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024574822,0.0001280118,0.00342661,0.000007856875,0.000016702195,4.3975334e-7,0.0135022905,0.0000066530383,0.00016287266,0.011097551,0.0018089475,0.96981746],"study_design_scores_gemma":[0.00052737864,0.000031931657,0.033111934,0.00002323728,0.000013346814,0.0000013605909,0.009660997,0.0006117197,0.00007700626,0.00025695676,0.95551974,0.00016441883],"about_ca_topic_score_codex":0.0017403683,"about_ca_topic_score_gemma":0.006470926,"teacher_disagreement_score":0.96965307,"about_ca_system_score_codex":0.00007944003,"about_ca_system_score_gemma":0.00006968243,"threshold_uncertainty_score":0.54561394},"labels":[],"label_agreement":null},{"id":"W2081050501","doi":"10.1145/1462014.1462026","title":"A multimedia-driven ambient edutainment system for the young children","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Multimedia; Computer science; Entertainment; Narrative; Domain (mathematical analysis); Cognition; Human–computer interaction; Psychology","score_opus":0.0296615995479627,"score_gpt":0.29887848279677126,"score_spread":0.26921688324880855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081050501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6190962,0.0016878946,0.053994503,0.096177444,0.0041963723,0.014126115,0.0000659662,0.0042153015,0.20644021],"genre_scores_gemma":[0.99234664,0.00025115043,0.0050544613,0.00014737919,0.000120851444,0.0002737945,0.0000058814453,0.0000067844176,0.0017930265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999206,0.000084298365,0.00014666907,0.00012826858,0.00020864635,0.00022612304],"domain_scores_gemma":[0.99914104,0.0002916901,0.00006026219,0.00038013974,0.00006436791,0.000062519364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003229302,0.000065316926,0.00009353164,0.00003822662,0.0010866411,0.000016480277,0.0005957874,0.00008066625,0.000108720866],"category_scores_gemma":[0.00013434347,0.000043974862,0.000066449575,0.00012496275,0.00038776497,0.000039811985,0.000080353086,0.000086151056,0.00008346297],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060906965,0.0006647746,0.20942692,0.000023664876,0.000404266,0.0000069160897,0.10303717,0.00007230624,0.0011156036,0.5590985,0.046696838,0.079392135],"study_design_scores_gemma":[0.00561774,0.000236498,0.18837337,0.00006717807,0.00016429384,0.000120222205,0.09388767,0.049339715,0.0055096266,0.00053614704,0.6549801,0.0011674061],"about_ca_topic_score_codex":0.0030356757,"about_ca_topic_score_gemma":0.0014661605,"teacher_disagreement_score":0.6082833,"about_ca_system_score_codex":0.00011760225,"about_ca_system_score_gemma":0.000079546124,"threshold_uncertainty_score":0.83576745},"labels":[],"label_agreement":null},{"id":"W2081117537","doi":"10.1145/1459359.1459546","title":"Testbed and experiments for mobile TV (DVB-H) networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Testbed; Computer science; Digital Video Broadcasting; Mobile device; Digital television; Computer network; Protocol stack; Software; Embedded system; Channel (broadcasting); Real-time computing; Telecommunications; Operating system; Wireless sensor network","score_opus":0.0694607694420489,"score_gpt":0.37744428608122294,"score_spread":0.307983516639174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081117537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6380811,0.0029206525,0.015707552,0.00592294,0.0005307836,0.0022876216,0.000003100431,0.00092731765,0.33361897],"genre_scores_gemma":[0.9880857,0.0006119668,0.006568208,0.00025855962,0.000040226616,0.00015433303,0.0000023841892,0.0000035854282,0.004275026],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996456,0.00002810972,0.0000689249,0.000080115664,0.00005112968,0.00012614911],"domain_scores_gemma":[0.9996174,0.00014451439,0.000021285741,0.00013978923,0.00002998255,0.000047040023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000112264264,0.00003444149,0.000058551697,0.000022180222,0.00037328436,0.000008222794,0.0001478199,0.00007695534,0.00034930388],"category_scores_gemma":[0.00007082565,0.00003160293,0.000014901878,0.000066807195,0.00025826128,0.00004319058,0.000039636157,0.000039554583,0.000009314596],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059053422,0.00073444884,0.069034025,0.000009511849,0.0000797171,0.000004300949,0.057565205,0.000034002333,0.0017586277,0.4079049,0.1648447,0.2979715],"study_design_scores_gemma":[0.0007250959,0.0000720804,0.0015866194,0.000003047044,0.0000037728837,0.0000019299796,0.005349491,0.0051560747,0.00067764724,0.0011033742,0.9851674,0.0001534603],"about_ca_topic_score_codex":0.00044937382,"about_ca_topic_score_gemma":0.00024578127,"teacher_disagreement_score":0.8203227,"about_ca_system_score_codex":0.000012276603,"about_ca_system_score_gemma":0.000022442064,"threshold_uncertainty_score":0.38246328},"labels":[],"label_agreement":null},{"id":"W2081287792","doi":"10.1145/500141.500258","title":"Java multimedia telecollaboration","year":2001,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Ministério da Educação; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Java; Computer science; Multimedia; Real time Java; World Wide Web; Quality (philosophy); Programming language","score_opus":0.031564597180749214,"score_gpt":0.3525976104161198,"score_spread":0.3210330132353706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081287792","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043823767,0.000069941554,0.0013361131,0.025107792,0.00022171128,0.0002018871,4.6642862e-7,0.000526891,0.9287114],"genre_scores_gemma":[0.97365886,0.0005179775,0.010991067,0.00041726884,0.000081778686,0.000016599124,0.000004653401,0.0000035771066,0.014308221],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995236,0.00007343843,0.00008417737,0.00007369558,0.00011280323,0.00013229465],"domain_scores_gemma":[0.99955827,0.000088649875,0.00002644367,0.00018645974,0.000087906876,0.000052267074],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002360859,0.000032896634,0.000045717148,0.000057614077,0.0002305115,0.000022261644,0.00021572321,0.00008554169,0.0034800398],"category_scores_gemma":[0.00035658327,0.000031554016,0.000012995724,0.00037358765,0.00013686526,0.00009652803,0.000022138365,0.00006110359,0.0006618102],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008114992,0.00013492678,0.031976495,8.961256e-7,0.000010337836,0.0000032554142,0.008776145,0.0000015807989,0.0010026335,0.35133407,0.02492799,0.5818236],"study_design_scores_gemma":[0.00013932848,0.0000060631364,0.0022879604,7.7489574e-7,0.0000013664742,3.6005233e-7,0.0021284549,0.0006222216,0.00017359547,0.0011069898,0.9934791,0.000053808795],"about_ca_topic_score_codex":0.0010766988,"about_ca_topic_score_gemma":0.012430237,"teacher_disagreement_score":0.9685511,"about_ca_system_score_codex":0.000034705736,"about_ca_system_score_gemma":0.00007664052,"threshold_uncertainty_score":0.9974309},"labels":[],"label_agreement":null},{"id":"W2081488057","doi":"10.1007/s10796-009-9168-x","title":"ISF special issue on emerging social and legal aspects of information systems with Web 2.0","year":2009,"lang":"en","type":"article","venue":"Information Systems Frontiers","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Data science; Knowledge management; World Wide Web","score_opus":0.010514649433692881,"score_gpt":0.263422618170841,"score_spread":0.2529079687371481,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081488057","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024135971,0.00014014807,0.0033447912,0.0037956107,0.0025887832,0.0013016033,0.000035693654,0.00030516632,0.96435225],"genre_scores_gemma":[0.9985796,0.00006695735,0.000242991,0.00015673421,0.00066403707,0.000020821935,0.0000326757,0.000003516677,0.00023261552],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99847543,0.00012081064,0.000585873,0.00006793027,0.00052933797,0.00022064023],"domain_scores_gemma":[0.99889696,0.000028401562,0.0005635599,0.00018818007,0.00024916776,0.000073754614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006266309,0.00012132857,0.00025743112,0.00043191426,0.00043180672,0.00023321199,0.00025150488,0.00018518667,0.000015706933],"category_scores_gemma":[0.00009810984,0.000111838555,0.000031555617,0.00036160604,0.00017895713,0.002463597,0.000018645142,0.00016348594,0.000060581246],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013183449,0.000035527355,0.0007226003,0.00011765389,0.00006045376,8.509261e-7,0.052955184,0.00033909723,0.0000082828465,0.7900123,0.0630362,0.09258002],"study_design_scores_gemma":[0.0006523735,0.00008657338,0.0008662056,0.000053346663,0.0000096508875,0.0000036916142,0.050674576,0.0029309548,0.0000126840805,0.00004547741,0.9445232,0.00014122266],"about_ca_topic_score_codex":0.00084903487,"about_ca_topic_score_gemma":0.00007184923,"teacher_disagreement_score":0.9744437,"about_ca_system_score_codex":0.00015043476,"about_ca_system_score_gemma":0.00017450713,"threshold_uncertainty_score":0.4560644},"labels":[],"label_agreement":null},{"id":"W2083200690","doi":"10.1145/1132736.1132740","title":"État de l'art des techniques de présentation d'information sur écran d'assistant numérique personnel","year":2006,"lang":"fr","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Presentation (obstetrics); Task (project management); Human–computer interaction; Typology; Interface (matter); Multimedia; User interface; Information needs; World Wide Web; Computer graphics (images); Engineering; Operating system","score_opus":0.018825801119171367,"score_gpt":0.29360113638794155,"score_spread":0.2747753352687702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083200690","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2167288,0.0011216967,0.18442312,0.071932405,0.00064053846,0.0009867267,0.000026620522,0.001530762,0.52260935],"genre_scores_gemma":[0.90814996,0.0016362303,0.06995113,0.000622917,0.00021000934,0.00010202205,0.000067467074,0.000014256421,0.019246021],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99845916,0.0003350825,0.00038197078,0.00013367223,0.00021517967,0.00047491692],"domain_scores_gemma":[0.99904966,0.00017911846,0.00018373565,0.00027648505,0.0002077673,0.00010323973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008563344,0.00015390548,0.0001563724,0.00015817606,0.0005609589,0.00013181333,0.00037985126,0.0003917347,0.0008920496],"category_scores_gemma":[0.00020265338,0.00016371805,0.00009045703,0.00045526164,0.0008075826,0.000993438,0.000051996212,0.0002425132,0.00023075654],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002832229,0.0004094061,0.023972142,0.00013036547,0.00003062661,0.000004471067,0.061622914,0.000024621871,0.004451202,0.6500528,0.04786279,0.21141036],"study_design_scores_gemma":[0.0005337877,0.00009478244,0.0104201,0.00012997177,0.000027816375,0.000029225846,0.05248624,0.009780179,0.02501484,0.047816772,0.85318404,0.00048225568],"about_ca_topic_score_codex":0.020112855,"about_ca_topic_score_gemma":0.02122162,"teacher_disagreement_score":0.8053212,"about_ca_system_score_codex":0.00066658016,"about_ca_system_score_gemma":0.00029741751,"threshold_uncertainty_score":0.99663854},"labels":[],"label_agreement":null},{"id":"W2083917072","doi":"10.1145/1099203.1099218","title":"Broadcasting information via display names in instant messaging","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Instant messaging; Computer science; Broadcasting (networking); Instant; Multimedia; Computer network","score_opus":0.014774709264391752,"score_gpt":0.3137636021181952,"score_spread":0.2989888928538035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083917072","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1524045,0.000059956543,0.0031648797,0.014300261,0.0000363109,0.00013965151,3.9311715e-7,0.00022658336,0.82966745],"genre_scores_gemma":[0.99458045,0.00007172434,0.0046286746,0.00041190183,0.000010955001,0.000008285489,0.0000026554712,0.0000015927753,0.0002837429],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994837,0.00005150716,0.00016575004,0.00004386502,0.00011168568,0.00014349885],"domain_scores_gemma":[0.99970317,0.00007587186,0.000048809812,0.0001200181,0.000023746323,0.000028394505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040164677,0.000036232475,0.00005393733,0.00012033342,0.0001560995,0.000030347881,0.00019792268,0.00005862937,0.00028126306],"category_scores_gemma":[0.00018845935,0.00003406652,0.000011890457,0.0002309078,0.00008129893,0.0005851141,0.000051743416,0.00010720493,0.000116677],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002428968,0.000026232594,0.011616364,0.0000024403107,0.0000022051552,2.2423046e-7,0.016868211,0.000026231282,0.0001456869,0.30215332,0.00010849177,0.6690482],"study_design_scores_gemma":[0.00028135514,0.000004216821,0.005094438,0.000013719436,0.000001201639,6.3569763e-7,0.0086656585,0.010852737,0.0003250127,0.00069428503,0.9739647,0.00010205967],"about_ca_topic_score_codex":0.0016851868,"about_ca_topic_score_gemma":0.010735245,"teacher_disagreement_score":0.9738562,"about_ca_system_score_codex":0.00007871547,"about_ca_system_score_gemma":0.0000384521,"threshold_uncertainty_score":0.5990519},"labels":[],"label_agreement":null},{"id":"W2084089675","doi":"10.1109/icce.2008.4588107","title":"A DVB-MHP to Blu-ray transcoding scheme for interactive data","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Transcoding; Scheme (mathematics); Interactive television; Digital Video Broadcasting; Multimedia; Computer network","score_opus":0.32123408572502565,"score_gpt":0.46541262832230845,"score_spread":0.1441785425972828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084089675","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14993124,0.00015364293,0.1785233,0.17746098,0.0008217592,0.0026838721,0.000107500666,0.0013235108,0.4889942],"genre_scores_gemma":[0.91212994,0.00008598869,0.08396526,0.000828959,0.000057201127,0.00004676655,0.000020374951,0.000005681084,0.002859838],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994004,0.000044741562,0.00010929759,0.00017362207,0.00009796692,0.00017399952],"domain_scores_gemma":[0.99899775,0.0003021976,0.000026485335,0.0005379149,0.0000610577,0.00007456948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029350843,0.00004881674,0.000087426015,0.00006826597,0.00036136678,0.000014720325,0.00096467085,0.00006566334,0.00053053926],"category_scores_gemma":[0.00060801185,0.000046199944,0.000024845482,0.00017458407,0.00013499882,0.00018726542,0.00012199924,0.00008778925,0.000097698074],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018805097,0.00061769795,0.0043845167,0.000019538134,0.00016554506,0.000006797898,0.1641417,0.0000032478836,0.016756115,0.44683835,0.16748527,0.19939318],"study_design_scores_gemma":[0.0002743935,0.000023145187,0.00022584319,0.0000068925806,0.0000037246211,7.51435e-7,0.0050788117,0.0012423698,0.0007830327,0.00036144108,0.99189913,0.000100470395],"about_ca_topic_score_codex":0.00088544143,"about_ca_topic_score_gemma":0.00396632,"teacher_disagreement_score":0.82441384,"about_ca_system_score_codex":0.0000333079,"about_ca_system_score_gemma":0.000084279185,"threshold_uncertainty_score":0.5809033},"labels":[],"label_agreement":null},{"id":"W2086111631","doi":"10.1155/2012/734769","title":"IPTV: Technology, Practice, and Service","year":2012,"lang":"en","type":"article","venue":"International Journal of Digital Multimedia Broadcasting","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; IPTV; Service (business); Telecommunications; Business","score_opus":0.03408354130151521,"score_gpt":0.36546810556041764,"score_spread":0.33138456425890245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086111631","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68467426,0.004670783,0.0021159998,0.18074681,0.005509409,0.00036754966,0.000028273913,0.00033167875,0.12155525],"genre_scores_gemma":[0.97839093,0.0002450858,0.020136492,0.00044212712,0.0006725588,0.0000025018492,0.0000029315672,0.00001033762,0.00009700349],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987185,0.0000586978,0.00039453158,0.00008088186,0.0004966836,0.00025071084],"domain_scores_gemma":[0.9971998,0.0008451153,0.0005204117,0.00011016381,0.0011466405,0.00017791071],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.000719095,0.00009234871,0.00014072958,0.00040124287,0.00012665692,0.00015497036,0.0006562207,0.00013891871,0.000051581632],"category_scores_gemma":[0.0086070085,0.00008859718,0.000043025335,0.00030008797,0.00027695324,0.001969466,0.00022157154,0.00035069537,0.00004769466],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064805135,0.00039921413,0.11401967,0.000005094249,0.00021239354,0.000028822318,0.012874302,0.0000035937644,0.0006392731,0.010659517,0.00051681645,0.8605765],"study_design_scores_gemma":[0.001807631,0.000080200734,0.006234017,0.00018321908,0.00005956076,0.00097560737,0.03532501,0.00088189746,0.00040039717,0.0026205818,0.9510732,0.00035862677],"about_ca_topic_score_codex":0.00007237071,"about_ca_topic_score_gemma":0.000025494091,"teacher_disagreement_score":0.95055646,"about_ca_system_score_codex":0.00009301311,"about_ca_system_score_gemma":0.00011000923,"threshold_uncertainty_score":0.99974394},"labels":[],"label_agreement":null},{"id":"W2086330881","doi":"10.1145/2824823.2824826","title":"Supporting \"what-if\" in touch-screen web Applications","year":2015,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; World Wide Web; Human–computer interaction","score_opus":0.07198734801276538,"score_gpt":0.40767570795440844,"score_spread":0.33568835994164303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086330881","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02192342,0.00022927966,0.0021581457,0.03958732,0.00011458926,0.0006350873,0.0000016831534,0.00052557245,0.9348249],"genre_scores_gemma":[0.9901294,0.00018360729,0.005369738,0.000425236,0.00004674016,0.00009394151,0.000007639931,0.0000041955477,0.0037394997],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993154,0.000080830614,0.00016680808,0.00010475085,0.00013537145,0.00019685167],"domain_scores_gemma":[0.9994013,0.00009382097,0.000053065916,0.00028890924,0.000063801905,0.00009911444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063107,0.000039576382,0.00007188528,0.00008954865,0.00010862379,0.00004822551,0.0004147777,0.00009143604,0.00043360543],"category_scores_gemma":[0.00024397846,0.00003950637,0.000016486505,0.00035517247,0.00016006349,0.00020733211,0.00008213986,0.00010957668,0.0002946543],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032177659,0.00012764707,0.03145236,0.0000017140902,0.0000049926807,0.0000012311667,0.010884437,0.000003329854,0.000104513056,0.703503,0.007868728,0.24604484],"study_design_scores_gemma":[0.00021977804,0.0000060657844,0.00042645182,0.000003223011,0.0000014283377,2.9114432e-7,0.031457577,0.00053727697,0.00006096161,0.009001955,0.9582109,0.00007413533],"about_ca_topic_score_codex":0.0027974753,"about_ca_topic_score_gemma":0.01914902,"teacher_disagreement_score":0.968206,"about_ca_system_score_codex":0.000062119536,"about_ca_system_score_gemma":0.00021674696,"threshold_uncertainty_score":0.99874896},"labels":[],"label_agreement":null},{"id":"W2089457849","doi":"10.1016/s1499-4046(06)60189-9","title":"Two Internet Diet Analysis Programs","year":2001,"lang":"en","type":"article","venue":"Journal of Nutrition Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Satellite tracking; Marsh; Biology; Interspecific competition; Ecology; Adaptation (eye); Variation (astronomy); Repeatability; Trait; Divergence (linguistics); Consistency (knowledge bases); Predation; Geography; Zoology; Satellite; Statistics; Computer science","score_opus":0.03800662859013031,"score_gpt":0.39119091789492805,"score_spread":0.3531842893047977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089457849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9245575,0.0013447956,0.00302023,0.041687574,0.001264661,0.0003804204,7.6495934e-7,0.00007575548,0.027668267],"genre_scores_gemma":[0.99117637,0.0014744464,0.0061530923,0.00014643371,0.00039797547,0.000023180572,0.00001403056,0.000002964626,0.00061151444],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99922425,0.00015946632,0.00027130058,0.000055031425,0.00019545294,0.000094481016],"domain_scores_gemma":[0.9989857,0.000054499033,0.00032208508,0.00012768676,0.00043153507,0.00007848997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005049466,0.00004100191,0.00011649659,0.00043047918,0.00009036992,0.000048237624,0.00025903346,0.000058195878,0.00037284725],"category_scores_gemma":[0.00016472084,0.000039893974,0.00011251829,0.00090458913,0.00009455324,0.00021901396,0.000011042651,0.00013835194,0.000017154893],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001749525,0.012221155,0.16701634,0.000020030815,0.0005321066,0.000004897022,0.016477978,0.0000064341825,0.00027652498,0.088644214,0.020642778,0.6939826],"study_design_scores_gemma":[0.00049610384,0.00015193992,0.0109356865,0.000049517825,0.00018753253,0.000013948535,0.014730785,0.00009858035,0.000050673334,0.007980032,0.9652199,0.00008525858],"about_ca_topic_score_codex":0.0003881715,"about_ca_topic_score_gemma":0.00095581694,"teacher_disagreement_score":0.94457716,"about_ca_system_score_codex":0.0001222105,"about_ca_system_score_gemma":0.00017082272,"threshold_uncertainty_score":0.4082416},"labels":[],"label_agreement":null},{"id":"W2094396890","doi":"10.1145/1186954.1186977","title":"Realtime interactive multimedia performance","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Multimedia; Interactive media; Human–computer interaction","score_opus":0.025399033933027955,"score_gpt":0.3475954008165525,"score_spread":0.32219636688352454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094396890","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.114793465,0.000042395324,0.0001615621,0.019951755,0.0001370985,0.00015736492,6.389967e-7,0.00043362306,0.86432207],"genre_scores_gemma":[0.9673724,0.00033122074,0.019165477,0.00053848105,0.00012267099,0.000016322985,0.0000025793966,0.0000042824204,0.012446577],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994297,0.00006766465,0.00010859963,0.00009676139,0.0001204194,0.00017683144],"domain_scores_gemma":[0.999446,0.00015157078,0.00004137347,0.00023238357,0.000059863396,0.00006881504],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00025652058,0.000047900783,0.00006612214,0.00006660617,0.00022701704,0.000015133512,0.0003405082,0.00007895229,0.0036117302],"category_scores_gemma":[0.00018579846,0.000044200602,0.000021714075,0.00013702098,0.00021829428,0.0002280519,0.000056546894,0.0001465658,0.0018279203],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008344363,0.000077361765,0.0031617489,9.833666e-7,0.000007880384,2.1655771e-7,0.011798353,0.0000022600857,0.00014102487,0.01793309,0.005286217,0.96158254],"study_design_scores_gemma":[0.00020598345,0.000012873095,0.0035018483,0.000004461419,0.0000022062923,5.273575e-7,0.0017161105,0.009667616,0.0010991034,0.00009817545,0.9836021,0.00008899691],"about_ca_topic_score_codex":0.000708096,"about_ca_topic_score_gemma":0.0027577311,"teacher_disagreement_score":0.9783159,"about_ca_system_score_codex":0.000077220335,"about_ca_system_score_gemma":0.000058156584,"threshold_uncertainty_score":0.9989493},"labels":[],"label_agreement":null},{"id":"W2095247275","doi":"10.1145/1969773.1969801","title":"Terminal mode","year":2010,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nokia (Canada)","funders":"","keywords":"Terminal (telecommunication); Computer science; Mobile device; Automotive industry; Mode (computer interface); Mobile computing; Mobile telephony; Terminal equipment; Embedded system; Human–computer interaction; Computer network; Mobile radio; Operating system; Telecommunications; Engineering","score_opus":0.024512541700016793,"score_gpt":0.3880201592351592,"score_spread":0.3635076175351424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095247275","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18024743,0.0000018998384,0.00013479614,0.00973102,0.00015058216,0.00003319601,1.7349545e-7,0.00016470735,0.8095362],"genre_scores_gemma":[0.9847742,0.0000086765995,0.007433865,0.00018679808,0.00003965479,0.0000038020999,3.9249275e-7,0.0000010918684,0.007551528],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99980164,0.000015007942,0.000031497064,0.000034844164,0.000049481918,0.00006751573],"domain_scores_gemma":[0.9997576,0.000033331326,0.000008733182,0.00015410925,0.00001627529,0.000029934128],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010421644,0.000014384513,0.000020710278,0.000019640353,0.00012718537,0.000009114672,0.00022194655,0.00005545877,0.0026840451],"category_scores_gemma":[0.00010380288,0.00001268718,0.000009078334,0.0000459825,0.0001724277,0.000030602514,0.000023037617,0.00010348231,0.00022468907],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.249739e-7,0.0000132856685,0.0016070725,1.2520461e-7,5.9281996e-7,2.659132e-7,0.0011449314,1.287609e-8,0.0020417727,0.9288996,0.0015419924,0.06475001],"study_design_scores_gemma":[0.000045228204,0.0000020204673,0.0008451244,2.2182155e-7,6.0849516e-7,5.5069563e-7,0.00054655893,0.00023135048,0.00049798284,0.008500978,0.98929816,0.000031180814],"about_ca_topic_score_codex":0.0015137001,"about_ca_topic_score_gemma":0.01921887,"teacher_disagreement_score":0.9877562,"about_ca_system_score_codex":0.0000029668695,"about_ca_system_score_gemma":0.000030884145,"threshold_uncertainty_score":0.99867785},"labels":[],"label_agreement":null},{"id":"W2095882771","doi":"10.1109/mmcs.1998.693649","title":"A generic scheme and sample implementation architecture for graceful service adaptation in multimedia database systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Adaptation (eye); Scheme (mathematics); Quality of service; Multimedia; Presentational and representational acting; Sample (material); Architecture; Service (business); Database; Mobile QoS; Distributed computing; Computer network; Service provider","score_opus":0.1051218675525362,"score_gpt":0.35706508490314814,"score_spread":0.2519432173506119,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095882771","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72767097,0.0029541047,0.19560319,0.05918237,0.000758048,0.007426766,0.00042878915,0.0009191874,0.0050565978],"genre_scores_gemma":[0.8258635,0.00038073567,0.17269182,0.00040009196,0.000057337213,0.00032719102,0.00014986302,0.0000095125,0.000119985],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925053,0.0001116043,0.00017756977,0.00015835447,0.00011856606,0.00018337063],"domain_scores_gemma":[0.9991536,0.00046424483,0.00006938412,0.00018641217,0.00006988582,0.00005644026],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033452487,0.000066267035,0.00009244663,0.00013158224,0.00017454136,0.0000351421,0.0001626885,0.00007254061,0.00024645127],"category_scores_gemma":[0.0002692074,0.000065415115,0.0000125114975,0.00031753068,0.000057921323,0.0001271197,0.000041251926,0.00007712188,0.000009631632],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004557645,0.0003297682,0.02268835,0.00020147879,0.00005056152,0.0000016871526,0.13258901,0.00022955284,0.0054886704,0.094627,0.0049725,0.73877585],"study_design_scores_gemma":[0.0025116885,0.000050147137,0.0020392763,0.000024577923,0.000015293252,0.000001875326,0.07164503,0.6964964,0.0001612314,0.0015714833,0.22516505,0.00031794453],"about_ca_topic_score_codex":0.022921981,"about_ca_topic_score_gemma":0.14852963,"teacher_disagreement_score":0.7384579,"about_ca_system_score_codex":0.00004116148,"about_ca_system_score_gemma":0.000024125864,"threshold_uncertainty_score":0.98358446},"labels":[],"label_agreement":null},{"id":"W2097078150","doi":"10.1109/ccece.1999.804940","title":"Self-guided multimedia courseware system over the Internet","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia; The Internet; World Wide Web; Presentation (obstetrics); Web application","score_opus":0.03153354471609463,"score_gpt":0.32577435373126934,"score_spread":0.2942408090151747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097078150","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018621253,0.00021680153,0.0010019145,0.004379073,0.0006677582,0.0004958164,0.0000014382977,0.0011117694,0.9735042],"genre_scores_gemma":[0.98931664,0.000045178975,0.0044755335,0.0003193537,0.000036932444,0.00003189715,0.0000014599448,0.000006556633,0.0057664393],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99897736,0.00037090312,0.00014598256,0.00011379674,0.00019384951,0.0001981214],"domain_scores_gemma":[0.9991151,0.00027068387,0.000058925634,0.0004198706,0.00007200836,0.00006342461],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000694201,0.00006640738,0.000087076536,0.000038472546,0.00024726253,0.000040274586,0.00057204865,0.00011864944,0.0012599805],"category_scores_gemma":[0.0003180843,0.000044070504,0.00004039486,0.00018540362,0.00022247694,0.000053369014,0.000049456827,0.00014239679,0.0004024163],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.549051e-7,0.000043585693,0.004879343,0.000004626283,0.000023640212,0.0000013207729,0.009582124,1.7376465e-7,0.000010608688,0.9560549,0.027077073,0.0023217106],"study_design_scores_gemma":[0.000298931,0.000006329335,0.0007506133,0.000009146801,0.000011009371,0.0000031065513,0.01626902,0.0030340557,0.00018909523,0.00019188576,0.97913694,0.000099853074],"about_ca_topic_score_codex":0.0015400945,"about_ca_topic_score_gemma":0.0022195287,"teacher_disagreement_score":0.9706954,"about_ca_system_score_codex":0.00009822086,"about_ca_system_score_gemma":0.00010193604,"threshold_uncertainty_score":0.999653},"labels":[],"label_agreement":null},{"id":"W2097308479","doi":"10.1002/meet.2009.1450460119","title":"Media Informatics: Theory, methods, and tools","year":2009,"lang":"en","type":"article","venue":"Proceedings of the American Society for Information Science and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Informatics; Social media; Digital media; Engineering informatics; Data science; New media; Multimedia; World Wide Web; Health informatics; Engineering; Political science","score_opus":0.024736360077193084,"score_gpt":0.3596529095956585,"score_spread":0.3349165495184654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097308479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8819996,0.00018421738,0.0035549963,0.06829895,0.00014457155,0.0014527837,0.00001701676,0.0005429108,0.043804917],"genre_scores_gemma":[0.8715359,0.0006165363,0.12600681,0.001781638,0.0000106363095,0.00003105104,6.356381e-7,0.0000020149785,0.0000147520705],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99903494,0.000006738327,0.00030454574,0.000082453196,0.00029654033,0.00027477168],"domain_scores_gemma":[0.99811494,0.0002533829,0.0005572684,0.00014168896,0.0008741247,0.000058608442],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0037534253,0.0000772989,0.00018158993,0.00024747185,0.0007937994,0.00014512673,0.00087821827,0.00008837491,0.0000015868703],"category_scores_gemma":[0.0047564902,0.000057693265,0.000054388718,0.0022292337,0.0072651,0.0022441908,0.00021815333,0.00014884623,8.7411763e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003056231,0.0000039270362,0.0001831475,0.0000053576073,0.000003649638,4.1851117e-10,0.009369093,1.957042e-8,0.0011703589,0.5427266,0.00020007264,0.44633472],"study_design_scores_gemma":[0.00057042367,0.00021505372,0.0047041895,0.00003297133,0.00004124444,0.000008006761,0.3939081,0.001131131,0.015482519,0.24880795,0.3348165,0.0002819071],"about_ca_topic_score_codex":0.000015270183,"about_ca_topic_score_gemma":0.000001775133,"teacher_disagreement_score":0.44605282,"about_ca_system_score_codex":0.00004958257,"about_ca_system_score_gemma":0.00016007214,"threshold_uncertainty_score":0.99543655},"labels":[],"label_agreement":null},{"id":"W2097928083","doi":"10.1007/3-540-45512-4_1","title":"Panel Discussion: How Will Media Distribution Work in the Internet?","year":2001,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Provisioning; The Internet; Multimedia; Work (physics); Video streaming; Minor (academic); World Wide Web; Panel discussion; Internet traffic; Computer network","score_opus":0.04007506912388005,"score_gpt":0.28539574087608405,"score_spread":0.245320671752204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097928083","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00045805887,0.0006732378,0.8669123,0.11281748,0.0021819547,0.0007893223,0.000011485253,0.00019209064,0.015964044],"genre_scores_gemma":[0.99231654,0.00042474933,0.00484541,0.0009099946,0.00048703974,0.00001935249,0.000041656607,0.000013099213,0.00094214786],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.997848,0.0001626519,0.00025695382,0.00053005567,0.00075259025,0.0004497679],"domain_scores_gemma":[0.99794465,0.0008769376,0.00017405073,0.0008340078,0.0000908257,0.00007950665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014918114,0.0002301754,0.0002616271,0.00026711274,0.0002923388,0.00025177092,0.0030663572,0.00044149935,0.000112739304],"category_scores_gemma":[0.00060797425,0.00013709495,0.000071665134,0.00085275125,0.0023547332,0.00022377002,0.00048482968,0.0010524199,0.000024486328],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007689627,0.000036038753,0.0009045364,0.000003977714,0.0000031244053,0.000028910159,0.0168973,0.00007477546,0.0000017542137,0.05446925,0.00033170165,0.92724097],"study_design_scores_gemma":[0.00048379044,0.000073749085,0.004294167,0.0007534475,0.000014997321,0.000021424474,0.00009763577,0.00733139,0.00003313267,0.24772887,0.7382802,0.0008872152],"about_ca_topic_score_codex":0.000188033,"about_ca_topic_score_gemma":0.0054210667,"teacher_disagreement_score":0.9918585,"about_ca_system_score_codex":0.00031961992,"about_ca_system_score_gemma":0.00023676397,"threshold_uncertainty_score":0.8676112},"labels":[],"label_agreement":null},{"id":"W2098003160","doi":"10.1109/ithet.2005.1560260","title":"An API for the Discovery of Educational Content on the Brazilian Digital TV","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Multimedia; Architecture; World Wide Web; Work (physics); Digital television; Digital content; Digital library; Telecommunications; Data science; Engineering","score_opus":0.06902263229674778,"score_gpt":0.3622394909602295,"score_spread":0.29321685866348174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098003160","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16373557,0.00008983376,0.0007394009,0.67249364,0.00016217455,0.0006444189,0.000026447675,0.000041534804,0.16206701],"genre_scores_gemma":[0.9914739,0.000027336375,0.0002148511,0.0009855663,0.00009250919,0.000044729717,0.000005613003,0.0000021842775,0.007153306],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996538,0.000031239862,0.000084100684,0.000055182736,0.000099157456,0.00007649197],"domain_scores_gemma":[0.9983459,0.0012711793,0.00003984751,0.00028036308,0.00004594497,0.000016731128],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020781373,0.000029534489,0.000037296704,0.0000145169615,0.00025563705,0.000052201165,0.000487166,0.000029103605,0.00045030922],"category_scores_gemma":[0.00036512702,0.000014643025,0.000034910237,0.000054220884,0.00035871685,0.00016086339,0.000019970108,0.000045765366,0.000022945695],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000458233,0.00010030525,0.00091387396,2.7934036e-7,0.000006046213,1.4230251e-9,0.0011909675,0.0000015374197,0.000054768632,0.96251243,0.0034273956,0.031787805],"study_design_scores_gemma":[0.00035897468,0.000096365045,0.018706296,0.000007834381,0.0000097122675,2.6437016e-7,0.030582482,0.0014745882,0.0014858561,0.02226666,0.924885,0.00012598894],"about_ca_topic_score_codex":0.00035263898,"about_ca_topic_score_gemma":0.0028262185,"teacher_disagreement_score":0.94024575,"about_ca_system_score_codex":0.000019192896,"about_ca_system_score_gemma":0.00007860871,"threshold_uncertainty_score":0.49305704},"labels":[],"label_agreement":null},{"id":"W2098345602","doi":"10.1109/icsmc.2009.5346236","title":"Providing adaptive support in computer supported collaboration environments","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Cyberspace; Presentation (obstetrics); Domain (mathematical analysis); Human–computer interaction; User modeling; Multimedia; Cognition; World Wide Web; Order (exchange); The Internet; User interface","score_opus":0.02810746643015122,"score_gpt":0.3182906316899443,"score_spread":0.2901831652597931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098345602","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3920477,0.000047874433,0.036608547,0.082664095,0.00050701277,0.0024621945,0.000006582878,0.00076067896,0.48489532],"genre_scores_gemma":[0.9898078,0.000040964173,0.008069013,0.0006216848,0.000024083694,0.00000865201,0.000010917758,0.0000021446788,0.0014147764],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993642,0.00010114315,0.000137915,0.000112658556,0.00013269536,0.00015139952],"domain_scores_gemma":[0.9997145,0.000035567085,0.00004594938,0.00014797418,0.000015221533,0.0000407705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027643892,0.00004635473,0.00007255486,0.00008646245,0.0001084132,0.000019983636,0.00017968063,0.00008860695,0.0005490061],"category_scores_gemma":[0.000031633168,0.000047402802,0.000011646774,0.0002457279,0.00008304658,0.00015907745,0.00002216163,0.000079016725,0.00009071468],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050871782,0.00084657467,0.03902469,0.0000017762575,0.000017849812,0.000020169293,0.043920446,0.00005925394,0.004009625,0.42673722,0.01101411,0.47429743],"study_design_scores_gemma":[0.0028651848,0.00073147786,0.14614384,0.000022185292,0.000015119641,0.0000016351653,0.018601833,0.019821439,0.0050799516,0.014617598,0.7913404,0.0007593241],"about_ca_topic_score_codex":0.00023936729,"about_ca_topic_score_gemma":0.002180237,"teacher_disagreement_score":0.7803263,"about_ca_system_score_codex":0.00010141659,"about_ca_system_score_gemma":0.00008539427,"threshold_uncertainty_score":0.60112315},"labels":[],"label_agreement":null},{"id":"W2098756960","doi":"10.1109/aiccsa.2003.1227464","title":"A lightweight multi-session synchronous multimedia collaborative environment","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Java; Session (web analytics); Multimedia; Client; Synchronization (alternating current); Latency (audio); Software; Server-side; Operating system; Computer network; Server; World Wide Web; Telecommunications","score_opus":0.020531944428563584,"score_gpt":0.3095858554643058,"score_spread":0.2890539110357422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098756960","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.140116,0.0041984553,0.14841615,0.12786922,0.0021841817,0.0058646887,0.00004965617,0.0041770036,0.56712466],"genre_scores_gemma":[0.8788328,0.0012505725,0.11729886,0.00027343948,0.000058921432,0.000081225415,0.000009867793,0.0000110996825,0.0021832013],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989317,0.00013999839,0.00018577956,0.00021886967,0.00024657726,0.00027704716],"domain_scores_gemma":[0.99923223,0.00010748016,0.000081369966,0.00037684108,0.000052552194,0.00014951298],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00025173207,0.00010972754,0.00013843011,0.00008954908,0.00051088235,0.000029197301,0.00041552846,0.00019348673,0.0019666702],"category_scores_gemma":[0.00016523075,0.00009407888,0.0000381297,0.00024704903,0.000507655,0.00013457339,0.00011073123,0.00016314027,0.0011867421],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007110481,0.0044773645,0.0064111208,0.000018418925,0.0001723473,0.00005865601,0.19336498,0.0002941055,0.014390582,0.47742754,0.0038282347,0.29948553],"study_design_scores_gemma":[0.0035557405,0.0001118745,0.0027148183,0.00003641322,0.000021231894,0.0000017387745,0.017608741,0.0010034515,0.011966946,0.0026644408,0.9597916,0.0005230188],"about_ca_topic_score_codex":0.0011527156,"about_ca_topic_score_gemma":0.0025834779,"teacher_disagreement_score":0.9559634,"about_ca_system_score_codex":0.00029943718,"about_ca_system_score_gemma":0.0002449901,"threshold_uncertainty_score":0.99959093},"labels":[],"label_agreement":null},{"id":"W2100068250","doi":"10.1109/wpmc.2002.1088292","title":"Multimedia broadcasting using digital television terrestrial transmission systems","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Broadcasting (networking); Computer science; Transmission (telecommunications); Terrestrial television; Digital television; Digital broadcasting; Multimedia; Wireless; Telecommunications; Wireless transmission; Digital audio broadcasting; Digital multimedia broadcasting; Digital terrestrial television; Computer network","score_opus":0.06984278495645879,"score_gpt":0.3446847028916943,"score_spread":0.2748419179352355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100068250","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44293547,0.001104244,0.08972137,0.0010496995,0.0023673135,0.0013768545,0.000004229894,0.0013326787,0.46010816],"genre_scores_gemma":[0.9901592,0.00005801157,0.0089491485,0.000016329559,0.00009208167,0.000004243749,0.0000028243926,0.000009007131,0.0007091547],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887556,0.00020928629,0.00023483054,0.00015800203,0.00027000072,0.00025233303],"domain_scores_gemma":[0.9992714,0.00027901016,0.00007510772,0.00021315299,0.000036620764,0.00012470322],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005017299,0.0000841178,0.00012697827,0.000091327296,0.000721236,0.00012361362,0.00027783847,0.0001683583,0.00023968167],"category_scores_gemma":[0.0008210866,0.00007353541,0.000047138983,0.00024101234,0.00017134874,0.00023687414,0.00005523349,0.00014287976,0.00003912718],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028464527,0.00025811302,0.010714225,0.000015814157,0.000026733956,0.000008485016,0.012070986,0.00013681255,0.004535147,0.038661916,0.00055157015,0.93299174],"study_design_scores_gemma":[0.0015749696,0.00004183885,0.00011534898,0.000110876696,0.000016637634,0.000012020243,0.010112169,0.090237536,0.0006617801,0.00071994035,0.8959788,0.0004180997],"about_ca_topic_score_codex":0.00141763,"about_ca_topic_score_gemma":0.00004319696,"teacher_disagreement_score":0.9325736,"about_ca_system_score_codex":0.000063108,"about_ca_system_score_gemma":0.00011074936,"threshold_uncertainty_score":0.5547237},"labels":[],"label_agreement":null},{"id":"W2101239843","doi":"10.21083/nrsc.v0i8.3140","title":"Improviser dans l’espace numérique: des enjeux pour les acteurs de la scène éducative","year":2015,"lang":"fr","type":"article","venue":"Nouvelle Revue Synergies Canada","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Humanities; Improvisation; Political science; Philosophy; Art","score_opus":0.03862153305860701,"score_gpt":0.30140732439849127,"score_spread":0.2627857913398843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101239843","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6323845,0.0127075575,0.0005360719,0.10394011,0.0021727174,0.0004489735,0.000093870556,0.00022675937,0.24748948],"genre_scores_gemma":[0.90510195,0.0048659267,0.0053015165,0.00023001789,0.000350487,0.000059652382,0.000014068282,0.00004499734,0.08403138],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99703604,0.0012071282,0.00032541383,0.00036428616,0.00032925513,0.00073787],"domain_scores_gemma":[0.99722266,0.0009469739,0.0002482666,0.00067631394,0.00038402365,0.0005217777],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00086226757,0.00029251355,0.00036335873,0.00009286139,0.0006103573,0.00007284353,0.0011136689,0.00047663948,0.0005124593],"category_scores_gemma":[0.002081328,0.0003231397,0.00009004581,0.0006390647,0.0021226082,0.00019421986,0.00026684915,0.0006279494,0.000037769412],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006412209,0.00047778414,0.01868216,0.00033325443,0.00028630724,0.00015311305,0.36733955,0.00046653175,0.0014529264,0.20257303,0.23087704,0.17729418],"study_design_scores_gemma":[0.00031761965,0.000037787486,0.0013078799,0.0001164438,0.000024021087,0.000027525262,0.34290552,0.00044609114,0.0009235073,0.0025802797,0.65098244,0.00033089815],"about_ca_topic_score_codex":0.93648404,"about_ca_topic_score_gemma":0.98126256,"teacher_disagreement_score":0.42010537,"about_ca_system_score_codex":0.002575718,"about_ca_system_score_gemma":0.011444084,"threshold_uncertainty_score":0.99992204},"labels":[],"label_agreement":null},{"id":"W2103009725","doi":"10.19173/irrodl.v6i3.274","title":"Audio/ Videoconferencing Packages: Low cost","year":2006,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Voice over IP; Videoconferencing; Asynchronous communication; Multimedia; Teleconference; The Internet; CLARITY; Distance education; Asynchronous learning; Software; Quality (philosophy); World Wide Web; Telecommunications; Teaching method; Synchronous learning; Cooperative learning","score_opus":0.11858962100403467,"score_gpt":0.49087262173879104,"score_spread":0.3722830007347564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103009725","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07844321,0.030992096,0.0013281065,0.24710605,0.00023445014,0.003704861,0.00006516277,0.00009971465,0.63802636],"genre_scores_gemma":[0.9581646,0.040727336,0.00010303813,0.00011407453,0.00003708267,0.00007566938,0.000076619566,0.0000033087588,0.00069832464],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99810463,0.0008494303,0.0002527471,0.00012274178,0.00047903534,0.00019143667],"domain_scores_gemma":[0.9981395,0.0012114812,0.00010731322,0.00018320935,0.0003222497,0.000036225076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006658944,0.000047432633,0.00014175268,0.00009447862,0.0003096951,0.000117582225,0.0013073923,0.000042488813,0.00046846876],"category_scores_gemma":[0.004024342,0.000035662317,0.000024600855,0.00042455172,0.00045351812,0.00012931763,0.0005574129,0.0004914618,0.000022098016],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038996346,0.00018538015,0.09845955,0.0004979268,0.000028150738,0.000009618955,0.0008115115,0.0000335255,0.00015727397,0.69967526,0.012850178,0.18725266],"study_design_scores_gemma":[0.0005543263,0.00002054224,0.015101827,0.0055960435,0.0000042082256,0.0000026496089,0.0075499825,0.0007825977,0.00011948707,0.0116214715,0.95854294,0.000103940096],"about_ca_topic_score_codex":0.009025522,"about_ca_topic_score_gemma":0.0015865556,"teacher_disagreement_score":0.9456927,"about_ca_system_score_codex":0.000109802764,"about_ca_system_score_gemma":0.0002164972,"threshold_uncertainty_score":0.99757344},"labels":[],"label_agreement":null},{"id":"W2103417187","doi":"10.1145/2658537.2662411","title":"DIY game console development","year":2014,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Video game development; Game programming; Game Developer; Entertainment; Computer science; Video game design; Game design; Simple (philosophy); Multimedia; Video game; Game mechanics; Emergent gameplay; Human–computer interaction; Software; Game art design; Game testing; Game design document; Turns, rounds and time-keeping systems in games; Operating system; Visual arts","score_opus":0.028861616159478902,"score_gpt":0.33122444502651693,"score_spread":0.302362828867038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103417187","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030676605,0.000017823739,0.0059251213,0.008727231,0.0000923261,0.00006821208,5.8209142e-8,0.00028425275,0.9542084],"genre_scores_gemma":[0.9764195,0.00001713137,0.013279878,0.0005218789,0.000017266339,0.000008349074,8.738383e-7,0.0000016964381,0.009733435],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996433,0.00006296702,0.0000641568,0.000053229334,0.00007651992,0.0000997888],"domain_scores_gemma":[0.9997062,0.00009234189,0.000016989692,0.00011958262,0.000024880766,0.000039972336],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002956983,0.00002361285,0.000039807794,0.000024916728,0.00014121481,0.00001105471,0.00019392114,0.000045636672,0.0013124403],"category_scores_gemma":[0.0001899922,0.000021088716,0.000008329075,0.00006298267,0.00014783064,0.000022101614,0.00004185824,0.00004237348,0.000654837],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.387817e-7,0.00002316458,0.0027371172,6.0011155e-7,0.0000030671097,5.879576e-8,0.0043279654,5.1875535e-8,0.00005352506,0.70208734,0.0026181254,0.28814846],"study_design_scores_gemma":[0.000065374494,0.0000021708804,0.0014292755,9.777605e-7,4.2000065e-7,5.681131e-8,0.00067058165,0.000074110816,0.00043717463,0.0012812079,0.99600327,0.000035354486],"about_ca_topic_score_codex":0.00024182019,"about_ca_topic_score_gemma":0.0028236997,"teacher_disagreement_score":0.9933852,"about_ca_system_score_codex":0.00001782377,"about_ca_system_score_gemma":0.00005654269,"threshold_uncertainty_score":0.99960047},"labels":[],"label_agreement":null},{"id":"W2104464824","doi":"10.1007/s10586-014-0349-0","title":"Recent trends in interactive multimedia computing for industry","year":2014,"lang":"en","type":"article","venue":"Cluster Computing","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Multimedia; Interactive media; Human–computer interaction","score_opus":0.04951955399076109,"score_gpt":0.38102367480029126,"score_spread":0.3315041208095302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104464824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8421619,0.00011929908,0.05454319,0.02487791,0.0022704545,0.00080748193,0.0000033756446,0.0006641696,0.07455222],"genre_scores_gemma":[0.9790814,0.000009072878,0.019656362,0.000692936,0.00031611926,0.0000067641954,0.0000134601805,0.000012944578,0.0002109548],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99857605,0.00035885107,0.00031313888,0.0002458925,0.00012702521,0.00037903903],"domain_scores_gemma":[0.99803,0.0013598864,0.00017182837,0.00025260536,0.000104695384,0.000081005885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012874097,0.0001070547,0.00019710469,0.0002747004,0.0003322849,0.000048303133,0.00047261742,0.00029547667,0.00007280834],"category_scores_gemma":[0.00104953,0.00011621429,0.000049957147,0.00043663505,0.00015984724,0.00008134172,0.0002487387,0.0005754304,0.000014902782],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000105479985,0.000055824166,0.011041776,0.000003593043,0.000006926563,2.7396777e-7,0.015851298,0.00017610607,0.00002101966,0.0013953998,0.0006896224,0.9707476],"study_design_scores_gemma":[0.0015224034,0.000038641774,0.015184607,0.00009133069,0.0000064644746,0.0000012536241,0.0045510787,0.77768356,0.00009029765,0.00042022538,0.20016636,0.00024380161],"about_ca_topic_score_codex":0.00028233,"about_ca_topic_score_gemma":0.0012841452,"teacher_disagreement_score":0.9705038,"about_ca_system_score_codex":0.0001791319,"about_ca_system_score_gemma":0.00003881677,"threshold_uncertainty_score":0.4739081},"labels":[],"label_agreement":null},{"id":"W2105327367","doi":"10.1109/ism.2008.44","title":"Distributed Image Processing for Automated Lecture Capture Post-Production","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Software deployment; Video processing; Image processing; Face (sociological concept); Cost reduction; Production (economics); Reduction (mathematics); Facial recognition system; Artificial intelligence; Multimedia; Computer vision; Image (mathematics); Real-time computing; Software engineering; Feature extraction","score_opus":0.02697512944243366,"score_gpt":0.32733618608230275,"score_spread":0.3003610566398691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105327367","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36709666,0.0013913081,0.13239008,0.4057147,0.0016251166,0.0041630846,0.0001500864,0.023232996,0.064235955],"genre_scores_gemma":[0.9807564,0.000043423024,0.017596485,0.00025588772,0.00007343671,0.00003834286,0.00011981776,0.000007042042,0.0011091412],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99942166,0.000047729747,0.000103213664,0.0001417161,0.00010577402,0.00017992005],"domain_scores_gemma":[0.99934065,0.00003911468,0.00005513263,0.00018488542,0.00033736575,0.000042845695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015055205,0.000060577873,0.0000814042,0.00004873181,0.0008081819,0.000021027092,0.00021493367,0.00014785602,0.00012034892],"category_scores_gemma":[0.0008661382,0.000052591564,0.00003127207,0.00028794454,0.00030103992,0.00013941502,0.000021621945,0.00010137637,0.000017651002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025064024,0.0011757232,0.0050519668,0.00018647648,0.00013401435,0.00001838685,0.12400028,0.00014141583,0.1291924,0.051599383,0.4984464,0.1898029],"study_design_scores_gemma":[0.0014422644,0.000094763986,0.009625528,0.000035968696,0.000045642755,0.000050401864,0.015732223,0.032495942,0.017855145,0.003503626,0.9183175,0.00080097857],"about_ca_topic_score_codex":0.0005931349,"about_ca_topic_score_gemma":0.0013290589,"teacher_disagreement_score":0.61365974,"about_ca_system_score_codex":0.000052080213,"about_ca_system_score_gemma":0.00015274464,"threshold_uncertainty_score":0.62159634},"labels":[],"label_agreement":null},{"id":"W2106356612","doi":"10.1109/ipcc.2009.5208725","title":"Principles for creating good information representation","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McGill University","keywords":"Representation (politics); Computer science; Focus (optics); Pace; The Internet; Fidelity; Meaning (existential); Information retrieval; World Wide Web; Human–computer interaction; Psychology","score_opus":0.07400090543361289,"score_gpt":0.3949278311003774,"score_spread":0.3209269256667645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106356612","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013255635,0.000008617927,0.02064249,0.015086237,0.000052092073,0.00037402564,9.451917e-7,0.00030109216,0.9502789],"genre_scores_gemma":[0.9622407,0.00003258037,0.035220057,0.00044618163,0.000033151355,0.0000233936,0.000019353563,9.3050926e-7,0.0019836437],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99964386,0.000027406002,0.00012902236,0.00003810234,0.00007774132,0.0000838949],"domain_scores_gemma":[0.9995892,0.00012004757,0.000065931315,0.00012706677,0.00007589995,0.000021866794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028166038,0.000023505167,0.000037182937,0.000046820944,0.00027765852,0.000036862843,0.00013561605,0.000050627015,0.00008635227],"category_scores_gemma":[0.00082678825,0.000022561831,0.000018422481,0.00010714874,0.00003340111,0.00033963684,0.000010013425,0.000029794057,0.000023843526],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002089201,0.000008675758,0.00064569234,6.089192e-7,0.0000010599096,6.3596857e-9,0.003801603,0.000003692895,0.000053513973,0.8699463,0.00022367547,0.12531309],"study_design_scores_gemma":[0.00038866437,0.000042295374,0.009032171,0.000004935748,0.0000043941777,2.039951e-7,0.010298226,0.0047373697,0.0016612691,0.015359871,0.9583818,0.0000888229],"about_ca_topic_score_codex":0.00027902448,"about_ca_topic_score_gemma":0.0003420783,"teacher_disagreement_score":0.9581581,"about_ca_system_score_codex":0.00002308458,"about_ca_system_score_gemma":0.00003114064,"threshold_uncertainty_score":0.21355529},"labels":[],"label_agreement":null},{"id":"W2107154908","doi":"10.1109/ccece.2004.1345278","title":"A framework for repurposing multimedia content","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Repurposing; Transcoding; Multimedia; Metadata; World Wide Web; Service (business); The Internet; Mobile device; Computer network","score_opus":0.15876557283641454,"score_gpt":0.40456405771788856,"score_spread":0.24579848488147402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107154908","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034498185,0.0006140849,0.7404679,0.11343061,0.0011209907,0.0020152137,0.000005400247,0.0015095928,0.10633801],"genre_scores_gemma":[0.52741617,0.00009369041,0.4709566,0.0007147951,0.00006829797,0.000069977934,0.0000021051196,0.0000049392033,0.0006734493],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994849,0.00002720648,0.00011235707,0.00010291026,0.00009355122,0.00017906362],"domain_scores_gemma":[0.999268,0.00031303754,0.00004218078,0.00023605634,0.000077198994,0.00006353814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002760146,0.000042583248,0.0000746473,0.000040561445,0.00030276607,0.000023594705,0.00026235986,0.00013693918,0.00017640147],"category_scores_gemma":[0.0015159922,0.00003920932,0.000043988992,0.00011075091,0.00021380786,0.000052469488,0.000030442316,0.000095573494,0.000051903247],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039199144,0.000036615616,0.0001835979,0.0000010115309,0.0000048724005,2.0506627e-7,0.004113874,8.3852177e-7,0.00015721422,0.9557815,0.00010723739,0.03960908],"study_design_scores_gemma":[0.0011765272,0.000053655996,0.00048493466,0.000043282667,0.000011282299,8.031822e-7,0.012685363,0.00022764751,0.0035644674,0.44521466,0.5363267,0.00021067202],"about_ca_topic_score_codex":0.0013241373,"about_ca_topic_score_gemma":0.0015913639,"teacher_disagreement_score":0.5362195,"about_ca_system_score_codex":0.00006955925,"about_ca_system_score_gemma":0.00008456148,"threshold_uncertainty_score":0.23286624},"labels":[],"label_agreement":null},{"id":"W2109333846","doi":"10.1109/isccsp.2008.4537457","title":"DVB-MHP iTV to Blu-ray system information transcoding","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transcoding; Digital Video Broadcasting; Computer science; Digital television; Interactive television; High-definition television; Multimedia; Telecommunications; Computer network","score_opus":0.043335765941590554,"score_gpt":0.3039228583226671,"score_spread":0.2605870923810765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109333846","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.094034314,0.000021824188,0.018077098,0.015535928,0.0002876824,0.00042477652,0.0000021501905,0.00097424205,0.870642],"genre_scores_gemma":[0.9940072,0.00005286445,0.004365893,0.0005027347,0.000028287,0.000022012931,0.0000029600835,0.0000022201807,0.0010158737],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999408,0.000059570597,0.00016108809,0.00005385711,0.00016643957,0.00015102475],"domain_scores_gemma":[0.99956053,0.000060302893,0.000033702214,0.00020151297,0.000064104584,0.000079845966],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027704713,0.000043546017,0.000074136406,0.00011259453,0.00044543028,0.000020753816,0.00031153194,0.00008580017,0.00028232145],"category_scores_gemma":[0.00010590659,0.000040696123,0.00002656878,0.00026974198,0.00008373323,0.00027298342,0.000022900285,0.000072392424,0.00083727913],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009158111,0.00003281797,0.002162369,0.000020676844,0.000013049829,0.0000015817049,0.09345636,0.000024220175,0.00038627835,0.84500366,0.009261154,0.04962867],"study_design_scores_gemma":[0.00023883505,0.00001752573,0.0016580162,0.000015779806,0.0000033634271,0.0000028554182,0.02052128,0.0007005589,0.00048117025,0.000055294862,0.97617465,0.0001306487],"about_ca_topic_score_codex":0.0013679174,"about_ca_topic_score_gemma":0.00085305836,"teacher_disagreement_score":0.9669135,"about_ca_system_score_codex":0.00007589136,"about_ca_system_score_gemma":0.000061730985,"threshold_uncertainty_score":0.9999407},"labels":[],"label_agreement":null},{"id":"W2109716649","doi":"10.1145/1085777.1085860","title":"Using cascade method for table access on small devices","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Table (database); Cascade; Mobile device; Data access; Web application; The Internet; Column (typography); Internet access; Computer network; Wireless; Database; World Wide Web; Telecommunications; Engineering","score_opus":0.2840929498205679,"score_gpt":0.5108217384502243,"score_spread":0.2267287886296564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109716649","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046656683,0.00023992232,0.27960044,0.048749745,0.00029103886,0.0010032589,0.000006518019,0.0006469742,0.6228054],"genre_scores_gemma":[0.3317865,0.00004294473,0.66088307,0.002457923,0.00015662638,0.000034159853,0.000002145738,0.000007842662,0.0046287826],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994484,0.0000877189,0.000098402445,0.00011049563,0.000074042146,0.00018092511],"domain_scores_gemma":[0.9992789,0.0003834102,0.00004915274,0.00019131054,0.000052998617,0.00004424717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053633045,0.000046285968,0.000079014906,0.00006407452,0.00034704676,0.00005756998,0.0005325656,0.00010039845,0.000446383],"category_scores_gemma":[0.00020800708,0.000041028485,0.000026065583,0.00016919142,0.000058214504,0.00012902987,0.00006308935,0.00006944463,0.000022233311],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013738605,0.00012352473,0.001119583,0.000008334534,0.000022391621,2.049293e-7,0.0030014855,0.00023470796,0.0010609786,0.5741811,0.0027119687,0.41752198],"study_design_scores_gemma":[0.00019195509,0.000009634767,0.000105239626,0.0000051031784,0.0000076672495,2.956288e-7,0.0011287103,0.02308831,0.0064600958,0.0015791776,0.9673348,0.00008899964],"about_ca_topic_score_codex":0.0060831695,"about_ca_topic_score_gemma":0.037366357,"teacher_disagreement_score":0.96462286,"about_ca_system_score_codex":0.00005605457,"about_ca_system_score_gemma":0.000072701616,"threshold_uncertainty_score":0.9801992},"labels":[],"label_agreement":null},{"id":"W2110146063","doi":"10.1109/pacrim.1997.619912","title":"Padma: an architecture for adaptive multimedia systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Adaptation (eye); Computer science; Architecture; Session (web analytics); Multimedia; Resource (disambiguation); Quality (philosophy); Adaptive system; Resource management (computing); Systems architecture; Distributed computing; Computer network; World Wide Web; Artificial intelligence","score_opus":0.08840065122530766,"score_gpt":0.3344923111369158,"score_spread":0.24609165991160814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110146063","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015776396,0.0022557003,0.111747436,0.044031918,0.0021606737,0.0050314562,0.00006509448,0.0033061623,0.8156252],"genre_scores_gemma":[0.95702225,0.000085266496,0.03537187,0.00019929804,0.00017348335,0.00015593505,0.0000063739803,0.000009404795,0.0069761146],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992624,0.00013817029,0.000115305396,0.00014203395,0.00012505944,0.00021701287],"domain_scores_gemma":[0.9991578,0.00030327556,0.000046047353,0.0003049119,0.000080745864,0.000107207416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002542942,0.000064432985,0.000103434395,0.00006710968,0.00030743584,0.000029931207,0.0004039914,0.00014510668,0.00058305264],"category_scores_gemma":[0.00023975303,0.000055346045,0.000035768706,0.00012656032,0.00022851255,0.00007370082,0.000026711328,0.0001097259,0.000098083394],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017471808,0.00030160075,0.0004078037,0.000008887008,0.000036443314,0.0000012690515,0.037454482,0.00003060286,0.0002354586,0.48734957,0.018109381,0.45604703],"study_design_scores_gemma":[0.00051009055,0.00010172503,0.00009609742,0.0000063135085,0.000008267956,0.0000010327669,0.011244239,0.098278046,0.000056722074,0.001959937,0.8875642,0.00017336832],"about_ca_topic_score_codex":0.0014015569,"about_ca_topic_score_gemma":0.004539232,"teacher_disagreement_score":0.94124585,"about_ca_system_score_codex":0.0000313389,"about_ca_system_score_gemma":0.000017928272,"threshold_uncertainty_score":0.63840175},"labels":[],"label_agreement":null},{"id":"W2110284724","doi":"10.1109/jproc.2005.861000","title":"Overview of Digital Television Development Worldwide","year":2006,"lang":"en","type":"article","venue":"Proceedings of the IEEE","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":123,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Digital television; Focus (optics); Perspective (graphical); Telecommunications; Computer science; Terrestrial television; Multimedia; Internet television; Interactive television; Digital broadcasting; Artificial intelligence","score_opus":0.04275035653781263,"score_gpt":0.310235469224499,"score_spread":0.2674851126866864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110284724","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9008961,0.0002772411,0.0000053952444,0.002349908,0.00008662307,0.00015461205,8.689089e-7,0.00004628007,0.09618297],"genre_scores_gemma":[0.9976314,0.00006887328,0.0010769271,0.000020637124,0.00002232615,0.00000480954,2.1853923e-7,0.000003446803,0.0011714059],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994035,0.0000036928075,0.00019314043,0.00006490997,0.00023606578,0.00009873988],"domain_scores_gemma":[0.9995398,0.000042870473,0.00018394554,0.00007594953,0.00014237213,0.000015089241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002591453,0.00004280361,0.000093358765,0.000045262957,0.00017502757,0.0000142192275,0.00061548024,0.000046084053,0.00002343687],"category_scores_gemma":[0.00015391417,0.000031322554,0.000039269922,0.00027158484,0.0002164301,0.000106269596,0.00019920412,0.00006044723,0.000005465835],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029486775,0.0005420691,0.31408352,0.00026067978,0.000045819474,1.0836014e-7,0.013856249,0.000002033445,0.02740723,0.4089903,0.019018235,0.21576425],"study_design_scores_gemma":[0.00056787074,0.000028624743,0.06537194,0.00042764252,0.000024028186,0.0000012713673,0.0023620103,0.000040569124,0.24965505,0.057964947,0.6232606,0.00029542317],"about_ca_topic_score_codex":0.00018428515,"about_ca_topic_score_gemma":0.00009505801,"teacher_disagreement_score":0.6042424,"about_ca_system_score_codex":0.000029309658,"about_ca_system_score_gemma":0.000042907348,"threshold_uncertainty_score":0.13461883},"labels":[],"label_agreement":null},{"id":"W2111437294","doi":"10.1109/icsmc.1997.635282","title":"Effective use of multimedia for presentations","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Presentation (obstetrics); Software portability; Multimedia; Computer science; Hyperlink; Software; Entertainment; Non-linear editing system; World Wide Web; Video capture; Video processing; Smacker video; Artificial intelligence; Web page; Operating system","score_opus":0.12232568876155371,"score_gpt":0.3898217537218514,"score_spread":0.2674960649602977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111437294","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21434353,0.000513734,0.0770517,0.052063953,0.0011789504,0.010586158,0.00009118721,0.0014744422,0.6426963],"genre_scores_gemma":[0.9587896,0.00008245291,0.03479915,0.00006424822,0.000020219983,0.00014322664,0.0000029049645,0.000002995861,0.006095235],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996572,0.00006622726,0.00007733883,0.0000541501,0.00006400387,0.000081088365],"domain_scores_gemma":[0.99844885,0.0012542331,0.00003594983,0.00014364874,0.00008931837,0.000027974613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009473791,0.000024807112,0.000054605698,0.00004869963,0.00011351883,0.000007655659,0.00012995573,0.000051816973,0.00079017936],"category_scores_gemma":[0.0011143117,0.000023110877,0.00003017051,0.00011595451,0.00021505094,0.00008799168,0.000018393435,0.00003152481,0.000029449118],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010706828,0.00042531488,0.01768539,0.000011164871,0.000053626307,1.6980289e-7,0.032452032,0.000007807034,0.0012343434,0.44634166,0.061776906,0.44000086],"study_design_scores_gemma":[0.00082776084,0.000054089316,0.008374991,0.0000048840393,0.000017951128,1.3005952e-7,0.0028633652,0.028526276,0.0035968705,0.0024323452,0.9531824,0.00011895631],"about_ca_topic_score_codex":0.0009851165,"about_ca_topic_score_gemma":0.0015228103,"teacher_disagreement_score":0.89140546,"about_ca_system_score_codex":0.000008665577,"about_ca_system_score_gemma":0.0000067672363,"threshold_uncertainty_score":0.865191},"labels":[],"label_agreement":null},{"id":"W2113234775","doi":"10.1109/tmc.2010.173","title":"Flexible Broadcasting of Scalable Video Streams to Heterogeneous Mobile Devices","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Scalability; Testbed; Broadcasting (networking); Mobile device; Computer network; Scalable Video Coding; Energy consumption; Channel (broadcasting); Efficient energy use; Bitstream; Real-time computing; Decoding methods; Telecommunications","score_opus":0.02226645719882147,"score_gpt":0.327763971506339,"score_spread":0.30549751430751754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113234775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8815002,0.00005015225,0.112152725,0.00014475135,0.00085192395,0.00066039676,0.0000099670515,0.00044385905,0.004186015],"genre_scores_gemma":[0.9882692,0.000021999324,0.01122278,0.00009719289,0.000070208196,0.00008823257,0.0000012518262,0.000019493993,0.00020965257],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986028,0.00011856083,0.00036474623,0.00028871352,0.0002590243,0.00036612668],"domain_scores_gemma":[0.9985034,0.000520914,0.00013976597,0.0005119801,0.00016461078,0.00015933519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005076295,0.00013831841,0.00022475825,0.00023343305,0.000742496,0.000049190778,0.0005848721,0.00017637236,0.00042846595],"category_scores_gemma":[0.000039766877,0.00015133095,0.00010200367,0.00061014696,0.00023305854,0.00009208386,0.000009899971,0.00044012966,0.0000930098],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013361235,0.00031416622,0.00030681436,0.000018388746,0.000027740576,0.0000015162559,0.0044363923,0.07381706,0.017075274,0.00018383245,0.000029318227,0.90377617],"study_design_scores_gemma":[0.0016491843,0.0011212368,0.00036390184,0.0003777692,0.00011191851,0.000041665477,0.013005882,0.10136396,0.75126857,0.000355311,0.12898159,0.0013589923],"about_ca_topic_score_codex":0.001407629,"about_ca_topic_score_gemma":0.0030787284,"teacher_disagreement_score":0.9024171,"about_ca_system_score_codex":0.000048897342,"about_ca_system_score_gemma":0.000101860955,"threshold_uncertainty_score":0.6171097},"labels":[],"label_agreement":null},{"id":"W2113350871","doi":"10.1016/j.cag.2005.05.002","title":"A study of diagrammatic ink in lecture","year":2005,"lang":"en","type":"article","venue":"Computers & Graphics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Microsoft Research","keywords":"Diagrammatic reasoning; Diagram; Computer science; Context (archaeology); Process (computing); Identification (biology); Activity diagram; Influence diagram; Human–computer interaction; Information retrieval; Multimedia; Engineering drawing; Artificial intelligence; Programming language; Unified Modeling Language; Engineering; Database","score_opus":0.03423872765960313,"score_gpt":0.3316565737824468,"score_spread":0.29741784612284367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113350871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99280757,0.00019093462,0.0016089965,0.0036533047,0.00011641332,0.0003440115,2.3246687e-7,0.00009210774,0.0011864534],"genre_scores_gemma":[0.99776626,0.00012777101,0.0018736107,0.00018049692,0.000028201128,0.000011664643,9.09502e-7,0.0000036900751,0.0000073701294],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992228,0.00020132237,0.00018780476,0.00009852754,0.00015326751,0.00013626006],"domain_scores_gemma":[0.99934846,0.00021031435,0.00007140807,0.00029403932,0.000040087445,0.00003567412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033987017,0.00005503647,0.00013123055,0.00024111471,0.000090339505,0.000011467232,0.00047765186,0.00008775637,0.000012320733],"category_scores_gemma":[0.000091446374,0.000054932378,0.000028811475,0.0006983245,0.0001898367,0.000047442652,0.000078044744,0.00019049898,0.0000045412285],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011134219,0.002139107,0.17588152,0.000016796575,0.0000537571,0.0000075683497,0.22781426,0.00028905805,0.000026129486,0.22171171,0.0008315151,0.37121746],"study_design_scores_gemma":[0.01160345,0.0013807858,0.44531766,0.00024036528,0.00011548261,0.0000074674585,0.06617359,0.05318119,0.00023108529,0.09387357,0.32616696,0.0017083922],"about_ca_topic_score_codex":0.000752964,"about_ca_topic_score_gemma":0.026606828,"teacher_disagreement_score":0.36950907,"about_ca_system_score_codex":0.000023903389,"about_ca_system_score_gemma":0.000037415517,"threshold_uncertainty_score":0.9911551},"labels":[],"label_agreement":null},{"id":"W2113689454","doi":"10.5909/jbe.2009.14.6.676","title":"Development of Service Guide for Mobile Broadcast Considering Interoperability","year":2009,"lang":"en","type":"article","venue":"Journal of Broadcast Engineering","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ImmunoPrecise (Canada)","funders":"","keywords":"Interoperability; Computer science; Schema (genetic algorithms); Service layer; Digital Video Broadcasting; Computer network; Telecommunications; World Wide Web; Quality of service","score_opus":0.03370639726017561,"score_gpt":0.33023692502962787,"score_spread":0.29653052776945227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113689454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9604569,0.0009875656,0.03463016,0.001897168,0.000454562,0.00036816281,0.0000024970464,0.0000835954,0.0011194096],"genre_scores_gemma":[0.83553666,0.000068044945,0.16419223,0.00008803011,0.00007391419,0.000006078494,4.748784e-7,0.0000072628213,0.000027309494],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99888355,0.000027247515,0.0006407657,0.00007726818,0.00018419302,0.00018696366],"domain_scores_gemma":[0.9989377,0.00015203934,0.0002553944,0.00017298438,0.00039313492,0.00008869779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008882943,0.00008683509,0.00024580493,0.00015611842,0.00009486287,0.000018979741,0.0003883302,0.00008109869,0.000038195136],"category_scores_gemma":[0.00043210588,0.00008521717,0.000076425575,0.0001955932,0.000037955167,0.00015266007,0.000039676557,0.00017480426,0.0000019919257],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064014064,0.00028331243,0.00031210293,0.000127264,0.00011552691,0.0000046399305,0.05073169,0.0050954656,0.12640315,0.003207492,0.0003392563,0.8133161],"study_design_scores_gemma":[0.0008526331,0.00013768126,0.0009802195,0.00024591215,0.000020442021,0.000026506728,0.0061838985,0.0033075018,0.021725394,0.00010803748,0.9662049,0.00020691572],"about_ca_topic_score_codex":0.000025876301,"about_ca_topic_score_gemma":0.000053431846,"teacher_disagreement_score":0.9658656,"about_ca_system_score_codex":0.00013327181,"about_ca_system_score_gemma":0.00020266724,"threshold_uncertainty_score":0.34750557},"labels":[],"label_agreement":null},{"id":"W2114260065","doi":"10.1109/cnsr.2005.13","title":"A Multi-Context Visual Web Page Authoring Tool","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"Atlantic Canada Opportunities Agency","keywords":"Computer science; Web page; World Wide Web; Context (archaeology); The Internet; Web design; Multimedia; Static web page; Adaptation (eye); User interface; Web modeling; Web development; Human–computer interaction; Operating system","score_opus":0.05647776119589926,"score_gpt":0.38105790709306675,"score_spread":0.3245801458971675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114260065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62466455,0.00032601104,0.0021168056,0.057703428,0.00037903793,0.0005118998,0.000002055545,0.0017902734,0.31250596],"genre_scores_gemma":[0.9694785,0.00010099595,0.017133169,0.0007452751,0.00010235682,0.000018515539,9.803543e-7,0.0000051534316,0.012415083],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99933827,0.00009087455,0.00013057097,0.00011322428,0.00012251291,0.00020452775],"domain_scores_gemma":[0.9995689,0.00009946377,0.000032982687,0.0002046223,0.000036609992,0.00005743305],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00038689774,0.000053589374,0.000076394965,0.00006251658,0.00029762258,0.000032375574,0.000330603,0.00011034639,0.0022263103],"category_scores_gemma":[0.00027758305,0.000050681818,0.000035368827,0.00014618546,0.00015956038,0.00012877311,0.00008181196,0.0001334348,0.000861989],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004616122,0.00024163096,0.0042839637,0.0000018351038,0.000013745295,0.0000013313104,0.010973136,8.2041385e-7,0.0070223785,0.1721218,0.0039728875,0.80136186],"study_design_scores_gemma":[0.00040630728,0.000009189571,0.00074492785,0.0000037621207,0.0000028107715,3.5282028e-7,0.005295637,0.013434812,0.0006653091,0.00008427935,0.9792369,0.00011573474],"about_ca_topic_score_codex":0.000591646,"about_ca_topic_score_gemma":0.018597873,"teacher_disagreement_score":0.975264,"about_ca_system_score_codex":0.000057902897,"about_ca_system_score_gemma":0.000076565266,"threshold_uncertainty_score":0.99991596},"labels":[],"label_agreement":null},{"id":"W2116808207","doi":"10.1109/icc.1992.268214","title":"Synchronization in real time multimedia data delivery","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Synchronization (alternating current); Computer science; Scheme (mathematics); Protocol (science); Multimedia; Segmentation; Real-time computing; Data synchronization; Interval (graph theory); Control (management); Computer network; Artificial intelligence; Wireless sensor network","score_opus":0.05574776564936902,"score_gpt":0.3435607721170897,"score_spread":0.2878130064677207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116808207","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04802476,0.00014328623,0.00095149764,0.0029233496,0.00019427274,0.0003844313,0.000007524469,0.0004733083,0.94689757],"genre_scores_gemma":[0.97699076,0.0009702075,0.018614275,0.000101335056,0.000022452861,0.0000065374857,0.0000624917,0.000005936464,0.0032260197],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992119,0.00023500701,0.00012661245,0.00014956603,0.00012029652,0.00015662891],"domain_scores_gemma":[0.9990721,0.00022918395,0.000032102587,0.00058577006,0.00003751877,0.00004332124],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00063951965,0.000043057586,0.000069486974,0.00008434659,0.00010905524,0.00001631251,0.0005779583,0.0001092562,0.0028354104],"category_scores_gemma":[0.0011006352,0.00004399763,0.000007641094,0.0003051163,0.00015562562,0.00019050403,0.00009514892,0.00008260382,0.00054812175],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014676875,0.00067648536,0.08544017,0.000009330853,0.000032316628,0.000013115628,0.014368244,0.000021832255,0.001810495,0.45787507,0.036887567,0.4028507],"study_design_scores_gemma":[0.0014174475,0.000030274461,0.009290154,0.000032034364,0.0000158023,0.0000019622726,0.0059937905,0.11445973,0.0004022455,0.0032745665,0.86453,0.0005519967],"about_ca_topic_score_codex":0.00401301,"about_ca_topic_score_gemma":0.011988703,"teacher_disagreement_score":0.9436715,"about_ca_system_score_codex":0.00006396037,"about_ca_system_score_gemma":0.00015865415,"threshold_uncertainty_score":0.99807614},"labels":[],"label_agreement":null},{"id":"W2118225630","doi":"10.1109/ccece.1993.332377","title":"A multimedia document model for continuous media","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Rendering (computer graphics); Multimedia; Information retrieval; World Wide Web; Representation (politics); Interactive media; Multimedia information retrieval; Computer graphics (images)","score_opus":0.07262825346174781,"score_gpt":0.33775874484255464,"score_spread":0.2651304913808068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118225630","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015831662,0.0011309712,0.10641936,0.10265444,0.0010859623,0.0029110927,0.000027987839,0.0023047067,0.7676338],"genre_scores_gemma":[0.902911,0.00037345552,0.0763011,0.0005860604,0.00006902729,0.0001582716,0.0000049097607,0.000007939701,0.019588234],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929696,0.000041724183,0.00014365125,0.00012564838,0.00015120975,0.00024080381],"domain_scores_gemma":[0.99913824,0.00038025796,0.000043831846,0.0002619548,0.00007921692,0.00009647981],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029179477,0.000060738817,0.00010907382,0.00005784643,0.00022313678,0.000024448671,0.00038407935,0.00011681234,0.002059566],"category_scores_gemma":[0.00060944154,0.000055734217,0.000049283863,0.00009502699,0.00022370755,0.00007751073,0.00004327341,0.00007301436,0.00020711734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007948887,0.00019595807,0.00031246722,0.0000041239123,0.0000227841,6.701333e-7,0.057332505,0.000018660525,0.00013688166,0.503397,0.07298057,0.36559045],"study_design_scores_gemma":[0.00086307456,0.000015412132,0.000026288184,0.0000035372723,0.000009764458,2.5349223e-7,0.0027785026,0.62531024,0.00011793716,0.015445896,0.35526806,0.00016105024],"about_ca_topic_score_codex":0.00028949257,"about_ca_topic_score_gemma":0.002879325,"teacher_disagreement_score":0.88707936,"about_ca_system_score_codex":0.00003998214,"about_ca_system_score_gemma":0.000022807219,"threshold_uncertainty_score":0.99885267},"labels":[],"label_agreement":null},{"id":"W2118298776","doi":"10.1109/icip.2001.959170","title":"New interactive services for digital TV","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Interactive television; Computer science; Digital television; Multimedia; The Internet; Interactive media; Services computing; Interactive video; Digital Video Broadcasting; World Wide Web; Web service; Telecommunications","score_opus":0.0390388310076795,"score_gpt":0.34023495972051465,"score_spread":0.30119612871283513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118298776","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004083002,0.00007592687,0.003420992,0.028320625,0.0001484316,0.00021607791,0.0000030977415,0.0002821868,0.96344966],"genre_scores_gemma":[0.9595935,0.000042427342,0.004850695,0.00032027575,0.00006014894,0.000009731275,0.0000025912407,0.0000027224778,0.03511792],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99973667,0.000009513974,0.00005310506,0.00006005667,0.000050087387,0.00009059407],"domain_scores_gemma":[0.9996368,0.00014748615,0.000023317816,0.00011691365,0.0000316088,0.000043823653],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000035824203,0.000027334901,0.000040096522,0.000026899314,0.00011190149,0.000055095396,0.00025969002,0.000044561042,0.003347021],"category_scores_gemma":[0.00006269708,0.000024524548,0.00002285002,0.00006962333,0.00004150645,0.0002108289,0.000034237823,0.000038391798,0.00028492953],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046774708,0.00005660324,0.0010366748,0.0000028983663,0.000014954056,1.5496198e-7,0.019561648,1.1555335e-7,0.000024068686,0.21678673,0.03337074,0.72914076],"study_design_scores_gemma":[0.0001410728,0.000011418281,0.000065254775,0.0000025151865,0.0000014104364,1.218721e-7,0.005235275,0.00066388084,0.00007024631,0.0059487773,0.9878177,0.00004229949],"about_ca_topic_score_codex":0.00093366095,"about_ca_topic_score_gemma":0.0022889988,"teacher_disagreement_score":0.9555105,"about_ca_system_score_codex":0.000015761434,"about_ca_system_score_gemma":0.000009855791,"threshold_uncertainty_score":0.9975641},"labels":[],"label_agreement":null},{"id":"W2118828747","doi":"10.1109/icme.2006.262935","title":"Adaptation Scenarios for New Media Artworks","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Adaptation (eye); Computer science; Multimedia; Event (particle physics); Focus (optics); Action (physics); Media arts; Digital media; Human–computer interaction; World Wide Web; Visual arts; Art","score_opus":0.06433113510688977,"score_gpt":0.32487308822135885,"score_spread":0.2605419531144691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118828747","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011206327,0.0005900141,0.40159562,0.10137459,0.0009548459,0.0011840714,0.0000037080194,0.0013139317,0.4817769],"genre_scores_gemma":[0.9289211,0.000056675442,0.059173055,0.00026019948,0.00032194017,0.000024677613,0.000021880094,0.0000047710632,0.01121572],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99960274,0.000027777802,0.00009070667,0.00006903582,0.00008536416,0.0001243885],"domain_scores_gemma":[0.9994994,0.00025515188,0.00003257775,0.00012806249,0.00004661679,0.00003820341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018111958,0.000031635416,0.00004771237,0.000038623984,0.00017917367,0.000019614881,0.00017700148,0.00009397327,0.0004336229],"category_scores_gemma":[0.00021593207,0.00003024873,0.000025422289,0.00011493987,0.00008089804,0.000057103363,0.000013142859,0.00004590451,0.0000543891],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036423844,0.000022340348,0.0003102199,5.4257356e-7,0.0000019774052,6.389285e-8,0.0022113172,0.00005219558,0.000033006938,0.7990222,0.048505403,0.14983712],"study_design_scores_gemma":[0.00030892045,0.000006608636,0.0006166498,0.0000024397839,0.0000038244702,8.1378765e-8,0.001880132,0.0072774757,0.000058296042,0.05549789,0.9342803,0.00006742242],"about_ca_topic_score_codex":0.008321424,"about_ca_topic_score_gemma":0.07952521,"teacher_disagreement_score":0.9177148,"about_ca_system_score_codex":0.000023459019,"about_ca_system_score_gemma":0.000103515034,"threshold_uncertainty_score":0.99828225},"labels":[],"label_agreement":null},{"id":"W2119136420","doi":"10.1080/01449290110069400","title":"Optimizing the reading of electronic text using rapid serial visual presentation","year":2001,"lang":"en","type":"article","venue":"Behaviour and Information Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":68,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Punctuation; Rapid serial visual presentation; Sentence; Computer science; Reading (process); Preference; Presentation (obstetrics); Word (group theory); Focus (optics); Speech recognition; Artificial intelligence; Psychology; Linguistics; Cognition; Neuroscience; Medicine; Mathematics","score_opus":0.020892858224705733,"score_gpt":0.3330645960639154,"score_spread":0.3121717378392097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119136420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9869305,0.00013940809,0.0042695743,0.0031869086,0.00012318316,0.00033442982,0.0000015816746,0.00020732927,0.0048071104],"genre_scores_gemma":[0.99753714,0.0009168148,0.0014079532,0.000056064673,0.00002184808,0.000018480385,0.000009305603,0.0000032695762,0.000029102579],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999278,0.00006004529,0.00027213283,0.000059646263,0.00012280434,0.00020734758],"domain_scores_gemma":[0.99944806,0.0000458408,0.00020748364,0.00016908694,0.000108464534,0.00002104789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038685784,0.00006120453,0.00009925937,0.00031624452,0.00040190277,0.000032001324,0.00025096117,0.00020867708,0.00008345531],"category_scores_gemma":[0.00015569944,0.00005287226,0.000021795979,0.0005034604,0.000398517,0.00073583005,0.00008348032,0.00018834212,0.000006547754],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005706819,0.00007575702,0.037144255,0.000010394883,0.00002791368,4.7181493e-7,0.015598764,0.000056026965,0.0030966827,0.55749875,0.00013245713,0.38630143],"study_design_scores_gemma":[0.0074559487,0.0012633295,0.036358356,0.000172069,0.00036947522,0.00027192064,0.3066601,0.06264822,0.05080373,0.02380006,0.508527,0.001669854],"about_ca_topic_score_codex":0.00048132933,"about_ca_topic_score_gemma":0.00011408471,"teacher_disagreement_score":0.53369874,"about_ca_system_score_codex":0.000053782253,"about_ca_system_score_gemma":0.000087984175,"threshold_uncertainty_score":0.30911517},"labels":[],"label_agreement":null},{"id":"W2120220067","doi":"","title":"The \"Mindset Evolution\" of Television Production Specialists in Distance Education","year":2008,"lang":"en","type":"article","venue":"International journal of e-learning & distance education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mindset; Distance education; Sociology; Production (economics); Pedagogy; Humanities; Art; Computer science","score_opus":0.015615616246734038,"score_gpt":0.34012620605744276,"score_spread":0.32451058981070874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120220067","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9035398,0.008080067,0.011760558,0.041744325,0.015395429,0.0006159742,0.000005724305,0.00005695052,0.018801218],"genre_scores_gemma":[0.992808,0.0031784999,0.0010946669,0.000027470238,0.0009110655,0.000017234253,0.000012637133,0.000008334846,0.00194212],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99760914,0.0005662724,0.0008278026,0.00014006632,0.00071015384,0.00014656068],"domain_scores_gemma":[0.9962658,0.0004162322,0.0014175215,0.00020806404,0.0016350998,0.00005727967],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021256802,0.00009029179,0.00019074258,0.00032227644,0.00039338076,0.00004623557,0.00076711655,0.00008487696,0.00006636688],"category_scores_gemma":[0.0074479794,0.000077472425,0.00009594762,0.0004666742,0.00043913818,0.00044143904,0.000032798354,0.0004137631,0.000008543737],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024167926,0.0011733352,0.2603569,0.000014294158,0.00005976223,0.0000021415024,0.017353948,0.00027826123,0.0010587532,0.5061627,0.011215964,0.20208226],"study_design_scores_gemma":[0.0002454078,0.0000421916,0.16428027,0.0003300905,0.000012465472,0.000034016095,0.0192732,0.00006745034,0.00029822963,0.007833357,0.80745137,0.00013194216],"about_ca_topic_score_codex":0.00038046672,"about_ca_topic_score_gemma":0.0013315206,"teacher_disagreement_score":0.79623544,"about_ca_system_score_codex":0.0009206586,"about_ca_system_score_gemma":0.0022606673,"threshold_uncertainty_score":0.8916465},"labels":[],"label_agreement":null},{"id":"W2120397143","doi":"10.1109/enabl.1994.330504","title":"Functional specifications for collaboration services","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Process (computing); Computer science; Set (abstract data type); Knowledge management; Collaborative software; World Wide Web; Group (periodic table); Engineering management; Engineering; Programming language","score_opus":0.15177941693630562,"score_gpt":0.3383906927039461,"score_spread":0.1866112757676405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120397143","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006047127,0.0002735662,0.013059573,0.17710899,0.00050970906,0.0007392897,0.000014793023,0.00061598816,0.801631],"genre_scores_gemma":[0.9541562,0.00023506548,0.012589717,0.00051560334,0.0001558681,0.0001297327,0.00002915725,0.0000038027033,0.03218484],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99967504,0.00002623007,0.000074558426,0.00006880349,0.0000792443,0.000076125],"domain_scores_gemma":[0.99951696,0.00013093975,0.000030172541,0.00014442643,0.0001497051,0.000027814453],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011037337,0.000024882698,0.000031657786,0.00004339894,0.00041478034,0.000032148328,0.00013977771,0.00005406119,0.0049734814],"category_scores_gemma":[0.00006202823,0.00002499679,0.00001508465,0.00021457636,0.00007530917,0.000103271894,0.00000906723,0.000025918933,0.0003348116],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012331172,0.000045072942,0.00036809116,0.0000015096768,0.000003483706,1.0656673e-8,0.0021949704,0.0000014862864,0.00016467976,0.9506229,0.037864,0.008732533],"study_design_scores_gemma":[0.00012259673,0.0000051847064,0.00070556946,7.319963e-7,0.0000022303554,5.9134667e-8,0.004851031,0.0018618011,0.000093562216,0.004120976,0.9881996,0.000036652265],"about_ca_topic_score_codex":0.000098266515,"about_ca_topic_score_gemma":0.0038570398,"teacher_disagreement_score":0.9503356,"about_ca_system_score_codex":0.00002538528,"about_ca_system_score_gemma":0.000015874979,"threshold_uncertainty_score":0.9959361},"labels":[],"label_agreement":null},{"id":"W2121729366","doi":"10.1109/ccece.1998.682772","title":"MCLGallery: a framework for multimedia communications research","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Component (thermodynamics); Multimedia; Template; Rapid prototyping; Microsoft Windows; Software engineering; Operating system; Software; Engineering; Programming language","score_opus":0.4865637197885589,"score_gpt":0.5304863104010813,"score_spread":0.043922590612522405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121729366","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00073138165,0.0011950183,0.015242915,0.27305546,0.00024818955,0.0014026989,0.000008561387,0.00075811177,0.70735765],"genre_scores_gemma":[0.60719144,0.0023895826,0.38049605,0.00040831673,0.00009535491,0.00039817335,0.0000061476853,0.000011181469,0.009003752],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986498,0.00041694645,0.00015686342,0.00014322354,0.000263517,0.0003696568],"domain_scores_gemma":[0.9940994,0.0040641166,0.00003530111,0.0013754368,0.00031246143,0.0001133199],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001469115,0.00005352423,0.00009533988,0.00015569448,0.0013893974,0.0000509909,0.0017374607,0.00023310393,0.0027412437],"category_scores_gemma":[0.004520888,0.0000532533,0.000048862144,0.0005339695,0.0012477651,0.00007980026,0.00025413308,0.00043060852,0.00071812444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013985546,0.0001211131,0.00023995119,0.000001406982,0.0000068651384,6.895688e-8,0.008521925,4.475862e-8,0.000013087623,0.9004585,0.02099502,0.06964061],"study_design_scores_gemma":[0.0001544389,0.000017031616,0.00008591132,0.000007719802,0.0000021278017,1.2450808e-7,0.005251793,0.006047454,0.000022383017,0.071486644,0.91685295,0.00007143534],"about_ca_topic_score_codex":0.0006978082,"about_ca_topic_score_gemma":0.0031161953,"teacher_disagreement_score":0.89585793,"about_ca_system_score_codex":0.00006682664,"about_ca_system_score_gemma":0.000043842567,"threshold_uncertainty_score":0.99991065},"labels":[],"label_agreement":null},{"id":"W2123106997","doi":"10.1109/icip.2000.899341","title":"Interactive DVD programming using next generation content-based encoded multimedia data","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Multimedia; Interactivity; MPEG-4; Interactive media; Interactive video; Coding (social sciences)","score_opus":0.5780751006916374,"score_gpt":0.4162540397083374,"score_spread":0.16182106098329996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123106997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7058928,0.0014083781,0.17666253,0.041399196,0.0031468642,0.004452116,0.000057651716,0.0032196606,0.06376082],"genre_scores_gemma":[0.8394595,0.00005196234,0.15946099,0.0003289082,0.00012138962,0.000018409859,0.00007495904,0.00000813967,0.00047573695],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989001,0.00022128852,0.00020235873,0.0002443358,0.00020114332,0.00023073758],"domain_scores_gemma":[0.99877346,0.00021353037,0.00011180618,0.0006915112,0.00012831306,0.00008139575],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003787188,0.000084978914,0.000113130525,0.00010018082,0.0003904062,0.00011846846,0.00075348123,0.00012038285,0.0016535464],"category_scores_gemma":[0.0008415856,0.000081366095,0.000027177939,0.00023291075,0.00026882326,0.0005553354,0.00015113341,0.00016424492,0.0001102767],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000097439,0.00045529375,0.0019225802,0.0000045978804,0.000042340886,0.0000043177474,0.011793602,0.000014608285,0.044582427,0.003560825,0.0017781374,0.93583155],"study_design_scores_gemma":[0.00042889622,0.000014302096,0.000020582145,0.000009291848,0.000012691631,5.6805897e-7,0.0059809606,0.92090344,0.0028918693,0.00001073031,0.06959372,0.00013296236],"about_ca_topic_score_codex":0.004141803,"about_ca_topic_score_gemma":0.0075185252,"teacher_disagreement_score":0.93569857,"about_ca_system_score_codex":0.00009387062,"about_ca_system_score_gemma":0.000049686838,"threshold_uncertainty_score":0.99925905},"labels":[],"label_agreement":null},{"id":"W2123475600","doi":"10.1109/icdsp.2002.1028156","title":"A scheduling scheme for multiplexing extra streaming data into digital TV programs","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Multiplexing; Scheduling (production processes); Real-time computing; Digital television; Buffer (optical fiber); Computer network; Bandwidth (computing); Data stream; Computer hardware; Telecommunications","score_opus":0.1467606412404937,"score_gpt":0.39226673597227507,"score_spread":0.24550609473178137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123475600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42045176,0.001473716,0.30233762,0.008801392,0.00074232905,0.004082608,0.000035659963,0.003123667,0.25895125],"genre_scores_gemma":[0.70072633,0.000024918641,0.29864457,0.000030683033,0.000030061165,0.0000432064,0.00007078973,0.000008284629,0.00042116296],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99911314,0.000044619825,0.0001602091,0.00025913134,0.00014430609,0.00027856856],"domain_scores_gemma":[0.99882406,0.0002537769,0.00006378167,0.00069505855,0.000078211546,0.00008512263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046175532,0.000081857565,0.00010461674,0.0000590675,0.0004914319,0.0001825149,0.0008589809,0.00011952718,0.00008197103],"category_scores_gemma":[0.0024042893,0.00007971068,0.000033590724,0.00022282919,0.00024388336,0.00049549475,0.00017973056,0.00011720536,0.000023236795],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004162979,0.00021031253,0.007726561,0.000012652549,0.00002523164,5.1789556e-7,0.004187251,0.0000016506685,0.00043464254,0.39447415,0.0001216125,0.5928013],"study_design_scores_gemma":[0.00078483217,0.000030918596,0.00004618147,0.000035949466,0.000008092602,9.286053e-7,0.040989403,0.029927434,0.00045984966,0.008454343,0.91895115,0.0003109331],"about_ca_topic_score_codex":0.0004321151,"about_ca_topic_score_gemma":0.0017875822,"teacher_disagreement_score":0.9188295,"about_ca_system_score_codex":0.000040726663,"about_ca_system_score_gemma":0.00012589504,"threshold_uncertainty_score":0.37797466},"labels":[],"label_agreement":null},{"id":"W2124759041","doi":"10.1145/1056808.1056912","title":"User strategies for handling information tasks in webcasts","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Dalhousie University; Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Webcast; Computer science; Timeline; Metadata; Multimedia; Interactivity; World Wide Web","score_opus":0.034848953122643085,"score_gpt":0.35661959091812534,"score_spread":0.32177063779548226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2124759041","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28285012,0.00012593532,0.04474192,0.048924524,0.0002475737,0.0010752794,0.0000046859177,0.00057804404,0.6214519],"genre_scores_gemma":[0.9860607,0.00004316389,0.013055485,0.0003248585,0.000028182614,0.000033105967,0.0000050909725,0.0000012417667,0.0004481961],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996713,0.000020411553,0.00011245794,0.00003190757,0.00005728384,0.00010664965],"domain_scores_gemma":[0.99974555,0.00007943526,0.000028991155,0.00008949312,0.00003900331,0.00001753156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002734933,0.00002621249,0.00004166023,0.000080664904,0.00010635264,0.00005042659,0.00014959362,0.00006885226,0.00017152891],"category_scores_gemma":[0.00010708695,0.000024817757,0.000012443844,0.00009970246,0.000056147954,0.00064806576,0.00001675797,0.000049690963,0.00006261313],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038065364,0.000015682977,0.00082749577,0.0000022894324,0.0000015158375,1.7351157e-8,0.009886957,0.00004938678,0.000028057382,0.8644831,0.0011798291,0.12352182],"study_design_scores_gemma":[0.00029547283,0.000006119997,0.00062969985,0.0000034011086,7.7255055e-7,6.736984e-8,0.015608487,0.0033352743,0.000110123496,0.004156965,0.97580487,0.000048774782],"about_ca_topic_score_codex":0.0007661498,"about_ca_topic_score_gemma":0.029598515,"teacher_disagreement_score":0.974625,"about_ca_system_score_codex":0.00003288618,"about_ca_system_score_gemma":0.000081940154,"threshold_uncertainty_score":0.98810875},"labels":[],"label_agreement":null},{"id":"W2125416582","doi":"10.1109/ccece.1999.807221","title":"CORBA-based multimedia audio chat","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Common Object Request Broker Architecture; Event (particle physics); Online chat; Chat room; Synchronization (alternating current); Multimedia; World Wide Web; Protocol (science); Operating system; Computer network; The Internet","score_opus":0.039914453053056444,"score_gpt":0.3385115170958671,"score_spread":0.2985970640428106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125416582","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010683169,0.00014023259,0.0028934975,0.010771002,0.0003979428,0.00025710653,0.0000010172496,0.0005926717,0.97426337],"genre_scores_gemma":[0.96784514,0.00006675871,0.02182959,0.0009932133,0.000023394114,0.000022751366,0.0000028645065,0.0000058222995,0.0092104655],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992536,0.00018291295,0.00009974228,0.000108511675,0.00015265818,0.00020261634],"domain_scores_gemma":[0.9992716,0.00022968405,0.000036529374,0.00031819977,0.00005539255,0.000088617446],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004148669,0.00005394914,0.00007838502,0.00006481742,0.00025324867,0.000017974475,0.00029022672,0.00011673563,0.0051627276],"category_scores_gemma":[0.0007763651,0.000050237413,0.00003387756,0.00021721308,0.00031580034,0.000046725552,0.000015079335,0.000104078776,0.00064723595],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050674967,0.00021787528,0.01988989,0.0000032744251,0.000013226472,0.0000028145137,0.0036301573,0.000003430786,0.0005222673,0.8907147,0.020413956,0.06458331],"study_design_scores_gemma":[0.000388999,0.000010410055,0.00079732295,0.0000025971067,0.0000030482802,2.1093709e-7,0.0012802663,0.00070577697,0.0021508283,0.0018700643,0.9926845,0.00010601056],"about_ca_topic_score_codex":0.0004117206,"about_ca_topic_score_gemma":0.0025492737,"teacher_disagreement_score":0.9722705,"about_ca_system_score_codex":0.00004006233,"about_ca_system_score_gemma":0.00015015043,"threshold_uncertainty_score":0.9957467},"labels":[],"label_agreement":null},{"id":"W2130417612","doi":"10.1109/hicss.2004.1265263","title":"Transformation volatility and the gateway model for Web page migration to small screen devices","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Web page; Computer science; Replica; World Wide Web; Transformation (genetics); Mashup; Gateway (web page); Display size; Web navigation; Display device; Operating system","score_opus":0.05424699523721384,"score_gpt":0.3185883511188837,"score_spread":0.26434135588166985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130417612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6657395,0.000057777925,0.19333246,0.12196968,0.0000256355,0.0013632576,0.0000099676345,0.0001668696,0.017334865],"genre_scores_gemma":[0.98659503,0.00006375053,0.012317121,0.0007091548,0.000010830483,0.000078409335,0.000007626902,0.0000022878392,0.0002158101],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995732,0.00005439016,0.00012380537,0.00007596589,0.00007337561,0.00009930525],"domain_scores_gemma":[0.9996131,0.00011787868,0.000029211405,0.00013917235,0.0000621561,0.00003846669],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006864736,0.000042076434,0.00006460844,0.00003311641,0.0003612275,0.000037709484,0.00018032713,0.000065376706,0.000014834589],"category_scores_gemma":[0.00011626274,0.000028440245,0.000024120814,0.00009833201,0.00015424564,0.00012425621,0.000014828891,0.000044382705,0.000004688048],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006829543,0.000032446093,0.000381109,0.0000083038185,0.000008255017,1.2037881e-8,0.059280008,0.00019215298,0.00052736094,0.91234756,0.00009662653,0.027057882],"study_design_scores_gemma":[0.0019035445,0.000026374853,0.0010744471,0.000008761399,0.000016343327,1.4612291e-7,0.0066419616,0.9239476,0.00046833337,0.04520164,0.020591864,0.00011898223],"about_ca_topic_score_codex":0.0031787476,"about_ca_topic_score_gemma":0.23157491,"teacher_disagreement_score":0.92375547,"about_ca_system_score_codex":0.000025149699,"about_ca_system_score_gemma":0.000060299713,"threshold_uncertainty_score":0.78244686},"labels":[],"label_agreement":null},{"id":"W2130521856","doi":"10.1109/itcc.2002.1000430","title":"Delivery of MPEG-4 object based multimedia in a multicast environment","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Multicast; Computer science; IP multicast; Xcast; Source-specific multicast; Pragmatic General Multicast; Protocol Independent Multicast; Computer network; Reliable multicast; Multimedia; The Internet; Multicast address; MPEG-4; Distributed computing; World Wide Web","score_opus":0.02449733400163516,"score_gpt":0.2967568582448976,"score_spread":0.27225952424326244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130521856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84831285,0.00032526738,0.0011926247,0.017841682,0.000098928154,0.00076575973,0.000007561309,0.0002390701,0.13121624],"genre_scores_gemma":[0.951005,0.00016498422,0.04809906,0.0002030889,0.000018781042,0.000020148753,0.0000027719723,0.000004281767,0.00048187433],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991841,0.0001356415,0.00020593352,0.00011676978,0.00018013969,0.00017745394],"domain_scores_gemma":[0.99929017,0.00029820646,0.000054326076,0.00028381648,0.000018334686,0.00005516365],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000379845,0.000058317873,0.00011394661,0.00013512743,0.000056801393,0.0000045701936,0.00030510421,0.00010682433,0.00253629],"category_scores_gemma":[0.00016106952,0.000056806944,0.000036556645,0.00013511023,0.00033721828,0.00006111445,0.00005347102,0.000108752865,0.00018594455],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005735002,0.0018659456,0.06576347,0.00001269476,0.000024422234,0.000004830228,0.020339282,0.0004882811,0.010000229,0.013873875,0.00085552887,0.8867141],"study_design_scores_gemma":[0.00571995,0.00012119741,0.07087139,0.00005516642,0.000024410174,6.724684e-7,0.012307787,0.268989,0.028229306,0.00042069043,0.6125776,0.0006828411],"about_ca_topic_score_codex":0.0020110747,"about_ca_topic_score_gemma":0.0077077546,"teacher_disagreement_score":0.88603127,"about_ca_system_score_codex":0.0000937333,"about_ca_system_score_gemma":0.000074380994,"threshold_uncertainty_score":0.99837554},"labels":[],"label_agreement":null},{"id":"W2132657692","doi":"10.1109/mmsd.1996.557760","title":"Specification of synchronization requirements for distributed multimedia systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Petri net; Computer science; Synchronization (alternating current); Distributed computing; Process architecture; Object (grammar); Field (mathematics); Real-time computing; Stochastic Petri net; Computer network; Artificial intelligence","score_opus":0.10912304854826581,"score_gpt":0.3451155672505216,"score_spread":0.2359925187022558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132657692","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0074732616,0.00066526554,0.9029349,0.0046491455,0.0009275705,0.0022716562,0.000068456146,0.0005060249,0.08050372],"genre_scores_gemma":[0.9912927,0.00020821582,0.0072041005,0.000012559056,0.000053053223,0.000039005896,0.000074042364,0.0000045138427,0.0011117677],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993501,0.000053573094,0.00022805622,0.000088744026,0.00015412433,0.0001254126],"domain_scores_gemma":[0.99919355,0.00018313804,0.0001368295,0.00022715576,0.00022193148,0.000037373196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038727015,0.000040014947,0.00008188463,0.00007038394,0.00013735192,0.00001216936,0.00022526569,0.0000971176,0.0003768694],"category_scores_gemma":[0.0004909554,0.000039934115,0.000022693544,0.00023829238,0.00015331464,0.000079777696,0.000015980255,0.000031070005,0.000033249893],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019551087,0.00060168235,0.009730522,0.00007660217,0.000059747053,2.3399093e-7,0.009522762,0.000037320162,0.003237686,0.6694237,0.025066368,0.28222382],"study_design_scores_gemma":[0.0014267282,0.00007007454,0.0019626403,0.00003789779,0.00002656096,3.2228496e-7,0.008462724,0.3427125,0.0024485327,0.00076379144,0.6418411,0.000247145],"about_ca_topic_score_codex":0.00030202774,"about_ca_topic_score_gemma":0.00019600787,"teacher_disagreement_score":0.9838195,"about_ca_system_score_codex":0.000076274744,"about_ca_system_score_gemma":0.000013164913,"threshold_uncertainty_score":0.41264555},"labels":[],"label_agreement":null},{"id":"W2132678388","doi":"10.1109/wescan.1997.627144","title":"Multimedia courseware for an introductory analog electronics course","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Multimedia; Animation; Computer science; Course (navigation); Computer graphics (images); Engineering","score_opus":0.05432194951863012,"score_gpt":0.35778142291906095,"score_spread":0.30345947340043083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132678388","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1171583,0.013169049,0.015428311,0.21386597,0.0036818697,0.005975091,0.000094288866,0.006303761,0.62432337],"genre_scores_gemma":[0.97968304,0.0007932147,0.012388286,0.00059798185,0.00034049287,0.00007517258,0.000029381688,0.000015194101,0.006077264],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990273,0.000115304174,0.00013915634,0.00019750654,0.00015887918,0.00036183695],"domain_scores_gemma":[0.9989858,0.00019193439,0.00005714374,0.0004783545,0.00015680396,0.00012996193],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004462414,0.000080295344,0.00012063996,0.00006643474,0.00038842548,0.000027173464,0.0005492774,0.0001605262,0.0021218918],"category_scores_gemma":[0.0003593263,0.0000794676,0.000045525318,0.00017616572,0.00037050585,0.00014396162,0.00002683156,0.00015752879,0.00011766238],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013910375,0.0007604127,0.0020286487,0.000004958999,0.000049450744,7.1511465e-7,0.011786903,0.0000037009272,0.0005853973,0.3018691,0.15802008,0.5248767],"study_design_scores_gemma":[0.0005443419,0.00011704179,0.0002821375,0.0000021019296,0.00001989849,6.72166e-7,0.0039610555,0.015292065,0.00018812907,0.0017309055,0.97767437,0.00018730256],"about_ca_topic_score_codex":0.00023897298,"about_ca_topic_score_gemma":0.01030129,"teacher_disagreement_score":0.8625247,"about_ca_system_score_codex":0.00007096164,"about_ca_system_score_gemma":0.00009251656,"threshold_uncertainty_score":0.9987903},"labels":[],"label_agreement":null},{"id":"W2135257499","doi":"10.1145/1217935.1217969","title":"URICA","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Adaptation (eye); Content adaptation; Mobile device; Multimedia; Bandwidth (computing); Fidelity; Human–computer interaction; World Wide Web; Ubiquitous computing; Computer network; Telecommunications","score_opus":0.015169645114498627,"score_gpt":0.3216469950067069,"score_spread":0.30647734989220826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135257499","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006012629,0.000028559743,0.00030585637,0.013010393,0.000031487332,0.000026137546,6.570393e-8,0.00019853257,0.9803863],"genre_scores_gemma":[0.97257096,0.000017655055,0.0031423704,0.0001479212,0.00003389846,0.000002805194,6.3141357e-7,8.6408835e-7,0.02408288],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99981266,0.000022834894,0.000031764066,0.000027675285,0.000045403398,0.00005965623],"domain_scores_gemma":[0.99984246,0.000032644733,0.000007860125,0.00009356529,0.000012632121,0.0000108590075],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000078235804,0.000011196647,0.000017530125,0.00001793773,0.0001117023,0.000006672969,0.00012784489,0.00002911291,0.0015231329],"category_scores_gemma":[0.000029746763,0.000010073577,0.000007985806,0.00008007382,0.000094521616,0.000018108147,0.000013613815,0.00002386919,0.0002908279],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.851058e-8,0.00001097799,0.001641289,5.5300752e-8,2.5365213e-7,8.404145e-8,0.00012096658,5.8918175e-8,0.00003585484,0.9757942,0.014092678,0.008303497],"study_design_scores_gemma":[0.00002793392,9.722814e-7,0.002001786,1.4425841e-7,3.041313e-7,4.0217827e-8,0.00022350105,0.00001610072,0.00008207629,0.015191215,0.9824393,0.000016655737],"about_ca_topic_score_codex":0.0052780765,"about_ca_topic_score_gemma":0.0052625774,"teacher_disagreement_score":0.9683466,"about_ca_system_score_codex":0.000008922443,"about_ca_system_score_gemma":0.000015508826,"threshold_uncertainty_score":0.9993896},"labels":[],"label_agreement":null},{"id":"W2135258644","doi":"10.1007/s00530-008-0134-0","title":"Canonical processes of semantically annotated media production","year":2008,"lang":"en","type":"article","venue":"Multimedia Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":70,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Conjunction (astronomy); Production (economics); Set (abstract data type); Semantics (computer science); Term (time); Data science; Information retrieval; Programming language","score_opus":0.06536604753102654,"score_gpt":0.3150086015704312,"score_spread":0.24964255403940466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135258644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9593884,0.0026627623,0.00055847917,0.007251235,0.0044355514,0.0022123277,0.000031633248,0.0012536852,0.02220593],"genre_scores_gemma":[0.99466956,0.0008035901,0.0033578274,0.00001575571,0.00029358573,0.0000805061,0.000020838715,0.000014665544,0.0007436662],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981302,0.00031558238,0.00047415638,0.00024984992,0.0005206031,0.0003096063],"domain_scores_gemma":[0.9979906,0.0005539639,0.00022204248,0.00044126745,0.00064648304,0.00014566467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063808064,0.00011781857,0.00030878326,0.00016043728,0.00030846987,0.0000122709425,0.00049151346,0.00023129919,0.00007463158],"category_scores_gemma":[0.0055932594,0.000109033106,0.00004242189,0.0007256845,0.0011518688,0.00013736215,0.000055265995,0.0001940965,0.00009364121],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033375993,0.0035809623,0.32336113,0.0015137481,0.00047584742,0.00013931032,0.51201,0.00012148194,0.032056343,0.017692694,0.04155218,0.06716258],"study_design_scores_gemma":[0.006269094,0.00043500424,0.08352,0.0012245319,0.00022939232,0.00031076276,0.056130037,0.034962863,0.031562705,0.0008608264,0.7816688,0.0028259766],"about_ca_topic_score_codex":0.0038162137,"about_ca_topic_score_gemma":0.0027376702,"teacher_disagreement_score":0.74011666,"about_ca_system_score_codex":0.00006551737,"about_ca_system_score_gemma":0.0007258993,"threshold_uncertainty_score":0.6696058},"labels":[],"label_agreement":null},{"id":"W2136300789","doi":"10.1109/icccn.2011.6006079","title":"A Collaborative Cloud-Based Multimedia Sharing Platform for Social Networking Environments","year":2011,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Cloud computing; World Wide Web; Multimedia; Scalability; The Internet; Architecture; Variety (cybernetics); Social media; Database","score_opus":0.10062818331750155,"score_gpt":0.3362812534482588,"score_spread":0.23565307013075726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136300789","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10298746,0.0002902016,0.057684127,0.0059529394,0.0029011155,0.0046848375,0.000046646775,0.001416271,0.8240364],"genre_scores_gemma":[0.9672618,0.000032641357,0.030586757,0.0003326598,0.00028781607,0.00018432552,0.000016394672,0.000013118831,0.0012844717],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991823,0.000037825754,0.00016438463,0.00017458969,0.00014136189,0.00029954728],"domain_scores_gemma":[0.99944586,0.00017144064,0.00010154296,0.00018039308,0.000033863493,0.00006691763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041160572,0.00008485648,0.00012209662,0.000057469708,0.0007122282,0.000021670656,0.0004636066,0.00017509512,0.00060433545],"category_scores_gemma":[0.00009083032,0.000085487016,0.00004945909,0.00019033968,0.00032714318,0.00009706985,0.000077145385,0.00010563163,0.000045575693],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034227927,0.00081534433,0.037161525,0.000017673721,0.00018588013,0.0000034923223,0.204687,0.000006525942,0.00069174776,0.47069758,0.010466758,0.2749242],"study_design_scores_gemma":[0.0029028533,0.00010274619,0.004375534,0.000018076598,0.000042262585,1.05566684e-7,0.021252016,0.01768117,0.0026346091,0.018744696,0.931684,0.0005619027],"about_ca_topic_score_codex":0.0003405586,"about_ca_topic_score_gemma":0.0015907031,"teacher_disagreement_score":0.92121726,"about_ca_system_score_codex":0.00009508599,"about_ca_system_score_gemma":0.000079830206,"threshold_uncertainty_score":0.66170496},"labels":[],"label_agreement":null},{"id":"W2136709093","doi":"10.1109/ccece.2004.1345049","title":"An application framework for mobile Internet services","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Computer science; The Internet; Personalization; Rendering (computer graphics); World Wide Web; Identity management; Computer network; Mobile computing; Architecture; Multimedia; Access control","score_opus":0.018786351493451963,"score_gpt":0.3805238308385082,"score_spread":0.36173747934505623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136709093","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14264686,0.000089421876,0.8224696,0.007177404,0.00014401991,0.0011231356,0.0000032242438,0.00082899537,0.025517354],"genre_scores_gemma":[0.90724134,0.000032044576,0.091724396,0.00046876544,0.00005051773,0.00031298536,0.000012675036,0.0000037458865,0.00015350441],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99965525,0.000019317098,0.0000719486,0.000097180666,0.00005838955,0.00009794673],"domain_scores_gemma":[0.9995466,0.00006276915,0.000033794287,0.00027003532,0.00004482685,0.00004196835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015919721,0.00003214473,0.000044248343,0.000027752085,0.00011903611,0.000025397325,0.00043675528,0.000116105475,0.00015710587],"category_scores_gemma":[0.000020176789,0.00003056818,0.000016805245,0.000095497875,0.00008249186,0.00008836657,0.00002040502,0.00005449002,0.00007725385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018621922,0.00006167888,0.00032734155,0.000002391538,0.000001898696,1.1195437e-8,0.004929664,0.0000071088143,0.000101622725,0.961221,0.00001784695,0.033327583],"study_design_scores_gemma":[0.00023382592,0.000080450634,0.00030255326,0.0000084389985,0.000004216737,1.2975917e-7,0.010723584,0.0011626525,0.0019622166,0.5045064,0.48090863,0.000106902946],"about_ca_topic_score_codex":0.0028851714,"about_ca_topic_score_gemma":0.00694057,"teacher_disagreement_score":0.7645945,"about_ca_system_score_codex":0.000031918873,"about_ca_system_score_gemma":0.000025895226,"threshold_uncertainty_score":0.43615353},"labels":[],"label_agreement":null},{"id":"W2137366722","doi":"10.1109/ipcc.1996.552599","title":"Using technology to tailor electronic information to users","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Hyperlink; Computer science; Documentation; World Wide Web; Field (mathematics); Multimedia; Web page","score_opus":0.0450588412919157,"score_gpt":0.37226622081816746,"score_spread":0.3272073795262518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137366722","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4810722,0.00007087103,0.02996815,0.18469588,0.000254586,0.0011536983,0.0000017653003,0.0016692613,0.3011136],"genre_scores_gemma":[0.9817449,0.000037435562,0.015236701,0.00200783,0.000014259722,0.000024337347,6.0790614e-7,0.0000031319037,0.00093082275],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99936956,0.000027664435,0.00012575045,0.00006998655,0.00011211824,0.00029490827],"domain_scores_gemma":[0.9995416,0.000023336132,0.000026876465,0.00026149742,0.000071299604,0.000075395816],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00017013123,0.000046886442,0.000065389664,0.00040129223,0.0002369351,0.000028066816,0.00040937134,0.00012254303,0.0012776301],"category_scores_gemma":[0.00034338798,0.000048158134,0.000014498932,0.0009856381,0.0000711694,0.00020729133,0.00008857323,0.00011069867,0.0017386172],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003677898,0.000033124597,0.0016239773,0.0000013940241,0.000008891354,1.8176384e-7,0.009184462,0.00004137221,0.0010934698,0.7895555,0.0070925686,0.1913614],"study_design_scores_gemma":[0.00008903024,0.000033530694,0.000054415897,0.0000024465774,0.0000020450009,6.2736893e-7,0.0037640403,0.0012388104,0.00058714626,0.0012382597,0.9929009,0.0000887501],"about_ca_topic_score_codex":0.00061357336,"about_ca_topic_score_gemma":0.0023535725,"teacher_disagreement_score":0.9858083,"about_ca_system_score_codex":0.00016680252,"about_ca_system_score_gemma":0.000036872723,"threshold_uncertainty_score":0.99963534},"labels":[],"label_agreement":null},{"id":"W2141194776","doi":"10.1109/coginf.2002.1039296","title":"Agent-based hierarchical video presentation over Internet","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Quality of service; Key (lock); The Internet; Frame (networking); Frame rate; Hierarchical database model; Presentation (obstetrics); Video quality; Real-time computing; Computer network; Distributed computing; Data mining; Artificial intelligence; World Wide Web; Operating system; Engineering","score_opus":0.04142752590423842,"score_gpt":0.3604018177763085,"score_spread":0.31897429187207005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141194776","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13366275,0.000049648104,0.017304672,0.010557385,0.00031744057,0.00029981695,9.118821e-7,0.00038987308,0.8374175],"genre_scores_gemma":[0.98680645,0.000014726481,0.0049557067,0.00074191607,0.000014776003,0.000016430035,0.000004265114,0.0000033731324,0.0074423794],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992829,0.00026352302,0.00009350891,0.000091995564,0.00014285547,0.00012524296],"domain_scores_gemma":[0.9995271,0.00017712859,0.000026554277,0.00018631296,0.000026174032,0.000056743786],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026931017,0.000037241552,0.000048142323,0.00005766557,0.00009226025,0.000025287676,0.00020633682,0.000076756085,0.0062299636],"category_scores_gemma":[0.00045865274,0.000034556888,0.000027209016,0.0001390315,0.00020069987,0.000055036042,0.00001828545,0.000097407115,0.00017715538],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004456781,0.000073670424,0.011958542,0.0000012681927,0.000005380934,6.8960577e-7,0.001508792,0.0000016952381,0.00015611523,0.96549636,0.011059812,0.009733219],"study_design_scores_gemma":[0.00041031663,0.000014924098,0.0036923343,0.0000029003913,0.00000336851,1.710342e-7,0.00065309345,0.0014903938,0.0020177816,0.006413988,0.98521745,0.000083248044],"about_ca_topic_score_codex":0.0011470532,"about_ca_topic_score_gemma":0.0022791731,"teacher_disagreement_score":0.9741577,"about_ca_system_score_codex":0.0000339773,"about_ca_system_score_gemma":0.00007045767,"threshold_uncertainty_score":0.9946785},"labels":[],"label_agreement":null},{"id":"W2143330274","doi":"10.1109/ccece.2007.118","title":"Secure and Scalable Video Streaming over IEEE 802.11e Based Home Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Scalability; Computer network; Quality of service; Encryption; Scalable Video Coding; Wireless network; Video quality; Video streaming; Wireless; Multimedia; Telecommunications; Database","score_opus":0.015688457949146844,"score_gpt":0.3048907964116121,"score_spread":0.28920233846246524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143330274","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56813705,0.0009786296,0.047437817,0.0075419825,0.00070009,0.0005208528,0.0000030049657,0.0009540073,0.3737266],"genre_scores_gemma":[0.9944202,0.000113089365,0.0034637554,0.000643588,0.00008300066,0.0000037250222,0.0000026516293,0.0000062775516,0.0012637165],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992589,0.000058942678,0.00012677189,0.0001370934,0.00013831188,0.00027998048],"domain_scores_gemma":[0.9992082,0.00035970018,0.000043940094,0.000243286,0.000040128747,0.000104707666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072136987,0.000066237015,0.00009479486,0.000076884826,0.0003119325,0.00003934473,0.00022682703,0.00019290979,0.0008275561],"category_scores_gemma":[0.00007932777,0.000061622915,0.000022710394,0.0002640664,0.0002678055,0.00009369173,0.000042723033,0.00016734599,0.000016120239],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004889693,0.00033337952,0.29625016,0.000021907199,0.000057250803,0.000017825332,0.006579093,0.00015327819,0.0009867786,0.22190551,0.02067083,0.45297506],"study_design_scores_gemma":[0.0031589381,0.00017422817,0.16280821,0.000090992675,0.00005020944,0.000003277688,0.011907348,0.10267248,0.0019663747,0.0068618823,0.7091479,0.0011581726],"about_ca_topic_score_codex":0.001845424,"about_ca_topic_score_gemma":0.012443611,"teacher_disagreement_score":0.68847704,"about_ca_system_score_codex":0.000038180384,"about_ca_system_score_gemma":0.00004108528,"threshold_uncertainty_score":0.9061159},"labels":[],"label_agreement":null},{"id":"W2143700049","doi":"10.7202/900719ar","title":"L’interactivité dans un environnement d’apprentissage multimédia","year":2009,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Psychology; Philosophy","score_opus":0.2643850043612416,"score_gpt":0.4207881902639577,"score_spread":0.15640318590271607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143700049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78122926,0.0051982,0.0055446955,0.045310836,0.002250549,0.0004431239,0.0000087519265,0.00015916432,0.15985546],"genre_scores_gemma":[0.9708838,0.002635,0.019759115,0.0002977717,0.00022166331,0.000025034067,0.000010728497,0.0000074149643,0.0061595035],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99783874,0.00060558144,0.00032184765,0.00041116215,0.00026847865,0.000554184],"domain_scores_gemma":[0.99880564,0.0002471033,0.0002531672,0.00045917206,0.00006266428,0.00017226939],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0013938049,0.00016943093,0.00017550585,0.00015710382,0.0016086259,0.00013864247,0.0009943151,0.00020180567,0.0013796225],"category_scores_gemma":[0.00039544384,0.00019259329,0.00009529902,0.000924863,0.0033102382,0.00061296986,0.00007125719,0.00025934397,0.00034118074],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035943792,0.0008765888,0.0029782916,0.000027175436,0.000014766837,0.0000039097,0.1384406,0.00014814388,0.00524757,0.2025432,0.00089128944,0.6488249],"study_design_scores_gemma":[0.001264702,0.0012239596,0.120796196,0.00090558163,0.00025640902,0.00022023302,0.15690178,0.10173488,0.0136278765,0.16856886,0.4327009,0.0017986052],"about_ca_topic_score_codex":0.001249082,"about_ca_topic_score_gemma":0.0014108926,"teacher_disagreement_score":0.64702624,"about_ca_system_score_codex":0.0010102612,"about_ca_system_score_gemma":0.0002694392,"threshold_uncertainty_score":0.9996911},"labels":[],"label_agreement":null},{"id":"W2145646859","doi":"10.1016/j.jbi.2013.08.002","title":"Digital video analysis of health professionals’ interactions with an electronic whiteboard: A longitudinal, naturalistic study of changes to user interactions","year":2013,"lang":"en","type":"article","venue":"Journal of Biomedical Informatics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Whiteboard; Computer science; Multimedia; Health professionals; Longitudinal study; Human–computer interaction; Naturalistic observation; Interactive whiteboard; World Wide Web; Psychology; Medicine; Health care","score_opus":0.038300832279885115,"score_gpt":0.40014367334421375,"score_spread":0.3618428410643286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145646859","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9760335,0.00004238738,0.004404933,0.01851857,0.00017472518,0.0004582621,0.000012443691,0.00002029861,0.0003348903],"genre_scores_gemma":[0.9970634,0.000046186484,0.0024279705,0.00028173384,0.00002972879,0.00001404678,0.000013336491,0.0000041761537,0.000119439406],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99794614,0.00015597025,0.0010073682,0.00005168413,0.0006247212,0.00021412349],"domain_scores_gemma":[0.9971939,0.00035526569,0.0012714958,0.0002493225,0.00070658,0.00022346314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007286344,0.00008645752,0.00044539914,0.0011878754,0.00015754988,0.000049229624,0.00047415483,0.000056399225,0.00030275012],"category_scores_gemma":[0.0005199191,0.000058737038,0.00007443505,0.0016760258,0.00022544169,0.00074736634,0.00008205207,0.00041472891,0.0000058251608],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00054755405,0.018613065,0.04776253,0.00031783237,0.011088088,0.00000608901,0.5690196,0.00038658912,0.00026838403,0.0057341857,0.040056523,0.30619955],"study_design_scores_gemma":[0.0025489219,0.010910407,0.07082622,0.00075859803,0.0012099058,0.000043458003,0.7381428,0.0106181465,0.000047267942,0.0004258094,0.16395952,0.0005089419],"about_ca_topic_score_codex":0.0005940595,"about_ca_topic_score_gemma":0.0061520245,"teacher_disagreement_score":0.30569062,"about_ca_system_score_codex":0.00015031618,"about_ca_system_score_gemma":0.00037270066,"threshold_uncertainty_score":0.34329742},"labels":[],"label_agreement":null},{"id":"W2147323316","doi":"10.1109/icnp.1995.524841","title":"Petri net models for describing multimedia synchronization requirements","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Petri net; Computer science; Synchronization (alternating current); Formal specification; Distributed computing; Process architecture; Language Of Temporal Ordering Specification; Field (mathematics); Object (grammar); Programming language; Real-time computing; Artificial intelligence; Computer network","score_opus":0.2124416752057093,"score_gpt":0.34613524241179233,"score_spread":0.13369356720608302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147323316","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047932826,0.0006216612,0.5868259,0.013270442,0.00065474305,0.0015410042,0.000008376096,0.0010990113,0.39118555],"genre_scores_gemma":[0.9506088,0.0003822115,0.044278957,0.00024268345,0.00006734177,0.000058278554,0.000013330587,0.000008908948,0.0043395283],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925154,0.000061814215,0.00015648156,0.00013715331,0.00016199746,0.00023100794],"domain_scores_gemma":[0.99936205,0.00016358757,0.000057674646,0.00023730811,0.0001141334,0.000065216875],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030218172,0.00005940692,0.00007999932,0.00008792039,0.00039427963,0.00003580387,0.00032102177,0.00010972189,0.0012016871],"category_scores_gemma":[0.00042236585,0.00006060244,0.00003186621,0.00021726194,0.00013163498,0.00026573197,0.00004331296,0.000058983704,0.000087135195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000063926645,0.0002343505,0.0011231035,0.000009889029,0.000029338473,5.3375663e-7,0.015086969,0.00021853393,0.00034868016,0.32047415,0.024958024,0.63751006],"study_design_scores_gemma":[0.00064457994,0.00002370851,0.00001943821,0.000011195916,0.000009383483,2.1163564e-7,0.0016072637,0.90366983,0.00021696732,0.0049119703,0.08874068,0.00014476219],"about_ca_topic_score_codex":0.00041240363,"about_ca_topic_score_gemma":0.0008626708,"teacher_disagreement_score":0.9458155,"about_ca_system_score_codex":0.000094364674,"about_ca_system_score_gemma":0.00002271777,"threshold_uncertainty_score":0.99971133},"labels":[],"label_agreement":null},{"id":"W2149130820","doi":"10.1109/mmsp.2002.1203329","title":"Eyeball Video Communications Platform","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Eyeball (Canada)","funders":"","keywords":"Computer science; The Internet; Telecommunications; Broadband; Firewall (physics); Wireless; Multimedia; World Wide Web","score_opus":0.08477152924626435,"score_gpt":0.3852116382295335,"score_spread":0.30044010898326917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149130820","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006821159,0.00014395587,0.0012809859,0.06865674,0.00007161705,0.00015117286,8.9438623e-7,0.0004914535,0.922382],"genre_scores_gemma":[0.97159564,0.0007435031,0.024863565,0.00080712384,0.000018311772,0.000021221447,0.0000056891627,0.0000037772425,0.0019411523],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99954134,0.00003249385,0.00010709825,0.0000673798,0.00010793433,0.00014372282],"domain_scores_gemma":[0.9988924,0.000109572364,0.000032447275,0.0008530066,0.00005115989,0.00006139294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026171718,0.00003848897,0.000055871897,0.000054337786,0.000511516,0.000023860683,0.0010739622,0.00008860123,0.0007027578],"category_scores_gemma":[0.00018196861,0.000037079917,0.000027563465,0.00020755368,0.000491093,0.00011771092,0.00017534211,0.00013032174,0.000581727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.1803465e-7,0.00004326141,0.00023902746,2.9183926e-7,0.0000032410032,1.1237485e-7,0.0026846395,7.269531e-7,0.00004872403,0.98525774,0.0004926947,0.011229022],"study_design_scores_gemma":[0.00026713026,0.000007843959,0.00063124445,0.000003810335,0.0000027587469,4.8192896e-7,0.00338895,0.000029323504,0.00015471462,0.06359231,0.9318473,0.000074169504],"about_ca_topic_score_codex":0.0044813836,"about_ca_topic_score_gemma":0.026503608,"teacher_disagreement_score":0.9647745,"about_ca_system_score_codex":0.00008452413,"about_ca_system_score_gemma":0.00012554166,"threshold_uncertainty_score":0.9912602},"labels":[],"label_agreement":null},{"id":"W2149338266","doi":"10.1109/icme.2009.5202717","title":"A multimedia item authoring framework for computer-based education","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Multimedia; Software portability; Interactivity; Interoperability; Reusability; Scalability; Curriculum; World Wide Web; Software; Programming language","score_opus":0.04763024683340658,"score_gpt":0.39983284470461944,"score_spread":0.3522025978712129,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149338266","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009746335,0.000103465325,0.88213384,0.07415891,0.0010621231,0.00088318455,0.0000017666761,0.0009266624,0.030983688],"genre_scores_gemma":[0.46512702,0.0000088161905,0.53280014,0.0015085647,0.00019720968,0.000034265926,0.0000066288353,0.0000030180177,0.00031437294],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994092,0.000059696853,0.00012366865,0.00012650911,0.00010342297,0.00017747974],"domain_scores_gemma":[0.99886984,0.0006465677,0.000054702723,0.00025616342,0.00009372399,0.00007902538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028669566,0.00005656204,0.00008185433,0.00008788858,0.0002943467,0.000036769048,0.00032426525,0.00015936833,0.00014897915],"category_scores_gemma":[0.00059608975,0.000057028883,0.000043803895,0.00019132541,0.000079681355,0.000058032383,0.000012092591,0.00011064594,0.000032032345],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003393085,0.00011890548,0.00034636472,0.0000016481688,0.0000017115841,3.442873e-8,0.001278295,0.000002803634,0.00003031655,0.4350198,0.0018504848,0.56134623],"study_design_scores_gemma":[0.00068182044,0.00017420956,0.008347191,0.000085038584,0.000016176953,3.0687437e-7,0.0029504048,0.08678983,0.0009977712,0.13754015,0.762022,0.00039507475],"about_ca_topic_score_codex":0.0001254645,"about_ca_topic_score_gemma":0.0001494428,"teacher_disagreement_score":0.76017153,"about_ca_system_score_codex":0.0000554625,"about_ca_system_score_gemma":0.00023981817,"threshold_uncertainty_score":0.23255704},"labels":[],"label_agreement":null},{"id":"W2149347590","doi":"10.1109/qshine.2004.7","title":"A QoS-based framework for distributed content adaptation","year":2004,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transcoding; Computer science; Personalization; Interoperability; Adaptation (eye); Quality of service; The Internet; Context (archaeology); Content adaptation; Multimedia; Computer network; World Wide Web; Distributed computing; Ubiquitous computing; Human–computer interaction","score_opus":0.1653348568629756,"score_gpt":0.3831732208423889,"score_spread":0.2178383639794133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149347590","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004529381,0.000026509095,0.9506592,0.04163849,0.00014618739,0.00034167766,0.000010549858,0.00025489222,0.0023930762],"genre_scores_gemma":[0.84613824,0.000011459726,0.15302457,0.00057736394,0.000035035682,0.00008221037,0.000034507982,0.0000028800398,0.000093722665],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995907,0.000028990446,0.000091947746,0.000075637974,0.00008782163,0.00012488622],"domain_scores_gemma":[0.99940234,0.00025299707,0.000040960895,0.00016109656,0.0000993133,0.000043279782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000177339,0.000035620833,0.000056773995,0.000028944694,0.00022512411,0.00001788454,0.00018587225,0.000110221954,0.00013643783],"category_scores_gemma":[0.0009338885,0.000032993445,0.000035244233,0.00013666923,0.00013300098,0.000035619985,0.000009811856,0.00006284761,0.000026443997],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000079402635,0.00004639163,0.000105643674,0.0000010621948,0.000003145881,7.8329904e-8,0.00089026836,0.00006199382,0.000029527953,0.9918994,0.00013126546,0.006823317],"study_design_scores_gemma":[0.0029769468,0.00014732617,0.0018972154,0.000046777255,0.00002093968,1.7112013e-7,0.022070948,0.0058207484,0.0029401446,0.47967452,0.48409793,0.00030633126],"about_ca_topic_score_codex":0.0013352254,"about_ca_topic_score_gemma":0.003535765,"teacher_disagreement_score":0.8416089,"about_ca_system_score_codex":0.00007772094,"about_ca_system_score_gemma":0.00013206192,"threshold_uncertainty_score":0.20184703},"labels":[],"label_agreement":null},{"id":"W2150310088","doi":"10.1002/spe.609","title":"Performance evaluation for VBR Continuous Media File Server admission control","year":2004,"lang":"en","type":"article","venue":"Software Practice and Experience","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Saskatchewan","funders":"","keywords":"Computer science; Control (management); Variable bitrate; Operating system; World Wide Web; Computer network; Database; Bit rate","score_opus":0.035375187398940855,"score_gpt":0.36600419869729195,"score_spread":0.3306290112983511,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150310088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9582918,0.0018811501,0.0074019427,0.022599768,0.00081935845,0.002211459,0.000058608082,0.0006091396,0.00612673],"genre_scores_gemma":[0.9826569,0.0005947827,0.0152688585,0.0008218333,0.0000747663,0.00045470896,0.000027145392,0.000007056066,0.000093945244],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998977,0.00013142977,0.00015769253,0.00019828376,0.00031630532,0.00021929512],"domain_scores_gemma":[0.9978458,0.0012862848,0.0001450114,0.00023887829,0.00037458757,0.00010942524],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008935947,0.00008032124,0.00011250392,0.00004102104,0.00063230307,0.00005418964,0.00023587138,0.000124847,0.00070181175],"category_scores_gemma":[0.015648311,0.00007626781,0.000024696445,0.00014297647,0.0002592062,0.00081499125,0.00003855548,0.00011856677,0.000028101902],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037555388,0.00034252807,0.006278588,0.00002783912,0.00003195214,0.000003078734,0.23162867,0.000042298558,0.0003714532,0.010461761,0.0029269196,0.74750936],"study_design_scores_gemma":[0.0038422944,0.00021957463,0.0061214897,0.000098651086,0.00007813382,0.000012778477,0.07220232,0.0012060018,0.0007631068,0.002434192,0.91261107,0.0004103844],"about_ca_topic_score_codex":0.00045811562,"about_ca_topic_score_gemma":0.00022549267,"teacher_disagreement_score":0.9096842,"about_ca_system_score_codex":0.000070958,"about_ca_system_score_gemma":0.00027722048,"threshold_uncertainty_score":0.9926433},"labels":[],"label_agreement":null},{"id":"W2151421260","doi":"10.1109/ithet.2005.1560235","title":"Virtual Versus Real Design Of A Traffic Light/Voice Controller","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University Grants Committee","keywords":"Complex programmable logic device; Controller (irrigation); Computer science; Programmable logic device; Process (computing); Synchronization (alternating current); Programmable logic controller; Interface (matter); Visualization; Computer hardware; Embedded system; Virtual reality; Microprocessor; Set (abstract data type); Real-time computing; Artificial intelligence; Telecommunications; Operating system; Channel (broadcasting)","score_opus":0.05560394119491665,"score_gpt":0.3379829625512696,"score_spread":0.28237902135635295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151421260","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1717821,0.00025694445,0.005199957,0.042661715,0.0004437928,0.00087332516,0.000002314736,0.0008588066,0.777921],"genre_scores_gemma":[0.99133414,0.00027814566,0.0052063214,0.00008304836,0.00006169709,0.00001204626,5.179516e-7,0.0000035610956,0.0030205098],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993162,0.00017317975,0.00014459762,0.00008208198,0.00014458802,0.00013935522],"domain_scores_gemma":[0.99917907,0.00048457444,0.000055206194,0.00017476575,0.000058084366,0.000048291284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039446668,0.00004567672,0.000109687324,0.000057941492,0.00011821762,0.000007994596,0.00033605663,0.00011031512,0.0006013476],"category_scores_gemma":[0.00022660519,0.00004033028,0.00003268764,0.00014738872,0.00019651874,0.00006403919,0.000025605405,0.0000763439,0.0001845814],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053150154,0.00040823143,0.000043573637,0.0000014749166,0.000079160985,6.7038764e-7,0.020608572,0.0009313519,0.002605352,0.48047486,0.015298758,0.4790165],"study_design_scores_gemma":[0.008172539,0.00047559253,0.0002167339,0.000008991802,0.000042799067,4.6875306e-7,0.0155073395,0.034482405,0.0020132572,0.00033871274,0.9384037,0.00033741683],"about_ca_topic_score_codex":0.00027300202,"about_ca_topic_score_gemma":0.0022689106,"teacher_disagreement_score":0.923105,"about_ca_system_score_codex":0.000036929934,"about_ca_system_score_gemma":0.000083120045,"threshold_uncertainty_score":0.65843344},"labels":[],"label_agreement":null},{"id":"W2154000791","doi":"10.1109/icip.2007.4379554","title":"Synchronization of Processed Audio-Video Signals using Time-Stamps","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Synchronizing; Computer science; Synchronization (alternating current); Audio signal; Real-time computing; Audio signal flow; Audio signal processing; SIGNAL (programming language); Timestamp; Detector; Frame synchronization; Computer hardware; Speech recognition; Speech coding; Telecommunications","score_opus":0.03598873175017139,"score_gpt":0.35733960113440993,"score_spread":0.3213508693842385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154000791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39437813,0.00041282707,0.28120923,0.003484312,0.00014404692,0.0006991313,0.000002168871,0.0006185779,0.31905156],"genre_scores_gemma":[0.9886331,0.000045226305,0.010255937,0.000085454936,0.00003047341,0.0000015037097,0.0000030800254,0.0000049941063,0.00094026164],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99932104,0.00006111039,0.00019834608,0.000084384934,0.0001772676,0.00015782128],"domain_scores_gemma":[0.99927074,0.00019244381,0.000117017,0.00018044145,0.00019610662,0.000043228698],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009094812,0.000044406454,0.00009417221,0.00010733175,0.00016973929,0.000013103678,0.00026248157,0.000109885565,0.0014014047],"category_scores_gemma":[0.0004717936,0.000043264492,0.000021133434,0.00047662147,0.00023420154,0.0001323556,0.00003833882,0.000057340763,0.000042202406],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008749148,0.00089767115,0.025618171,0.00013717444,0.00012585419,0.0000050635294,0.03851741,0.00044629804,0.29075244,0.2508804,0.0039369613,0.38859507],"study_design_scores_gemma":[0.0034655128,0.00026583317,0.0056852144,0.00034682226,0.00014723778,0.000006384868,0.042384062,0.10322595,0.51617515,0.025529385,0.3011349,0.0016335065],"about_ca_topic_score_codex":0.0007255117,"about_ca_topic_score_gemma":0.00080547866,"teacher_disagreement_score":0.5942549,"about_ca_system_score_codex":0.000057979018,"about_ca_system_score_gemma":0.000150606,"threshold_uncertainty_score":0.9995114},"labels":[],"label_agreement":null},{"id":"W2154525113","doi":"10.1109/iceeli.2012.6360587","title":"Blackboard vs. Desire2Learn: A system administrator's perspective on usability","year":2012,"lang":"en","type":"article","venue":"International Conference on Education and e-Learning Innovations","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Usability; Blackboard (design pattern); Computer science; Perspective (graphical); Blackboard system; System administrator; Track (disk drive); Learning Management; Human–computer interaction; Multimedia; World Wide Web; Software engineering; Artificial intelligence; Operating system","score_opus":0.07928312330156896,"score_gpt":0.40918130790404683,"score_spread":0.3298981846024779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154525113","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30482385,0.00002258519,0.00022309367,0.040102467,0.0011158388,0.00024732994,0.0000060714074,0.00026646676,0.65319234],"genre_scores_gemma":[0.99418145,0.000040521638,0.0008933061,0.00068206125,0.0003037471,0.00008927168,0.000036075882,0.000009048708,0.0037645404],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99870384,0.0003163582,0.00024011226,0.00021544947,0.0003159114,0.00020834977],"domain_scores_gemma":[0.9983473,0.00024381829,0.00017514479,0.00021373758,0.00089819165,0.000121809644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008007043,0.00011362746,0.00011158805,0.00029697214,0.0006985156,0.00013166395,0.00030487933,0.00012836722,0.00079190795],"category_scores_gemma":[0.0017518017,0.00011967126,0.000030238572,0.00038553993,0.000308045,0.00023711464,0.00003993628,0.00050233945,0.00024287243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018637751,0.00033625116,0.012038435,0.0000033591703,0.000016323911,6.917828e-8,0.0063382373,0.0000019191223,0.000034394485,0.9724643,0.0006363264,0.008111753],"study_design_scores_gemma":[0.00055197265,0.0002447605,0.10193324,0.00019747148,0.000022709704,0.000009322403,0.31901437,0.0011203488,0.00017995432,0.0067209983,0.56948733,0.0005175258],"about_ca_topic_score_codex":0.0005420278,"about_ca_topic_score_gemma":0.000083626495,"teacher_disagreement_score":0.9657433,"about_ca_system_score_codex":0.0004976342,"about_ca_system_score_gemma":0.00056669,"threshold_uncertainty_score":0.86708367},"labels":[],"label_agreement":null},{"id":"W2155787404","doi":"10.1109/ccece.1998.685569","title":"Designing and modeling a multimedia telelearning database","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia; Multimedia database; Facilitator; Architecture; World Wide Web; Database server; Database schema; Schema (genetic algorithms); Database; Database design; Information retrieval","score_opus":0.12051845157784433,"score_gpt":0.3401261347418685,"score_spread":0.21960768316402415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155787404","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24106582,0.0034064448,0.25881213,0.017030487,0.00025321526,0.00073406793,0.00000277009,0.0021706487,0.4765244],"genre_scores_gemma":[0.88737816,0.00079373625,0.110576525,0.00013650669,0.000028690452,0.0000078515695,0.0000015041978,0.0000049178316,0.0010721226],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994068,0.00010273284,0.00009346877,0.00011831712,0.00010676945,0.00017187042],"domain_scores_gemma":[0.9995106,0.0001821558,0.000023922854,0.0001734924,0.00003025299,0.00007960161],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035864153,0.000046685993,0.00006516349,0.00006994739,0.0003995235,0.000032039978,0.00017471543,0.0000649758,0.0011894593],"category_scores_gemma":[0.0006033401,0.000045875982,0.000011301843,0.00012811433,0.00013995642,0.00013933782,0.00007698457,0.00015019691,0.00009439734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005843567,0.00014463165,0.008802908,0.00001187292,0.000028972578,0.000009411258,0.06439611,0.00019968761,0.006484695,0.060058326,0.0023759387,0.8574816],"study_design_scores_gemma":[0.0002232773,0.000006341484,0.00001708657,0.000009071353,0.00000418818,0.0000011154763,0.006466092,0.96853435,0.00012569632,0.000223316,0.024287038,0.000102445876],"about_ca_topic_score_codex":0.00097136246,"about_ca_topic_score_gemma":0.00056357455,"teacher_disagreement_score":0.9683346,"about_ca_system_score_codex":0.000014143549,"about_ca_system_score_gemma":0.000010109739,"threshold_uncertainty_score":0.9997236},"labels":[],"label_agreement":null},{"id":"W2156140113","doi":"10.1109/prmnet.1997.638880","title":"A multimedia on-line assistance system with safe remote control of applications","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computer science; Confidentiality; Software; Remote control; Computer security; Control (management); Visualization; Access control; End user; World Wide Web; Operating system","score_opus":0.036692064678299066,"score_gpt":0.30223157807238643,"score_spread":0.2655395133940874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156140113","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001096893,0.00029677444,0.31530324,0.011742821,0.0000580844,0.0010955766,0.000016222402,0.0004995845,0.6698908],"genre_scores_gemma":[0.97886145,0.000082920466,0.017705759,0.00014686592,0.000033537606,0.00004742833,0.0000017104127,0.000005847209,0.0031144838],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924123,0.00009444793,0.00018372401,0.00013085532,0.00020706729,0.00014269534],"domain_scores_gemma":[0.99888736,0.0003098587,0.00012637707,0.00048183376,0.00012804124,0.00006651341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002229236,0.00006322639,0.00014941116,0.000066088694,0.00017738572,0.000008171262,0.00036094704,0.00008693882,0.00038419804],"category_scores_gemma":[0.00008517096,0.0000498815,0.000027114751,0.00029320345,0.00035008218,0.00003257302,0.00001312028,0.00010372306,0.00017251146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046382236,0.00032109508,0.0011633461,0.000031029605,0.000059644353,0.0000017534283,0.002374715,0.000055408218,0.00026413004,0.7687839,0.0011961794,0.22570239],"study_design_scores_gemma":[0.0046299174,0.00027253214,0.0011931144,0.0001566276,0.000058048667,0.00000396123,0.008373762,0.29719004,0.0007594088,0.00040261733,0.6864887,0.00047127134],"about_ca_topic_score_codex":0.0005496359,"about_ca_topic_score_gemma":0.0017476322,"teacher_disagreement_score":0.97776455,"about_ca_system_score_codex":0.00005528697,"about_ca_system_score_gemma":0.0000258981,"threshold_uncertainty_score":0.4206699},"labels":[],"label_agreement":null},{"id":"W2156186632","doi":"10.1109/tbc.2009.2020451","title":"An Overview of IPTV Standards Development","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Broadcasting","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":85,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"IPTV; Interoperability; Implementation; Broadband; Telecommunications; Computer science; Digital television; Interactive television; World Wide Web; Software engineering","score_opus":0.11749683479704166,"score_gpt":0.41563592926539256,"score_spread":0.2981390944683509,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156186632","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33583593,0.0008044178,0.6115868,0.0032807908,0.0007514225,0.0006620723,0.000036188278,0.0009787222,0.046063643],"genre_scores_gemma":[0.9877838,0.00025496163,0.0116651915,0.00012013257,0.000016120941,0.000006939254,8.6470396e-7,0.0000050318276,0.00014698187],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990366,0.00011652681,0.00022648131,0.00012513224,0.00032090844,0.00017434359],"domain_scores_gemma":[0.99937224,0.00008628627,0.00007857688,0.00025058998,0.00013915329,0.00007313827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005707326,0.000071317496,0.00012122956,0.00012657621,0.0004611327,0.000017192197,0.00027114816,0.00008813976,0.00032120332],"category_scores_gemma":[0.000032379485,0.0000757189,0.000039250786,0.0003064339,0.00010670665,0.00011896418,5.5711814e-7,0.00016462726,0.0000104629125],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011750117,0.00021235316,0.000025668103,0.0000059054983,0.000008917996,5.9967374e-7,0.008169138,0.0002563024,0.0018122391,0.0020402581,0.000026164827,0.9874307],"study_design_scores_gemma":[0.0040743416,0.0015295297,0.009506776,0.0011489234,0.00014445698,0.000016568407,0.028667815,0.008866535,0.22737032,0.0043688174,0.712315,0.0019908876],"about_ca_topic_score_codex":0.00016812849,"about_ca_topic_score_gemma":0.0006426037,"teacher_disagreement_score":0.98543984,"about_ca_system_score_codex":0.00011315753,"about_ca_system_score_gemma":0.00025845133,"threshold_uncertainty_score":0.35467064},"labels":[],"label_agreement":null},{"id":"W2156817477","doi":"10.1109/glocomw.2008.ecp.25","title":"End User Controlled Web Interaction Flow Using Service Oriented Architecture Model","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Computer science; JavaScript; User interface; Web service; Software architecture; Human–computer interaction; User experience design; Software; World Wide Web; Software engineering; Operating system","score_opus":0.05763036296847613,"score_gpt":0.33813122012142355,"score_spread":0.2805008571529474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156817477","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77760065,0.000045384782,0.06052424,0.01408347,0.0003945176,0.0006364636,0.0000049789483,0.0006575206,0.14605276],"genre_scores_gemma":[0.96288157,0.00006247866,0.034044214,0.0009514584,0.000048505306,0.000016077782,0.000005274799,0.0000072500943,0.0019831567],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999212,0.00014315077,0.00016161226,0.00012943643,0.00017728555,0.00017648544],"domain_scores_gemma":[0.999331,0.0001345224,0.00006987241,0.00025663507,0.00014436571,0.00006359386],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017995416,0.000075878415,0.00015302721,0.00010964683,0.0004620454,0.000013928382,0.00025168588,0.00012928985,0.0009225386],"category_scores_gemma":[0.00016113122,0.00006492716,0.000049429113,0.00029080082,0.00013308636,0.00011817866,0.00006120869,0.0002023299,0.000048208392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027682385,0.0022780157,0.012100055,0.00005381532,0.00073058665,0.000042164273,0.2605849,0.1741247,0.092321366,0.3690298,0.01227916,0.07368722],"study_design_scores_gemma":[0.0016454671,0.0000062633358,0.000028548006,0.0000055686196,0.000010170268,0.0000053901613,0.0015558427,0.94386274,0.00018114329,0.00039303093,0.052207004,0.00009884313],"about_ca_topic_score_codex":0.0015262953,"about_ca_topic_score_gemma":0.011102309,"teacher_disagreement_score":0.769738,"about_ca_system_score_codex":0.00007391955,"about_ca_system_score_gemma":0.0001931001,"threshold_uncertainty_score":0.99999076},"labels":[],"label_agreement":null},{"id":"W2158277676","doi":"10.1017/s0956796807006260","title":"SMIL 2.0 Interactive Multimedia for Web and Mobile Devices by C. A. Dick Bulterman and Lloyd Rutledge, Springer X.media.publishing, 2004, 440pp, ISBN 3-540-20234-X","year":2007,"lang":"en","type":"article","venue":"Journal of Functional Programming","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Multimedia; Publishing; World Wide Web; Interactive media; Action (physics); Mobile device; Computer graphics (images); Art","score_opus":0.024157324038158134,"score_gpt":0.3204166327895847,"score_spread":0.2962593087514266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158277676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95640135,0.013172238,0.012555852,0.010210017,0.0033419225,0.0013817581,0.000037874695,0.0002183693,0.0026806097],"genre_scores_gemma":[0.98261666,0.00041053354,0.015499288,0.00024407277,0.00077147654,0.000035022884,0.00001890778,0.000019546815,0.0003844772],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99841756,0.0000888136,0.0005092155,0.0002002619,0.00042320034,0.00036094678],"domain_scores_gemma":[0.99695504,0.0015472939,0.00054604036,0.00012453442,0.00054986315,0.0002772354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022760576,0.00014954738,0.0002533121,0.00029667935,0.00045855518,0.00032360043,0.0002968277,0.00021566778,0.00010573594],"category_scores_gemma":[0.001594645,0.00013499164,0.000091258575,0.00023063051,0.0004585233,0.0010516631,0.00010383468,0.00052986655,0.00000436526],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033356756,0.00039362823,0.033976648,0.00004382252,0.0001981043,0.000009991974,0.009570854,0.000003370047,0.0017647014,0.0008391905,0.022724995,0.93014115],"study_design_scores_gemma":[0.0013971203,0.00018160598,0.008241106,0.00007001015,0.000053977434,0.000034561286,0.0072763306,0.0003716826,0.000194083,0.00035385237,0.9816398,0.00018584206],"about_ca_topic_score_codex":0.0001478296,"about_ca_topic_score_gemma":0.00081692555,"teacher_disagreement_score":0.9589148,"about_ca_system_score_codex":0.00012525712,"about_ca_system_score_gemma":0.00015266697,"threshold_uncertainty_score":0.55047995},"labels":[],"label_agreement":null},{"id":"W2158636876","doi":"10.1109/icdew.2007.4401013","title":"A QoS-based Service Composition for Content Adaptation","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Ontario Tech University","funders":"","keywords":"Computer science; Adaptation (eye); Quality of service; The Internet; Service composition; Content adaptation; Coding (social sciences); Distributed computing; Service (business); Content distribution; Context (archaeology); Multimedia; Computer network; World Wide Web; Ubiquitous computing; Human–computer interaction","score_opus":0.20003859770505686,"score_gpt":0.3916930213857801,"score_spread":0.19165442368072325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158636876","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.063831806,0.000035819237,0.8262117,0.05197386,0.00030899508,0.00085004367,0.0000036969363,0.00047551907,0.056308556],"genre_scores_gemma":[0.9602956,0.0000039884767,0.03699772,0.0023666492,0.00004209827,0.000025104522,0.000025498912,0.000002777976,0.00024051816],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99960804,0.0000315401,0.000098798555,0.00006138281,0.00008613989,0.0001140971],"domain_scores_gemma":[0.999353,0.0002696773,0.000040807005,0.000107938016,0.00019133005,0.00003728064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005227587,0.000029126739,0.000043241056,0.000049306254,0.00021443375,0.000011704174,0.00013360308,0.00006602651,0.0001115929],"category_scores_gemma":[0.00006135891,0.000028658378,0.000020690019,0.00013467029,0.000051790248,0.000044801178,0.000007542368,0.000034378696,0.000027799495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011768713,0.00021218121,0.0008490803,0.000012595228,0.000012103576,3.586085e-7,0.007793444,0.000034628778,0.009726617,0.8749288,0.0011980942,0.10511443],"study_design_scores_gemma":[0.0040304554,0.0001690352,0.010294399,0.00003443961,0.000033156026,5.6226224e-7,0.04745642,0.091347665,0.022784475,0.00547896,0.8179496,0.00042083664],"about_ca_topic_score_codex":0.0022610466,"about_ca_topic_score_gemma":0.02622418,"teacher_disagreement_score":0.8964638,"about_ca_system_score_codex":0.00004566044,"about_ca_system_score_gemma":0.000044861084,"threshold_uncertainty_score":0.99154466},"labels":[],"label_agreement":null},{"id":"W2159874547","doi":"10.1117/12.702914","title":"Hand held analog television over WiMAX executed in SW","year":2007,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Decodes; WiMAX; Computer hardware; Encoder; Digital signal processing; Digital signal processor; SIGNAL (programming language); MPEG-2; Embedded system; Decoding methods; Wireless; Telecommunications; Operating system","score_opus":0.01572360557078477,"score_gpt":0.2798438844264199,"score_spread":0.2641202788556351,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159874547","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827321,0.00012484824,0.000049798655,0.004857625,0.00019283831,0.00048514898,0.000010739602,0.0000953197,0.011451555],"genre_scores_gemma":[0.95650953,0.000270505,0.042461198,0.00016176722,0.000249055,0.000054455995,0.0000061257324,0.000032172553,0.00025518436],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99784654,3.0407406e-8,0.0006696743,0.00030500183,0.0007028885,0.00047585968],"domain_scores_gemma":[0.9981077,0.00032303002,0.00032679734,0.0000759738,0.0010365389,0.00012996484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018378404,0.00021013389,0.00033545404,0.00022663196,0.00017125306,0.000097113705,0.0010992583,0.00033415877,0.00004327557],"category_scores_gemma":[0.0014994098,0.00018863185,0.00034029147,0.00068929506,0.00063385925,0.00043622786,0.00019963027,0.00042424837,0.000002429696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000800746,0.00016144219,0.0033711644,0.00009143753,0.00011077727,1.9397037e-7,0.0013897595,0.0000070463275,0.2406456,0.750147,0.0018981468,0.0020973766],"study_design_scores_gemma":[0.0113197435,0.0013276747,0.08127555,0.0019925863,0.0004215224,0.0000368743,0.044875685,0.047268443,0.43863332,0.031670466,0.33829895,0.0028791782],"about_ca_topic_score_codex":0.00018201765,"about_ca_topic_score_gemma":0.000022025375,"teacher_disagreement_score":0.71847653,"about_ca_system_score_codex":0.00024716248,"about_ca_system_score_gemma":0.000048381855,"threshold_uncertainty_score":0.7692184},"labels":[],"label_agreement":null},{"id":"W2161468109","doi":"10.1109/icme.2009.5202886","title":"MPEG-21 based temporal video adaptation for heterogeneous devices and mobile environments","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Bitstream; Adaptation (eye); Codec; Content adaptation; Personalization; Mobile device; Multimedia; Real-time computing; Decoding methods; Ubiquitous computing; Human–computer interaction; Computer hardware; Telecommunications; Operating system","score_opus":0.03377309225155374,"score_gpt":0.31895566179771717,"score_spread":0.28518256954616344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161468109","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8903558,0.0012552061,0.064725235,0.021678787,0.0002115704,0.0028515914,0.000017402936,0.000595758,0.018308608],"genre_scores_gemma":[0.98322165,0.00006385059,0.01536297,0.00076588313,0.000016409125,0.0000589578,0.00001372136,0.00000299139,0.00049358245],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995239,0.000051296,0.00010007728,0.00011370784,0.00009182494,0.000119201984],"domain_scores_gemma":[0.9996451,0.000105766834,0.00004675633,0.00014180334,0.000011623907,0.000048924176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017844692,0.000049055463,0.00006608098,0.000038789127,0.00021938782,0.000022841245,0.00014000604,0.00007656571,0.00014591057],"category_scores_gemma":[0.000044081837,0.000046619596,0.000021568982,0.000048148435,0.00010031813,0.00007091116,0.000011772117,0.000032797925,0.000011631311],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000072954346,0.0004741474,0.0136856,0.000012052323,0.00002789264,0.0000017941234,0.00987464,0.00031632863,0.0023942692,0.022047041,0.001074074,0.9500192],"study_design_scores_gemma":[0.00087545364,0.00026590956,0.0037287483,0.0000065688273,0.000013608385,4.431402e-7,0.0027027265,0.02842599,0.0018607202,0.0028327897,0.95908594,0.0002011163],"about_ca_topic_score_codex":0.00027601834,"about_ca_topic_score_gemma":0.0013856814,"teacher_disagreement_score":0.95801187,"about_ca_system_score_codex":0.000023555045,"about_ca_system_score_gemma":0.00002427282,"threshold_uncertainty_score":0.19010921},"labels":[],"label_agreement":null},{"id":"W2162570805","doi":"10.1109/ccece.1993.332378","title":"A multimedia file structure for continuous and discrete media","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Synchronizing; Computer science; Multimedia; File format; Data structure; Information retrieval; World Wide Web; Database; Operating system","score_opus":0.027986448155361998,"score_gpt":0.2972947035631602,"score_spread":0.2693082554077982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162570805","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1822412,0.005276892,0.004487934,0.15577684,0.0026559425,0.006577077,0.0038574226,0.0039432347,0.63518345],"genre_scores_gemma":[0.9606706,0.00018311721,0.033251397,0.00031672392,0.00010527749,0.00005196357,0.00004851906,0.000007912198,0.00536449],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994697,0.00004282037,0.00009621629,0.000120132354,0.00009183944,0.00017928399],"domain_scores_gemma":[0.99897057,0.0006813244,0.000038118782,0.00017894273,0.000045847963,0.00008518771],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009179331,0.00005826857,0.0001042221,0.00004194297,0.0002295621,0.00002736644,0.00021342738,0.0001288554,0.01672052],"category_scores_gemma":[0.0009984178,0.000049056824,0.000023268442,0.00008386289,0.00034765332,0.000062397026,0.000043455697,0.000081682396,0.000026820126],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000087916715,0.000046090263,0.00170297,0.0000085083675,0.00002659733,0.0000011657405,0.03693358,1.3153006e-7,0.00036702296,0.08241874,0.21230927,0.66617715],"study_design_scores_gemma":[0.0006110519,0.000028534005,0.0010639625,0.0000051196353,0.000008736588,9.878902e-7,0.004334588,0.0052466905,0.000117494885,0.004571166,0.9838648,0.00014691304],"about_ca_topic_score_codex":0.0003299286,"about_ca_topic_score_gemma":0.0047527673,"teacher_disagreement_score":0.7784294,"about_ca_system_score_codex":0.00001109009,"about_ca_system_score_gemma":0.000010094607,"threshold_uncertainty_score":0.9841783},"labels":[],"label_agreement":null},{"id":"W2163177088","doi":"10.1108/97279810880001263","title":"Globally distributed R&amp;D work in a marketing management support systems (MMSS) environment: a knowledge management perspective","year":2008,"lang":"en","type":"article","venue":"Journal of Advances in Management Research","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Knowledge management; Work (physics); Competition (biology); Globalization; Marketing management; Marketing; Business; Computer science; Process management; Economics; Engineering","score_opus":0.07327410784498582,"score_gpt":0.4303758729170612,"score_spread":0.35710176507207536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163177088","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02011947,0.01575839,0.0027373258,0.0039060935,0.0006326812,0.002927668,0.000008095516,0.00007800333,0.95383227],"genre_scores_gemma":[0.82693475,0.15382887,0.010167128,0.000020980022,0.000090904054,0.0001524294,0.000007296163,0.000021303771,0.008776339],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.994626,0.0016331503,0.000857263,0.00038984034,0.0016422002,0.000851557],"domain_scores_gemma":[0.9983233,0.0004174368,0.00032333567,0.0005697184,0.00020963985,0.00015653102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010423874,0.00018604139,0.00036878115,0.0016218334,0.00043818308,0.00008962346,0.0018311846,0.000108036475,0.00023066017],"category_scores_gemma":[0.000203098,0.0001851039,0.0001001251,0.0020683561,0.00067896926,0.00047047876,0.00095357076,0.0008007514,0.00013214158],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020510647,0.0041442607,0.064832084,0.0010364199,0.00068953336,0.0052615968,0.020750418,0.0042485045,0.000006182872,0.73624307,0.018881511,0.14185537],"study_design_scores_gemma":[0.0017830379,0.00007538089,0.03441266,0.0006080894,0.00002046497,0.000013056823,0.06711854,0.00006309681,8.593392e-7,0.0029781766,0.8926969,0.00022974274],"about_ca_topic_score_codex":0.00009840781,"about_ca_topic_score_gemma":0.0003135958,"teacher_disagreement_score":0.94505596,"about_ca_system_score_codex":0.0023453762,"about_ca_system_score_gemma":0.00006037006,"threshold_uncertainty_score":0.7548318},"labels":[],"label_agreement":null},{"id":"W2163550024","doi":"10.1109/tmm.2006.876234","title":"Data transmission schemes for DVD-like interactive TV","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Interactive television; Multimedia; Digital television; Interactivity; Quality of service; Bandwidth (computing); The Internet; Computer network; World Wide Web; Telecommunications","score_opus":0.060943001039775076,"score_gpt":0.367640111836206,"score_spread":0.3066971107964309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163550024","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00252987,0.00013518802,0.98343325,0.00566419,0.0010545567,0.0009813235,0.00037340645,0.0005721472,0.005256081],"genre_scores_gemma":[0.9080924,0.0003019617,0.08718466,0.00021487602,0.00017768487,0.00020866196,0.00016563099,0.00003364475,0.0036205275],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99857426,0.0001391459,0.0002896741,0.00039239248,0.00026555933,0.00033897776],"domain_scores_gemma":[0.9980199,0.00086418766,0.00009271829,0.0007842685,0.00012293413,0.00011602848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038703677,0.00015925287,0.000189396,0.00020747013,0.00067719934,0.000045175268,0.0009466154,0.00024803256,0.0007340418],"category_scores_gemma":[0.00003628142,0.00015942902,0.000101673926,0.00028086014,0.00035855448,0.00035803832,0.0000039656297,0.0003508455,0.00012432344],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016375103,0.00085230934,0.000024160698,0.000014395936,0.00006166176,0.0000016408625,0.0028720398,0.000101150086,0.004101202,0.00081858557,0.009024473,0.98196465],"study_design_scores_gemma":[0.0011957213,0.000051443323,0.000053071362,0.000031107626,0.00004943776,9.5309446e-7,0.0010261876,0.031066883,0.011092673,0.0004818259,0.9547067,0.00024398965],"about_ca_topic_score_codex":0.0017428624,"about_ca_topic_score_gemma":0.0039151935,"teacher_disagreement_score":0.9817206,"about_ca_system_score_codex":0.000094835734,"about_ca_system_score_gemma":0.00014769626,"threshold_uncertainty_score":0.8037243},"labels":[],"label_agreement":null},{"id":"W2165616977","doi":"10.1109/mmcs.1995.484927","title":"A remote presentation agent for multimedia databases","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Synchronization (alternating current); Multimedia; Presentation (obstetrics); Interface (matter); Realization (probability); Multimedia database; Architecture; User interface; World Wide Web; Computer network; Operating system","score_opus":0.19185500724810617,"score_gpt":0.41354842044845797,"score_spread":0.2216934132003518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165616977","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012652253,0.00084180763,0.11836371,0.07607381,0.0010271176,0.0027662674,0.00004552474,0.0015459743,0.78668356],"genre_scores_gemma":[0.52727395,0.0015396624,0.41721436,0.0010671054,0.00021041845,0.00006581655,0.000064274514,0.000013233529,0.052551154],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99950147,0.000059618662,0.00009572332,0.000099014884,0.0001068033,0.00013738596],"domain_scores_gemma":[0.99932003,0.00031419538,0.000035838555,0.00023854247,0.000050091836,0.000041325085],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018085081,0.000037280686,0.000051790073,0.00004586942,0.0002236565,0.0000143080115,0.0002073921,0.00003952525,0.0031913135],"category_scores_gemma":[0.0007116413,0.000035368517,0.0000268465,0.000094206436,0.0001309142,0.000072103525,0.000034067525,0.00004107838,0.0002129141],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005290354,0.000107253334,0.00049799,0.000006131352,0.000012639757,5.0271245e-7,0.0070171887,6.996324e-7,0.00023578561,0.034424357,0.15230305,0.8053891],"study_design_scores_gemma":[0.0002645615,0.000008003012,0.0001550272,0.000002754442,0.000004419073,1.4898288e-7,0.0013456135,0.031193558,0.00029936744,0.00044863112,0.9662227,0.00005518882],"about_ca_topic_score_codex":0.0013637601,"about_ca_topic_score_gemma":0.0041953563,"teacher_disagreement_score":0.81391966,"about_ca_system_score_codex":0.000023026445,"about_ca_system_score_gemma":0.000010617063,"threshold_uncertainty_score":0.9977199},"labels":[],"label_agreement":null},{"id":"W2165859396","doi":"10.1109/ccece.2007.12","title":"Efficient DVB-MHP to Blu-Ray System Information Transcoding","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Digital Video Broadcasting; Transcoding; Digital television; Metadata; Interactive television; Multimedia; High-definition television; Backward compatibility; Interactivity; Bitstream; Operating system; Computer network; Computer hardware; Telecommunications; Decoding methods","score_opus":0.02065186003280985,"score_gpt":0.3193925438321314,"score_spread":0.29874068379932156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165859396","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15281066,0.000014801719,0.14159545,0.0060811327,0.00035887287,0.00044050743,0.0000012541805,0.00071804423,0.6979793],"genre_scores_gemma":[0.99395436,0.0000036252527,0.0053270375,0.00036723085,0.000028251607,0.000008245651,0.0000017739295,0.000002153927,0.00030730426],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928653,0.000039741684,0.00020197016,0.000058285546,0.00020282526,0.00021066573],"domain_scores_gemma":[0.99948615,0.00010656679,0.000039120594,0.00019440502,0.000072086164,0.000101661724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012004089,0.00004489,0.00006687911,0.00016697306,0.0002898361,0.0000337061,0.00028882662,0.00008853924,0.00015857638],"category_scores_gemma":[0.00012297156,0.00004132736,0.000026208292,0.0003539649,0.00005820139,0.00006801177,0.000024999026,0.00007447094,0.0005566509],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010234953,0.000029711733,0.00038167552,0.000014309856,0.0000060255065,5.4543136e-7,0.038168635,0.00019664176,0.0004785224,0.86727935,0.0006346425,0.0927997],"study_design_scores_gemma":[0.0004494375,0.00003335752,0.0029662263,0.000041708026,0.000008279542,0.0000012094806,0.09013396,0.0067568957,0.0017954159,0.00005238963,0.8975176,0.0002434875],"about_ca_topic_score_codex":0.00087358884,"about_ca_topic_score_gemma":0.0014537057,"teacher_disagreement_score":0.896883,"about_ca_system_score_codex":0.00012827765,"about_ca_system_score_gemma":0.000036710455,"threshold_uncertainty_score":0.7154807},"labels":[],"label_agreement":null},{"id":"W2166598761","doi":"","title":"Architecture for Personalized Collaborative E-learning Environment","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Architecture; Human–computer interaction; Geography","score_opus":0.03087152180719845,"score_gpt":0.3146493723215547,"score_spread":0.2837778505143563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166598761","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0039031727,0.0007444501,0.0003517506,0.98214996,0.00036346394,0.00058111973,0.000019063564,0.00015738462,0.011729637],"genre_scores_gemma":[0.9723376,0.0014990323,0.017257143,0.0004471201,0.0005438494,0.0007509718,0.00007616382,0.00001562505,0.0070724855],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986903,0.00012847922,0.00021883223,0.0003552643,0.0002507489,0.00035637218],"domain_scores_gemma":[0.998045,0.0012304535,0.00014104473,0.00024489957,0.00018797671,0.000150594],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003082114,0.00016527214,0.0002271202,0.00058931706,0.0005467848,0.000034910285,0.00041270725,0.00025161024,0.0019984967],"category_scores_gemma":[0.0013285322,0.00016422514,0.00003351179,0.0005215703,0.0015449207,0.00006789197,0.00006671326,0.0005179534,0.00010996691],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018818306,0.00011493361,0.0010560701,0.0000033612735,0.000018764866,2.3903988e-7,0.0062845685,0.0000022345391,0.00022267363,0.94157696,0.0013114812,0.04938988],"study_design_scores_gemma":[0.0005639732,0.000065149674,0.00031796764,0.000023297089,0.000014502941,0.0000015973943,0.0016199197,0.000100476616,0.00036382067,0.46926817,0.5274677,0.00019339811],"about_ca_topic_score_codex":0.000015908154,"about_ca_topic_score_gemma":0.0013351018,"teacher_disagreement_score":0.98170286,"about_ca_system_score_codex":0.000119991324,"about_ca_system_score_gemma":0.0005553247,"threshold_uncertainty_score":0.9989138},"labels":[],"label_agreement":null},{"id":"W2167475533","doi":"10.1109/icc.1997.609988","title":"Multimedia courseware delivery over broadband networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia; Facilitator; Broadband; Broadband networks; Interactive media; IP Multimedia Subsystem; World Wide Web; Telecommunications; Quality of service","score_opus":0.034051403872102905,"score_gpt":0.2978153662461678,"score_spread":0.26376396237406485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167475533","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049720433,0.0028698968,0.0026036154,0.013254329,0.0008664738,0.00048504226,0.0000037021532,0.0012523646,0.9289442],"genre_scores_gemma":[0.9836736,0.0016262287,0.0018833883,0.0007535239,0.0001333967,0.0000122397205,0.000003659716,0.000007212512,0.011906773],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924135,0.00009650088,0.00011696937,0.00012685545,0.0001662897,0.00025204965],"domain_scores_gemma":[0.99928015,0.00020968595,0.000040832492,0.00030754815,0.000057714497,0.00010408802],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017867568,0.00006695532,0.000090721696,0.000060493196,0.00031075193,0.000031048894,0.0003852721,0.00018104368,0.016192023],"category_scores_gemma":[0.000125477,0.00006343302,0.000040405488,0.00021645323,0.00033490235,0.00010424266,0.000062608706,0.00016710264,0.00040656573],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068313766,0.00025588128,0.022860842,0.0000021986757,0.00003752627,0.0000074565646,0.008693962,0.000030809213,0.000040389208,0.03519431,0.24480872,0.68806106],"study_design_scores_gemma":[0.000655497,0.000016184982,0.003954327,0.000009577964,0.000010725967,8.762144e-7,0.0019512224,0.106359735,0.000024066449,0.00021812339,0.8865717,0.00022793499],"about_ca_topic_score_codex":0.0014477641,"about_ca_topic_score_gemma":0.0036836343,"teacher_disagreement_score":0.93395317,"about_ca_system_score_codex":0.000037446804,"about_ca_system_score_gemma":0.000016321657,"threshold_uncertainty_score":0.9847073},"labels":[],"label_agreement":null},{"id":"W2167708870","doi":"10.1109/iv.2007.133","title":"Visualizing Collaborative Filtering in Digital Collections","year":2007,"lang":"en","type":"article","venue":"Proceedings","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Exhibition; Visualization; World Wide Web; Process (computing); Collaborative filtering; Similarity (geometry); Information retrieval; Data visualization; Digital library; Recommender system; Human–computer interaction; Multimedia; Data mining; Image (mathematics); Artificial intelligence","score_opus":0.02339187727491029,"score_gpt":0.3560914716158665,"score_spread":0.33269959434095625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167708870","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35196248,0.000044190103,0.00018740802,0.0011121483,0.00008263345,0.00019259458,0.0000013073762,0.0002088568,0.6462084],"genre_scores_gemma":[0.99693596,0.000046602905,0.0012415757,0.000054946624,0.00004233311,0.000017166272,8.2652264e-7,0.0000049707487,0.0016556153],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99945015,0.0000032395355,0.000130635,0.0000993155,0.000111080386,0.00020558824],"domain_scores_gemma":[0.9996353,0.00008142932,0.000047364952,0.00003826143,0.00014896248,0.000048721595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044005256,0.00004490637,0.0000674332,0.00022530257,0.00035374798,0.00011990919,0.000172237,0.0000747443,0.000057229983],"category_scores_gemma":[0.00069244433,0.000050775394,0.000012774308,0.0015307885,0.00014561755,0.00029774776,0.000051277955,0.00011738733,0.000017544324],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004959139,0.0002687544,0.11263822,0.000018400848,0.000020701395,0.000005066974,0.1716993,4.827133e-7,0.009184162,0.6451613,0.005744267,0.055209786],"study_design_scores_gemma":[0.0005195535,0.00004545961,0.004502441,0.00004625371,0.0000032885218,0.0000023083949,0.11103149,0.00013793625,0.005446361,0.007909546,0.8701057,0.00024966564],"about_ca_topic_score_codex":0.00019018589,"about_ca_topic_score_gemma":0.0012169173,"teacher_disagreement_score":0.8643614,"about_ca_system_score_codex":0.000121312805,"about_ca_system_score_gemma":0.000054989938,"threshold_uncertainty_score":0.27207792},"labels":[],"label_agreement":null},{"id":"W2168572602","doi":"10.1109/aict-iciw.2006.14","title":"A Framework for Quality-Driven Delivery in Distributed Multimedia Systems","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal; Concordia University; Université de Montréal; Université du Québec","funders":"","keywords":"Computer science; Quality of service; Mobile QoS; Quality (philosophy); Multimedia; Distributed computing; Computer network; Service delivery framework; Service (business)","score_opus":0.06236615091311357,"score_gpt":0.3856893741967736,"score_spread":0.32332322328366003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168572602","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39249474,0.0013981184,0.50120175,0.032724515,0.0018864977,0.0048168926,0.00031292747,0.0021501796,0.0630144],"genre_scores_gemma":[0.95612824,0.00004726255,0.042932108,0.00006593073,0.00009759047,0.00015318568,0.00007086372,0.0000058601854,0.0004989379],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99899095,0.00020314625,0.00027341902,0.00014076517,0.00014093201,0.00025075694],"domain_scores_gemma":[0.9983223,0.0011963244,0.00008170996,0.00026765166,0.0000884096,0.000043604145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005193035,0.00006436464,0.0001526068,0.00008391552,0.00016847068,0.000035636618,0.00036374302,0.00024675892,0.000079510035],"category_scores_gemma":[0.00074393104,0.00006302568,0.00004341143,0.00027886243,0.00018837918,0.00006339373,0.000042031257,0.00013788737,0.000036649224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009081408,0.000107909,0.020736061,0.00000804744,0.0000048756447,5.475477e-7,0.0009875114,0.000037072117,0.000063013475,0.97313595,0.0016975632,0.003212359],"study_design_scores_gemma":[0.002654119,0.00005526199,0.05569993,0.00012506556,0.00001903972,6.783725e-7,0.025839733,0.06058054,0.00020121667,0.10336917,0.7506887,0.00076655135],"about_ca_topic_score_codex":0.02825181,"about_ca_topic_score_gemma":0.024897292,"teacher_disagreement_score":0.8697668,"about_ca_system_score_codex":0.0001035618,"about_ca_system_score_gemma":0.00007235744,"threshold_uncertainty_score":0.9928958},"labels":[],"label_agreement":null},{"id":"W2170110695","doi":"10.1109/ccece.1997.614833","title":"3 dimensional multimedia interactive courseware authoring in TeleLearning system","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia; Authoring system; Interactive media; Popularity; Human–computer interaction; Space (punctuation)","score_opus":0.03961804562362303,"score_gpt":0.32322231179899696,"score_spread":0.28360426617537393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170110695","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27993143,0.00048683642,0.0005276276,0.0122459745,0.001005683,0.0006551428,0.0000024469864,0.0014411365,0.7037037],"genre_scores_gemma":[0.993666,0.000026192743,0.003856722,0.00005917545,0.000045792545,0.00002194741,0.0000017038434,0.000006392595,0.0023160905],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906296,0.0002188115,0.00016162933,0.00014474416,0.00018784696,0.00022399743],"domain_scores_gemma":[0.99921644,0.00042190813,0.00006021466,0.00017396816,0.00005776991,0.000069699],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036898899,0.000064777,0.00011341886,0.0001543712,0.00022504987,0.00002096963,0.00026637124,0.00011405302,0.0016095762],"category_scores_gemma":[0.0004620055,0.00006309938,0.000027099115,0.00025777245,0.00013664593,0.00013133924,0.00007873161,0.00029909247,0.0004343466],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002905853,0.0005234348,0.07783338,0.00002641994,0.000056970548,0.00007322419,0.12447399,0.00016880335,0.00072584767,0.14457317,0.006451012,0.6450647],"study_design_scores_gemma":[0.0025151365,0.000071456234,0.020230887,0.00047635793,0.00001817257,0.000014963679,0.21383221,0.535537,0.0005137609,0.0002498278,0.22568975,0.0008504759],"about_ca_topic_score_codex":0.0013287304,"about_ca_topic_score_gemma":0.0022474022,"teacher_disagreement_score":0.71373457,"about_ca_system_score_codex":0.00018810092,"about_ca_system_score_gemma":0.000023515287,"threshold_uncertainty_score":0.9993031},"labels":[],"label_agreement":null},{"id":"W2170259417","doi":"10.1109/icc.1995.525229","title":"A time-based multimedia document architecture","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia; Rendering (computer graphics); Animation; Graphics; Architecture; Computer animation; Computer graphics; Interactive media; Computer graphics (images)","score_opus":0.023531699206771565,"score_gpt":0.2943149092310035,"score_spread":0.27078321002423195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170259417","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008668799,0.00024826446,0.0017834553,0.094273396,0.00016878279,0.00048182646,0.000002125363,0.0011293493,0.893244],"genre_scores_gemma":[0.89017,0.0000837994,0.053668242,0.0022939702,0.00009816119,0.000055147648,0.000006352317,0.000011817381,0.053612515],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992482,0.00013431464,0.000103636215,0.000117528725,0.00018882268,0.00020746971],"domain_scores_gemma":[0.9992936,0.00021872521,0.00003342436,0.0003266168,0.000032697815,0.000094883195],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00020566999,0.000062143146,0.00007966315,0.00008610415,0.00021979226,0.000022816614,0.00039649382,0.000104208724,0.028694883],"category_scores_gemma":[0.00023284653,0.000054092612,0.000041376363,0.00019783765,0.00037293957,0.000034980254,0.00003641813,0.00013652339,0.0027481082],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007824477,0.000305466,0.00058229006,0.00000453791,0.00002406647,0.000004998992,0.013686257,0.000029153112,0.0006150573,0.022226818,0.12603952,0.836474],"study_design_scores_gemma":[0.0004435449,0.000019851843,0.00007336964,0.0000045635707,0.0000044873627,3.255114e-7,0.00034917917,0.015039798,0.00034282834,0.0011966306,0.9823959,0.00012950573],"about_ca_topic_score_codex":0.0002911372,"about_ca_topic_score_gemma":0.00056075613,"teacher_disagreement_score":0.8815012,"about_ca_system_score_codex":0.000040308278,"about_ca_system_score_gemma":0.000023756103,"threshold_uncertainty_score":0.99802834},"labels":[],"label_agreement":null},{"id":"W2171157066","doi":"10.1109/tce.2008.4560141","title":"Real-time DVB-MHP to Blu-ray system information transcoding","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Consumer Electronics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transcoding; Computer science; Digital Video Broadcasting; Digital television; Broadcasting (networking); High-definition television; Multiplexing; Real-time computing; Multimedia; Computer network; Computer hardware; Telecommunications","score_opus":0.020237872565792386,"score_gpt":0.27664914186646794,"score_spread":0.25641126930067554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171157066","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32199186,0.00037404924,0.55277306,0.012876625,0.0016537756,0.0030288717,0.00010254983,0.004581859,0.102617376],"genre_scores_gemma":[0.9948048,0.00201494,0.001922491,0.00019505377,0.000020306139,0.00011951145,0.0000063046614,0.000016321324,0.0009002558],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99841297,0.0001946633,0.0003550801,0.00018249669,0.0003460492,0.0005087189],"domain_scores_gemma":[0.9989125,0.00021475833,0.000086386295,0.00045630362,0.00015232137,0.00017771368],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038263277,0.00015731082,0.0002116248,0.00034573194,0.001193744,0.00004107523,0.0004384687,0.00022826719,0.00026556666],"category_scores_gemma":[0.000020715812,0.00017516444,0.0001086376,0.00065043796,0.00020259665,0.00035105477,0.0000013483765,0.000413244,0.0013218389],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008146711,0.0014500321,0.0002447319,0.00021029425,0.000995826,0.00002792406,0.12733999,0.007948447,0.05492479,0.12322111,0.010617315,0.67220485],"study_design_scores_gemma":[0.002382136,0.00044932912,0.00016914486,0.00013561134,0.00019720268,0.00006175715,0.0047148657,0.009890391,0.03553075,0.00012477454,0.9450994,0.0012446425],"about_ca_topic_score_codex":0.0008862934,"about_ca_topic_score_gemma":0.001208282,"teacher_disagreement_score":0.9344821,"about_ca_system_score_codex":0.00051040924,"about_ca_system_score_gemma":0.0005108343,"threshold_uncertainty_score":0.99945575},"labels":[],"label_agreement":null},{"id":"W2172291758","doi":"10.1109/istas.2008.4559765","title":"An H.323 Broadband Virtual Camera for supporting asynchronous visual communication in large groups","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Session (web analytics); Computer science; Asynchronous communication; Videoconferencing; Protocol (science); Multimedia; Computer network; Interface (matter); Broadband; Session Initiation Protocol; Broadband networks; The Internet; Point (geometry); Teleconference; Point-to-point; Operating system; Server; Telecommunications; World Wide Web","score_opus":0.029442165395894924,"score_gpt":0.37216658976467953,"score_spread":0.3427244243687846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172291758","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9765671,0.00008770847,0.006762864,0.0024305116,0.0000653541,0.0005000909,0.000005119431,0.00026883456,0.0133124245],"genre_scores_gemma":[0.99418014,0.00028734596,0.0046419096,0.00032477293,0.000041416308,0.00008260648,0.00006972858,0.000010716165,0.00036135933],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99878246,0.00026608782,0.0002959529,0.00016498865,0.00014396822,0.0003465713],"domain_scores_gemma":[0.9989734,0.00031002035,0.000116339885,0.0004365632,0.000081490005,0.00008213867],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010329087,0.00007938582,0.00015014771,0.0001245511,0.0007703712,0.000025016185,0.00059478614,0.00016688477,0.00039179754],"category_scores_gemma":[0.0003407655,0.00008403769,0.000038405025,0.00023465657,0.00031717838,0.00027105364,0.00007845602,0.00018226386,0.000027933744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007307318,0.0019054664,0.17055205,0.000010649164,0.000027608094,0.0000056227727,0.1011485,0.000016748398,0.0014341603,0.590681,0.0018971112,0.13224803],"study_design_scores_gemma":[0.014322307,0.0018607596,0.19648392,0.00009198311,0.000049351886,0.000032532516,0.25285438,0.12336261,0.0042315987,0.014128465,0.3901362,0.0024458955],"about_ca_topic_score_codex":0.0030934603,"about_ca_topic_score_gemma":0.030832224,"teacher_disagreement_score":0.5765525,"about_ca_system_score_codex":0.00009197602,"about_ca_system_score_gemma":0.0001554545,"threshold_uncertainty_score":0.9868526},"labels":[],"label_agreement":null},{"id":"W2172876946","doi":"10.1007/978-3-319-08043-7_21","title":"JSREAL: A Text Realizer for Web Programming","year":2014,"lang":"en","type":"book-chapter","venue":"Text, speech and language technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"JavaScript; Computer science; Dynamic web page; Variety (cybernetics); World Wide Web; Web page; Static web page; Presentation (obstetrics); Client-side scripting; Web application; Web browser; Web development; The Internet; Artificial intelligence","score_opus":0.020579827779251565,"score_gpt":0.3186962931539052,"score_spread":0.29811646537465364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172876946","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010872659,0.009038773,0.00063885754,0.01692987,0.00031716717,0.0025574134,0.00008459021,0.0038064555,0.96553963],"genre_scores_gemma":[0.07426891,0.003559863,0.03998007,0.00092568586,0.00062967796,0.00052400364,0.00023892453,0.00021874359,0.8796541],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982131,0.00004249844,0.0003872347,0.0005473191,0.0002165303,0.0005933108],"domain_scores_gemma":[0.99814594,0.00026605933,0.0003266044,0.0009857477,0.00014158424,0.00013406538],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006092334,0.0003450607,0.00059949287,0.0007382295,0.00042995316,0.000050164956,0.000912767,0.001926528,0.00084668584],"category_scores_gemma":[0.00053024286,0.00034225322,0.00013319711,0.00014674003,0.0016097571,0.00003743688,0.00028213466,0.0007237828,0.00014439067],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008644238,0.00001123467,0.00001554225,0.000023239565,0.000029511162,0.000009792987,0.0005843781,3.4224732e-9,0.000094584335,0.47549748,0.0034495927,0.520276],"study_design_scores_gemma":[0.0005358802,0.00012053551,0.0000028758159,0.000073866206,0.000060227114,0.000031750526,0.001195749,0.000015341155,0.000084731546,0.030288659,0.9672259,0.0003644813],"about_ca_topic_score_codex":0.00058302714,"about_ca_topic_score_gemma":0.008577585,"teacher_disagreement_score":0.9637763,"about_ca_system_score_codex":0.000096401964,"about_ca_system_score_gemma":0.00016559014,"threshold_uncertainty_score":0.99990296},"labels":[],"label_agreement":null},{"id":"W2179967332","doi":"10.1007/978-3-540-85035-9_31","title":"Focus-Plus-Context Audio Interaction Design","year":2008,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Focus (optics); Computer science; Context (archaeology); Metaphor; Human–computer interaction; Window (computing); Domain (mathematical analysis); Audio visual; Multimedia; World Wide Web; Linguistics","score_opus":0.05871029895743476,"score_gpt":0.31567286981984033,"score_spread":0.2569625708624056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2179967332","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000039941333,0.00067176175,0.95612043,0.004212639,0.0013798778,0.00046680967,0.0000013722894,0.0002319145,0.03687523],"genre_scores_gemma":[0.83829194,0.0019697044,0.15461771,0.0017435405,0.00077018194,0.000028612863,0.0000055068444,0.000043392287,0.0025294386],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99784297,0.00010825359,0.00034427026,0.0006398683,0.00062027987,0.0004443888],"domain_scores_gemma":[0.9976916,0.0008950849,0.00025445,0.0008206682,0.00021678588,0.000121447825],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008774354,0.0002632176,0.00034428563,0.0006346541,0.0006649789,0.00013097122,0.0019289358,0.00049985206,0.00023871349],"category_scores_gemma":[0.000383452,0.00026111235,0.00009228108,0.00037633834,0.002295723,0.00028595698,0.0004060286,0.0009265392,0.00019331613],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001024264,0.000016186632,0.000017836514,0.0000031910997,0.0000071398804,0.000015914396,0.0068020592,0.0009617567,0.000026977043,0.010300456,0.00032738983,0.9815109],"study_design_scores_gemma":[0.0011018328,0.0003155153,0.000107110565,0.000697898,0.000029307967,0.000100436264,0.000031565934,0.11862599,0.0032544432,0.19259773,0.6812232,0.0019149772],"about_ca_topic_score_codex":0.00068307086,"about_ca_topic_score_gemma":0.0039557,"teacher_disagreement_score":0.9795959,"about_ca_system_score_codex":0.00069298106,"about_ca_system_score_gemma":0.0010237177,"threshold_uncertainty_score":0.9999841},"labels":[],"label_agreement":null},{"id":"W2181719669","doi":"","title":"Key Pedagogic Thinkers","year":2014,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coining (mint); Massive open online course; Curriculum; Key (lock); Sociology; Pedagogy; Art; Visual arts; Art history; History; Archaeology; Computer science","score_opus":0.046578582402291444,"score_gpt":0.37064852383289537,"score_spread":0.3240699414306039,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181719669","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01186416,0.000016908854,0.0011140712,0.023903137,0.00009548015,0.000046966747,6.7378544e-8,0.00033832027,0.9626209],"genre_scores_gemma":[0.9820976,0.000055013435,0.0045801452,0.00092001405,0.00003843482,0.0000038640956,6.727994e-7,0.000001912842,0.012302299],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99961144,0.00009940193,0.00004936982,0.000055220506,0.00008516914,0.00009942764],"domain_scores_gemma":[0.99961025,0.000109388464,0.000016910613,0.00020147212,0.00002282202,0.000039132756],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036636626,0.000023500412,0.00003805334,0.000027799097,0.00019300514,0.000013813565,0.0002914217,0.0000600269,0.0018392955],"category_scores_gemma":[0.00032091295,0.000020075264,0.00001593586,0.0000818745,0.00016309142,0.000036129608,0.000033676675,0.000061498584,0.0006215382],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.084686e-7,0.000008092855,0.001160308,2.5561965e-7,0.0000011085547,3.38809e-8,0.0036220213,1.2148614e-7,0.000020603633,0.96457505,0.0030912405,0.027520843],"study_design_scores_gemma":[0.00006224572,0.000005491255,0.00056487066,5.574047e-7,9.25621e-7,7.101667e-8,0.002408546,0.00022142785,0.000036281006,0.013679418,0.9829851,0.000035069308],"about_ca_topic_score_codex":0.0011549868,"about_ca_topic_score_gemma":0.0030347055,"teacher_disagreement_score":0.97989386,"about_ca_system_score_codex":0.000011611591,"about_ca_system_score_gemma":0.000024382052,"threshold_uncertainty_score":0.99907315},"labels":[],"label_agreement":null},{"id":"W2182485566","doi":"10.1609/icwsm.v6i4.14358","title":"Visualizing a Personal Timeline By Adding Multiple Social Contexts","year":2021,"lang":"en","type":"article","venue":"Proceedings of the International AAAI Conference on Web and Social Media","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"National Research Foundation of Korea; National Research Foundation","keywords":"Timeline; Visualization; Readability; Representation (politics); Computer science; World Wide Web; Class (philosophy); Data science; Human–computer interaction; Geography; Artificial intelligence","score_opus":0.050303085172322,"score_gpt":0.3289408380606345,"score_spread":0.2786377528883125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182485566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88404006,0.00011943372,0.0000039691076,0.05878521,0.0005569821,0.0001406952,0.00009622154,0.00007689066,0.056180563],"genre_scores_gemma":[0.99774,0.00022049155,0.00013766183,0.0005415314,0.00033676755,0.000018372048,0.000016774118,0.000008382212,0.0009800569],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988178,0.000035013607,0.00022329154,0.00019640029,0.0005422398,0.00018524054],"domain_scores_gemma":[0.9987102,0.0002924013,0.00021221318,0.00003432884,0.0007024833,0.00004836263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036870848,0.00010415736,0.00018247377,0.000057852692,0.00059284456,0.00009531389,0.00054607616,0.0001577494,0.00036826852],"category_scores_gemma":[0.0015348596,0.00009369824,0.00008429736,0.00014612732,0.00065620465,0.00012623693,0.00021409859,0.00026738568,0.000007374273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006494427,0.00020399276,0.0048718536,0.000016955599,0.00008006903,6.4862655e-7,0.08059707,1.0718278e-8,0.07193122,0.784572,0.012968517,0.044692688],"study_design_scores_gemma":[0.0051016654,0.00007908928,0.009172733,0.00042472102,0.000111788155,0.000009100887,0.24995983,0.0045058937,0.03168711,0.029986259,0.66789174,0.0010700772],"about_ca_topic_score_codex":0.00006355235,"about_ca_topic_score_gemma":0.00037857535,"teacher_disagreement_score":0.75458574,"about_ca_system_score_codex":0.00007166945,"about_ca_system_score_gemma":0.00019393452,"threshold_uncertainty_score":0.45597407},"labels":[],"label_agreement":null},{"id":"W2203061830","doi":"10.1017/s1049023x00010955","title":"See What's Going On at the Scene: Remote Controllable, Mobile Video System Using a Cellular Phone","year":2002,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mobile phone; Computer science; Phone; Multimedia; Action (physics); Telecommunications","score_opus":0.03013979389074322,"score_gpt":0.2789830458391434,"score_spread":0.24884325194840018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2203061830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9325131,0.019018177,0.00016180398,0.009887473,0.00068733795,0.00071471994,0.0000022088504,0.00015865486,0.036856502],"genre_scores_gemma":[0.9944693,0.0012093569,0.00012121028,0.0005144744,0.00025480843,0.000018158198,0.0000028300362,0.000011524092,0.0033983553],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998745,0.00019674515,0.00024156229,0.00022980648,0.00031054983,0.00027632926],"domain_scores_gemma":[0.99898565,0.0003009619,0.00011738939,0.00042076723,0.00005017737,0.00012505063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004927209,0.0001340651,0.00023939331,0.00005577933,0.0006238355,0.00006859112,0.00028163134,0.00010206296,0.00071786426],"category_scores_gemma":[0.00014944597,0.000084358115,0.00003661477,0.00020032692,0.0007708817,0.00019923567,0.00014189215,0.00016272208,0.00016731942],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027060587,0.0003937361,0.0036493319,0.00031420653,0.00022783266,0.000069170586,0.38252127,0.00006218334,0.015044832,0.009453741,0.010339528,0.5776536],"study_design_scores_gemma":[0.011825099,0.001343998,0.0006872862,0.0035720156,0.00036352774,0.000056783138,0.40846664,0.14534743,0.0015966676,0.0012434123,0.42428684,0.0012103263],"about_ca_topic_score_codex":0.0006871219,"about_ca_topic_score_gemma":0.00021224284,"teacher_disagreement_score":0.57644325,"about_ca_system_score_codex":0.00009818003,"about_ca_system_score_gemma":0.000009865093,"threshold_uncertainty_score":0.786011},"labels":[],"label_agreement":null},{"id":"W2206114731","doi":"10.5753/cbie.wcbie.2015.578","title":"Recuperação de Recursos Audiovisuais em Portais Educacionais por meio da Adição de Metadados Semânticos","year":2015,"lang":"pt","type":"article","venue":"Anais ... Workshops do Congresso Brasileiro de Informática na Educação","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Bureau for International Education","keywords":"Computer science; Humanities; Physics; Philosophy","score_opus":0.08427443683624172,"score_gpt":0.3757463358310068,"score_spread":0.2914718989947651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2206114731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84264624,0.02056137,0.004232749,0.056946453,0.00917474,0.0053576315,0.00039871474,0.0025247606,0.058157325],"genre_scores_gemma":[0.9665398,0.00381813,0.006958693,0.005510234,0.000937948,0.00059456134,0.0002069834,0.00023683578,0.015196787],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9883508,0.0017704741,0.0024542308,0.0014738629,0.0019200275,0.0040306044],"domain_scores_gemma":[0.9873575,0.0023575653,0.0015179217,0.0034344243,0.0016062517,0.0037263194],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.006191425,0.0014902175,0.0019298459,0.0013985444,0.0017515258,0.00161711,0.004825191,0.0026677244,0.0048245285],"category_scores_gemma":[0.011761747,0.0016144917,0.0009318954,0.0036815926,0.0020471325,0.0018348306,0.0010922384,0.003326336,0.0016376036],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005583542,0.0019843234,0.14977258,0.00024856097,0.0017941481,0.00027403404,0.18936136,0.00008029436,0.00009621167,0.025459806,0.26613376,0.36423656],"study_design_scores_gemma":[0.007976762,0.0011008192,0.044204656,0.0023004813,0.002383184,0.0008668952,0.37814012,0.010101171,0.0015508262,0.009189555,0.53554636,0.006639156],"about_ca_topic_score_codex":0.0040460695,"about_ca_topic_score_gemma":0.00400512,"teacher_disagreement_score":0.3575974,"about_ca_system_score_codex":0.0026014436,"about_ca_system_score_gemma":0.0104697775,"threshold_uncertainty_score":0.9997847},"labels":[],"label_agreement":null},{"id":"W2225099389","doi":"","title":"Promising Practices in Videoconferencing","year":2007,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Videoconferencing; Computer science; Multimedia","score_opus":0.15846346150430518,"score_gpt":0.3927383274251849,"score_spread":0.2342748659208797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2225099389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53809214,0.0006675096,0.00004802683,0.0684577,0.0011592412,0.0011246683,0.0000023277455,0.00025630064,0.39019212],"genre_scores_gemma":[0.9745657,0.0011673484,0.0010391868,0.0009518334,0.00018196355,0.00008167442,0.00001534368,0.00002557275,0.021971421],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9966848,0.0008078578,0.0006375396,0.0005844064,0.0006501106,0.0006353121],"domain_scores_gemma":[0.9970888,0.0006291118,0.0014748998,0.00037741294,0.00017975207,0.00025000487],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0029950496,0.00024154883,0.00032903027,0.00044424037,0.0005210483,0.00021368181,0.00040227317,0.00026381508,0.0005537613],"category_scores_gemma":[0.0007788965,0.00027136295,0.00003116983,0.0010640228,0.00025664392,0.00043183943,0.00009046084,0.0013487085,0.000051968178],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011947199,0.00032587946,0.38374966,0.00006019976,0.0000073332953,0.000005529235,0.005879625,0.0000041987337,0.00021379945,0.4836174,0.00017726124,0.12583964],"study_design_scores_gemma":[0.000903455,0.00021083868,0.72223514,0.0007167626,0.000011125588,0.000002458279,0.025988754,0.00021162188,0.000118535936,0.016525766,0.23251294,0.0005625851],"about_ca_topic_score_codex":0.012689557,"about_ca_topic_score_gemma":0.07554508,"teacher_disagreement_score":0.46709162,"about_ca_system_score_codex":0.00096725026,"about_ca_system_score_gemma":0.0013493111,"threshold_uncertainty_score":0.99997383},"labels":[],"label_agreement":null},{"id":"W2226558675","doi":"","title":"Chapter 10: personalizing ubuntu: getting everything just right","year":2006,"lang":"en","type":"article","venue":"Linux journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web","score_opus":0.0346146278495715,"score_gpt":0.322811903242091,"score_spread":0.28819727539251955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2226558675","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21246217,0.0017455011,0.0013253079,0.032780293,0.0010144218,0.00014340572,0.0000018390128,0.00030905887,0.750218],"genre_scores_gemma":[0.9836272,0.00015233557,0.00840375,0.00035996034,0.0011437408,0.0000019595418,0.0000016138978,0.00001082959,0.0062986384],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99890035,0.00013060919,0.000252142,0.00010764306,0.0003022772,0.0003069886],"domain_scores_gemma":[0.99932724,0.00012739834,0.00018623898,0.00015228055,0.0001189837,0.000087848515],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009432642,0.00008014332,0.00011163802,0.00012550635,0.0013712138,0.00015353372,0.00042878257,0.00012732348,0.0044970866],"category_scores_gemma":[0.00018183749,0.00007429441,0.00008363974,0.00012291835,0.00018260273,0.00023139936,0.00005786778,0.00049101654,0.00018193881],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021392874,0.000156612,0.014533274,0.000010724105,0.000060949664,0.00011838989,0.036120065,0.000023257653,0.002104156,0.8544918,0.0165195,0.07583992],"study_design_scores_gemma":[0.00038715886,0.00001532627,0.0014743087,0.00005210553,0.000016654752,0.00008172456,0.0060558585,0.000502263,0.0001826412,0.016361887,0.97466314,0.0002069443],"about_ca_topic_score_codex":0.0005413333,"about_ca_topic_score_gemma":0.00060675625,"teacher_disagreement_score":0.95814365,"about_ca_system_score_codex":0.00008786453,"about_ca_system_score_gemma":0.00007500014,"threshold_uncertainty_score":0.9999289},"labels":[],"label_agreement":null},{"id":"W2235647735","doi":"10.17975/sfj-2015-006","title":"Television Shows: A Study of Their Popularity on Twitter","year":2015,"lang":"en","type":"article","venue":"STEM Fellowship Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Earl Haig Secondary School","funders":"","keywords":"Popularity; Computer science; Section (typography); Social media; Code (set theory); World Wide Web; Internet privacy; Multimedia; Advertising; Psychology; Social psychology","score_opus":0.2023176316628157,"score_gpt":0.38752054018507953,"score_spread":0.18520290852226384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2235647735","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9773521,0.0001295837,0.000042544925,0.0020028336,0.0003926565,0.00022900836,8.3610337e-7,0.000045850175,0.019804616],"genre_scores_gemma":[0.9987265,0.00003104552,0.00016539155,0.00013625585,0.00013457374,0.0000040766085,4.0646827e-7,0.000007464561,0.000794328],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9980912,0.0008105219,0.00030336698,0.00011160002,0.00048237614,0.0002009332],"domain_scores_gemma":[0.9988897,0.0001329617,0.00021637071,0.00036234094,0.00021403612,0.00018458521],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022071342,0.00008629107,0.000191289,0.00015050819,0.00029548118,0.000049789047,0.00064842094,0.000114490445,0.00011254892],"category_scores_gemma":[0.00020760614,0.00006470668,0.000061407314,0.00021995796,0.00014032441,0.00009915035,0.00008133081,0.00046945718,0.00003649332],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033569615,0.004158566,0.40305373,0.000012748807,0.00018121746,0.000053308584,0.38616434,0.000025506002,0.00043709163,0.012912297,0.016554115,0.1761114],"study_design_scores_gemma":[0.0052623795,0.0026069253,0.019624399,0.00016067394,0.000058582144,0.000043826763,0.7744011,0.00022815005,0.000699384,0.01529821,0.18109308,0.0005232478],"about_ca_topic_score_codex":0.00031326726,"about_ca_topic_score_gemma":0.00096099364,"teacher_disagreement_score":0.38823682,"about_ca_system_score_codex":0.00009612915,"about_ca_system_score_gemma":0.00013562104,"threshold_uncertainty_score":0.2638662},"labels":[],"label_agreement":null},{"id":"W2236450479","doi":"","title":"Conformidade e visualização arquitetural em linguagens dinâmicas","year":2015,"lang":"pt","type":"article","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer graphics (images)","score_opus":0.18268806371842292,"score_gpt":0.47704306434588845,"score_spread":0.29435500062746556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2236450479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6729458,0.055388544,0.003142427,0.07590737,0.0056507825,0.01912341,0.0020983194,0.004053778,0.16168958],"genre_scores_gemma":[0.96899205,0.003326059,0.0014778872,0.00013134466,0.00021509815,0.00072346954,0.00018690323,0.000050687955,0.024896469],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99024945,0.00054996385,0.0012979411,0.0015035758,0.0038508351,0.002548253],"domain_scores_gemma":[0.98980296,0.0018523771,0.0006372478,0.0008381027,0.0060469178,0.00082238973],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.033083837,0.00049626606,0.00082367053,0.006157531,0.0038407687,0.0005696044,0.0035450377,0.0010967167,0.00010823664],"category_scores_gemma":[0.042879593,0.00046132886,0.00017487328,0.01128098,0.009954651,0.0010390715,0.0015876049,0.0017714961,0.000105056984],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020328588,0.0011905257,0.0049566524,0.00016449326,0.00026697296,0.000031053813,0.029744295,0.0000012207635,0.009346633,0.67136645,0.082916774,0.19981161],"study_design_scores_gemma":[0.0049038413,0.004140354,0.00064415287,0.00043192436,0.00012721708,0.00020314146,0.1566578,0.02492453,0.013558309,0.22494093,0.5669746,0.0024932043],"about_ca_topic_score_codex":0.000447131,"about_ca_topic_score_gemma":0.00045282973,"teacher_disagreement_score":0.48405784,"about_ca_system_score_codex":0.0011652648,"about_ca_system_score_gemma":0.0073719383,"threshold_uncertainty_score":0.9997838},"labels":[],"label_agreement":null},{"id":"W2241509852","doi":"","title":"An interactive multimedia tool for learning Chinese: the KEY 4.0 software for PC and Macintosh","year":2002,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia; Key (lock); Software; World Wide Web; Human–computer interaction; Operating system","score_opus":0.08160287484937245,"score_gpt":0.3529558372671962,"score_spread":0.27135296241782375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2241509852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62942976,0.0032851407,0.0021198061,0.30973077,0.004557256,0.009496234,0.00010541448,0.0012688985,0.04000672],"genre_scores_gemma":[0.9664278,0.0012993217,0.0041907486,0.0009677936,0.00026772803,0.0006795611,0.000060588118,0.000036081543,0.026070356],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99760795,0.0006409928,0.00039757957,0.0005429759,0.0003630235,0.00044747881],"domain_scores_gemma":[0.9974054,0.0011225992,0.0006460554,0.00033477682,0.00030441186,0.00018673121],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008610583,0.0002549162,0.0003052762,0.00015548113,0.0011892671,0.00025353182,0.00037697016,0.00019815886,0.0003850239],"category_scores_gemma":[0.0010055059,0.00022573877,0.000043485525,0.00045973356,0.0003866237,0.00033878456,0.000064666594,0.0008693429,0.000016078493],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029404002,0.000495256,0.25881225,0.00013681417,0.00003640461,6.886612e-7,0.024036936,0.000028677256,0.000109698194,0.1454148,0.0017693159,0.5688651],"study_design_scores_gemma":[0.002351266,0.0011429815,0.2579345,0.00039293926,0.000043053864,0.0000032450323,0.020661788,0.01754837,0.00003681111,0.018728143,0.68025184,0.0009050352],"about_ca_topic_score_codex":0.0010834438,"about_ca_topic_score_gemma":0.0036237699,"teacher_disagreement_score":0.67848253,"about_ca_system_score_codex":0.00031560456,"about_ca_system_score_gemma":0.00027113946,"threshold_uncertainty_score":0.920536},"labels":[],"label_agreement":null},{"id":"W2241545489","doi":"","title":"Emerging Technologies and Repurposing Multimedia: Linkages and Mysteries","year":2009,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Repurposing; Multimedia; Computer science; Emerging technologies; World Wide Web; Artificial intelligence; Engineering","score_opus":0.038381040055073486,"score_gpt":0.3310077170490144,"score_spread":0.2926266769939409,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2241545489","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06369415,0.005553309,0.000025895737,0.92388225,0.0005704143,0.00038226333,0.0000065271374,0.0008113689,0.0050738417],"genre_scores_gemma":[0.98282015,0.010401323,0.005605651,0.00033418473,0.00014944868,0.00010632483,0.00001518641,0.000011008725,0.0005567472],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9984204,0.00008859203,0.00031341563,0.0005004652,0.00024520405,0.00043191406],"domain_scores_gemma":[0.99825907,0.00083546486,0.00016521812,0.0004095085,0.00019047722,0.00014028118],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00034645354,0.00023405191,0.0003324228,0.0011185285,0.00065279333,0.000099618395,0.00042332188,0.0004265758,0.00010378304],"category_scores_gemma":[0.0022057693,0.00023022859,0.00001958288,0.0007783459,0.0027346087,0.00019574365,0.00017238504,0.00064087234,0.000011549541],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005460863,0.000067430585,0.007912917,0.000007724579,0.000011881472,0.0000029209366,0.0037291716,1.5915697e-8,0.00070497894,0.73371273,0.0003612847,0.25348347],"study_design_scores_gemma":[0.000428307,0.000106309635,0.00997627,0.00014180256,0.000023129147,0.000020513979,0.0058711795,0.000118672186,0.0011499943,0.9705722,0.011240927,0.00035071385],"about_ca_topic_score_codex":0.000054433807,"about_ca_topic_score_gemma":0.0008691779,"teacher_disagreement_score":0.92354804,"about_ca_system_score_codex":0.000046809575,"about_ca_system_score_gemma":0.00023857939,"threshold_uncertainty_score":0.9999794},"labels":[],"label_agreement":null},{"id":"W2245505963","doi":"","title":"The Design of Presentation tools for Multiple and Large Interactive Displays in Classrooms","year":2007,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Presentation (obstetrics); Computer science; Multimedia; Human–computer interaction; Medicine","score_opus":0.07594541687288844,"score_gpt":0.37291406783266956,"score_spread":0.2969686509597811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2245505963","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08742206,0.0010713215,0.0132127935,0.8884505,0.0018358214,0.0026961095,0.000046544134,0.0001432109,0.00512163],"genre_scores_gemma":[0.99601054,0.000775753,0.0024751844,0.000062742234,0.00007803178,0.00029040003,0.000021822247,0.0000059961308,0.0002795473],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9990023,0.00009794175,0.00027156688,0.00019760536,0.00014808615,0.0002825039],"domain_scores_gemma":[0.98866534,0.010716084,0.00015692695,0.00019332017,0.00020613366,0.0000621814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009220569,0.00009296667,0.00015400528,0.00045247842,0.00026574926,0.000030935775,0.00031079826,0.00016373284,0.00004925419],"category_scores_gemma":[0.005677269,0.000077699624,0.000014819318,0.00046947543,0.00093548035,0.00013389932,0.00006412753,0.00027241852,0.000002771363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006385201,0.0001223392,0.019840626,0.0000049403784,0.000009897492,2.5517534e-7,0.0038369277,1.6738582e-7,0.00032541848,0.938504,0.00021087127,0.037080735],"study_design_scores_gemma":[0.0010478526,0.00009218268,0.037016124,0.000061170686,0.000010634919,0.0000012417739,0.009008236,0.0009177666,0.001292094,0.941658,0.008738076,0.00015662012],"about_ca_topic_score_codex":0.000074003736,"about_ca_topic_score_gemma":0.014639074,"teacher_disagreement_score":0.90858847,"about_ca_system_score_codex":0.000052091982,"about_ca_system_score_gemma":0.00024833472,"threshold_uncertainty_score":0.81689465},"labels":[],"label_agreement":null},{"id":"W2249141363","doi":"","title":"Augmenting the Teacher-Training Model with Desktop Videoconferencing","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Training (meteorology); Videoconferencing; Computer science; Multimedia","score_opus":0.09070185536113154,"score_gpt":0.3315916391855569,"score_spread":0.24088978382442536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2249141363","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03485797,0.00026778245,0.00039407978,0.9168226,0.00026341464,0.00035937192,0.0000031521288,0.00030830145,0.0467233],"genre_scores_gemma":[0.9879095,0.00028617072,0.00733196,0.0006468318,0.00041426532,0.0003110151,0.000013952572,0.00001619354,0.0030701319],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99836534,0.00011989186,0.0002831236,0.00037299297,0.00036226498,0.0004963705],"domain_scores_gemma":[0.9980825,0.000849973,0.00018170902,0.0004911233,0.00024719437,0.00014745456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006212299,0.00019800584,0.00023060519,0.0005288649,0.0008443862,0.00008033473,0.0007878261,0.00022209444,0.0007137527],"category_scores_gemma":[0.0009885596,0.00014999526,0.000026110467,0.0007622141,0.0016414842,0.00016304327,0.00011843219,0.0008057101,0.000058584843],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064832007,0.000078613884,0.0035643075,0.00000256381,0.000018913066,4.7820026e-7,0.010321767,0.000007413969,0.00012997785,0.9302688,0.0005453596,0.05505529],"study_design_scores_gemma":[0.0006508897,0.00005162969,0.0017356707,0.00013241409,0.00004201389,0.000011485387,0.007951464,0.008358642,0.00044637203,0.964106,0.016069751,0.0004436389],"about_ca_topic_score_codex":0.000098544995,"about_ca_topic_score_gemma":0.010978154,"teacher_disagreement_score":0.9530515,"about_ca_system_score_codex":0.00011527514,"about_ca_system_score_gemma":0.0012814568,"threshold_uncertainty_score":0.7815091},"labels":[],"label_agreement":null},{"id":"W2249477894","doi":"","title":"Euro1080 launches European HDTV","year":2004,"lang":"en","type":"other","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"High-definition television; Computer graphics (images); Computer science; Telecommunications","score_opus":0.06016096074685172,"score_gpt":0.34710358191106344,"score_spread":0.2869426211642117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2249477894","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005087591,0.003432385,0.00014401022,0.0155757675,0.00019818987,0.0009491421,0.00005140359,0.0022152069,0.97692513],"genre_scores_gemma":[0.09095995,0.018177535,0.0076291673,0.00004371542,0.0002788487,0.0000039050988,0.000060439346,0.00040984416,0.8824366],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953009,0.0009966154,0.0003586117,0.0008765607,0.0012294446,0.001237893],"domain_scores_gemma":[0.99629664,0.0002241436,0.00042511662,0.002241926,0.0005097489,0.00030243065],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0028663876,0.0003977414,0.0007380031,0.005036094,0.0009447309,0.000041880518,0.005359156,0.0016644176,0.010886057],"category_scores_gemma":[0.0014376501,0.00048497214,0.0002631118,0.0033586298,0.008134819,0.0001120088,0.0019385504,0.002657549,0.0015955459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047468904,0.000574411,0.0012954919,0.00013190364,0.00039016796,0.00041261857,0.0027027766,0.000001396247,0.00049916696,0.15850042,0.7723219,0.06312231],"study_design_scores_gemma":[0.000993296,0.00013103746,0.0001255759,0.00046311575,0.0000424479,0.000004443342,0.008086125,0.000002691001,0.00016523812,0.004614872,0.98496795,0.00040318168],"about_ca_topic_score_codex":0.011032249,"about_ca_topic_score_gemma":0.009808957,"teacher_disagreement_score":0.2126461,"about_ca_system_score_codex":0.0005637105,"about_ca_system_score_gemma":0.0011695625,"threshold_uncertainty_score":0.9997602},"labels":[],"label_agreement":null},{"id":"W2252937718","doi":"","title":"A Literature Review of Recommended Portable Applications","year":2009,"lang":"en","type":"review","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science","score_opus":0.13700530795450722,"score_gpt":0.39848826670411774,"score_spread":0.26148295874961053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2252937718","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000013991302,0.8724322,0.00000435395,0.017776167,0.00034455882,0.0018668598,0.000028832941,0.00011497321,0.10743068],"genre_scores_gemma":[0.00055469264,0.94831437,0.00058017514,0.0015210679,0.0002001089,0.0008955002,0.00043466283,0.00004182275,0.04745762],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99530625,0.0015403425,0.0012267195,0.000744671,0.0006916379,0.000490363],"domain_scores_gemma":[0.9953748,0.00036738708,0.002778777,0.00084774266,0.00035870518,0.00027260394],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001431319,0.0004682708,0.001443413,0.00043154298,0.00043482546,0.00013173373,0.0007708064,0.0005448623,0.000767421],"category_scores_gemma":[0.00021416912,0.00046792935,0.00016966253,0.002181756,0.0002101312,0.0001869387,0.000099162564,0.0019490329,0.000056252797],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064664446,0.0002349439,0.0001802546,0.011875051,0.000018017608,9.897691e-7,0.00024819287,4.766969e-8,1.4152675e-7,0.2437368,0.0028885475,0.7408105],"study_design_scores_gemma":[0.0001246495,0.00008730528,0.00028787545,0.06853693,0.000073328076,0.0000026641765,0.0002745379,0.0000013500742,1.5594603e-7,0.0027126533,0.9275515,0.00034703186],"about_ca_topic_score_codex":0.00055778545,"about_ca_topic_score_gemma":0.0011645672,"teacher_disagreement_score":0.92466295,"about_ca_system_score_codex":0.0007467363,"about_ca_system_score_gemma":0.00258018,"threshold_uncertainty_score":0.99977726},"labels":[],"label_agreement":null},{"id":"W2256522290","doi":"","title":"The ePresence Interactive Webcasting and Archiving System: Technology Overview and Current Research Issues","year":2004,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Webcast; Current (fluid); Computer science; Business; World Wide Web; Engineering","score_opus":0.20692289924350468,"score_gpt":0.43752542671479017,"score_spread":0.23060252747128548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2256522290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54528564,0.03712624,0.00005492212,0.3359021,0.0019618766,0.0023291751,0.000008826455,0.00050774566,0.07682348],"genre_scores_gemma":[0.9737106,0.021187441,0.00037664542,0.00010051978,0.00011670272,0.00017953049,0.000003939089,0.00001715854,0.0043074493],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99688613,0.0010961426,0.00038726671,0.00053477084,0.0005773848,0.00051831966],"domain_scores_gemma":[0.99793124,0.0008141417,0.00046768243,0.000360835,0.00024687866,0.00017923913],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001951377,0.00018940281,0.00025955038,0.00031524757,0.0017089468,0.00031304162,0.00040116502,0.00013865436,0.000029031382],"category_scores_gemma":[0.0006478518,0.00017088663,0.000017297585,0.00088201487,0.0010028466,0.00022321544,0.00030239552,0.0016190265,0.000016971455],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031057603,0.00007173063,0.042881083,0.000106177074,0.0000065098825,0.000001247952,0.0034400073,0.0000018005861,0.000035066496,0.76077,0.00006850932,0.19258681],"study_design_scores_gemma":[0.0011770935,0.00054881437,0.29687047,0.0056602587,0.000021329055,0.000017078957,0.11163761,0.00061137625,0.000077811426,0.15110007,0.43152538,0.0007527125],"about_ca_topic_score_codex":0.0048387493,"about_ca_topic_score_gemma":0.009345578,"teacher_disagreement_score":0.6096699,"about_ca_system_score_codex":0.00059640704,"about_ca_system_score_gemma":0.0006820919,"threshold_uncertainty_score":0.9995907},"labels":[],"label_agreement":null},{"id":"W2259788000","doi":"","title":"Surveying the Impact of Full Motion Video In Post-Secondary Teaching Environments: Alberta Video Classroom Network Evaluation","year":2003,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Motion (physics); Computer science; Multimedia; Mathematics education; Psychology; Computer vision","score_opus":0.04149209326362551,"score_gpt":0.3380817298860835,"score_spread":0.29658963662245796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2259788000","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4855314,0.0019876952,0.0002270269,0.4666344,0.0019000582,0.00169792,0.000020282627,0.00010741753,0.041893795],"genre_scores_gemma":[0.99808496,0.00046387187,0.00061284535,0.00011636786,0.00012588369,0.00024596596,0.00007394126,0.000012695786,0.00026348958],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9972613,0.0011043367,0.00045103108,0.00036166402,0.0004065194,0.00041515104],"domain_scores_gemma":[0.9960906,0.0028134903,0.00030544898,0.00052571093,0.0001679565,0.00009681595],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002664114,0.00019065909,0.00028304817,0.0006338317,0.0003975632,0.00003138364,0.00055899506,0.0002971754,0.001682801],"category_scores_gemma":[0.006574788,0.00015908622,0.00005508883,0.00080027606,0.000982531,0.00017568155,0.000078049634,0.00090521807,0.000031288346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002026434,0.0003586552,0.08997282,0.000004226302,0.00004279458,3.5594502e-7,0.0041110283,0.000026245314,0.0006236202,0.8613694,0.00060053583,0.042870067],"study_design_scores_gemma":[0.0008129429,0.00013580368,0.15231512,0.00008272766,0.0000293002,0.0000063005104,0.0017613337,0.0006297176,0.00010818063,0.8418829,0.001968574,0.00026711338],"about_ca_topic_score_codex":0.002196357,"about_ca_topic_score_gemma":0.031603526,"teacher_disagreement_score":0.5125535,"about_ca_system_score_codex":0.00028475455,"about_ca_system_score_gemma":0.0012035846,"threshold_uncertainty_score":0.9992298},"labels":[],"label_agreement":null},{"id":"W2264447051","doi":"","title":"iQUIZ: A Tool Making Internet Quizzes easy to Develop and Use","year":2002,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"The Internet; Computer science; World Wide Web","score_opus":0.14967825154710032,"score_gpt":0.3458493182389475,"score_spread":0.19617106669184717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2264447051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70748067,0.0012629686,0.00013096258,0.13165763,0.0016151597,0.0016524666,0.000013460158,0.00050759735,0.15567909],"genre_scores_gemma":[0.9152086,0.001267759,0.0018772141,0.002907015,0.00010594661,0.0001302738,0.000011383607,0.00002475223,0.078467086],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99743205,0.0006212601,0.00044286408,0.00055272004,0.00048689503,0.00046419207],"domain_scores_gemma":[0.99843323,0.00030642343,0.00045950428,0.00033570133,0.00022935138,0.00023576949],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00067917735,0.0002390812,0.00029085804,0.00027007298,0.00044364337,0.00034238223,0.00033447042,0.00019073885,0.001023401],"category_scores_gemma":[0.00055758306,0.0002632303,0.00002122342,0.00094277086,0.00023760449,0.00033094652,0.00016418801,0.00071648916,0.000106655905],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006484799,0.0002055942,0.27023762,0.000045684905,0.00001307105,0.0000027883045,0.008336302,0.0000026662563,0.00004602687,0.54730153,0.0024127858,0.17133105],"study_design_scores_gemma":[0.00042345043,0.00021092093,0.36617982,0.0004309126,0.000009335459,0.000002640391,0.0039122533,0.00037493042,0.00002002799,0.002758996,0.6252045,0.00047224612],"about_ca_topic_score_codex":0.002646153,"about_ca_topic_score_gemma":0.01064461,"teacher_disagreement_score":0.6227917,"about_ca_system_score_codex":0.0004918084,"about_ca_system_score_gemma":0.00036444006,"threshold_uncertainty_score":0.999982},"labels":[],"label_agreement":null},{"id":"W2268117988","doi":"10.1201/9781003059325-14","title":"Casual Authoring using a Video Navigation History","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Casual; Computer science; Computer graphics (images); Multimedia; Political science","score_opus":0.16758797729546165,"score_gpt":0.35142501849087376,"score_spread":0.1838370411954121,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2268117988","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000028630995,0.0006459732,0.0004360376,0.0022904612,0.0004937237,0.00017606348,0.000001828361,0.00039447102,0.9955328],"genre_scores_gemma":[0.028490769,0.00032323494,0.009041225,0.0006917057,0.0005543664,0.000009254638,0.000038628026,0.000052477462,0.9607983],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991745,0.000041842653,0.00020119348,0.0002056454,0.00024892064,0.00012794654],"domain_scores_gemma":[0.99931073,0.000080849786,0.0001616976,0.00027668342,0.000075221666,0.00009484216],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022428973,0.00011868352,0.00017691513,0.000094360264,0.00020794304,0.000014457754,0.00036600642,0.0004539972,0.0029994866],"category_scores_gemma":[0.00010105766,0.00013589593,0.000074153744,0.000025121428,0.00033257433,0.000070471506,0.00011865927,0.00042941407,0.00027975324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016728819,0.0000027262813,0.000004915372,0.0000062296854,0.000012769662,0.0000049269697,0.002630863,3.0445185e-7,0.00005908127,0.98314965,0.0037553047,0.01037153],"study_design_scores_gemma":[0.00005857437,0.00000633133,0.0000011484105,0.00004152229,0.00001860551,0.0000010871689,0.00024141693,0.0003618656,0.000006186013,0.010951878,0.9881609,0.0001504821],"about_ca_topic_score_codex":0.0012978712,"about_ca_topic_score_gemma":0.0007934681,"teacher_disagreement_score":0.9844056,"about_ca_system_score_codex":0.00086912495,"about_ca_system_score_gemma":0.00040713025,"threshold_uncertainty_score":0.99791193},"labels":[],"label_agreement":null},{"id":"W2275759866","doi":"10.71781/9958","title":"Un système d'aide à la visualisation interactive de logiciels","year":2007,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Visualization; Computer graphics (images); Computer science; Artificial intelligence","score_opus":0.0921674175602435,"score_gpt":0.45601585723526494,"score_spread":0.36384843967502145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2275759866","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3476397,0.0004245921,0.0010903514,0.0019902529,0.0007762397,0.0009266208,0.000021563994,0.000011818603,0.64711887],"genre_scores_gemma":[0.94766986,0.00039832687,0.01916461,0.00014181726,0.000119060795,0.00006557438,0.00051869143,0.000024159483,0.031897902],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975385,0.0009555911,0.0004702078,0.00038601548,0.00027104846,0.00037860224],"domain_scores_gemma":[0.9975428,0.001159214,0.0005422674,0.00040606284,0.00021742603,0.00013221746],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0020667843,0.00023266219,0.0003439934,0.0001952474,0.0004884491,0.000259699,0.0015795431,0.00094093516,0.010189921],"category_scores_gemma":[0.00083091616,0.00025389192,0.0000966351,0.00052340934,0.00039715203,0.00037558284,0.00020387219,0.0006400423,0.0016731403],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000778381,0.0003048537,0.0007618292,0.00001549191,0.000095647694,0.00001700362,0.097951524,0.0000075621647,0.0010766477,0.040425383,0.00013395345,0.8591323],"study_design_scores_gemma":[0.0009603962,0.00015905329,0.00924155,0.0006903441,0.00021568371,0.000017385573,0.18799366,0.0018284206,0.027434323,0.0069384333,0.7636863,0.00083443045],"about_ca_topic_score_codex":0.007223113,"about_ca_topic_score_gemma":0.010286094,"teacher_disagreement_score":0.8582978,"about_ca_system_score_codex":0.00054906186,"about_ca_system_score_gemma":0.00055280013,"threshold_uncertainty_score":0.99999136},"labels":[],"label_agreement":null},{"id":"W2278233457","doi":"","title":"Adapting e-Learning content for mobile devices","year":2015,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Mobile device; Computer science; World Wide Web","score_opus":0.16997300003608654,"score_gpt":0.3675143303723325,"score_spread":0.19754133033624596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2278233457","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.044431064,0.0014958819,0.0002060615,0.9271833,0.0021143106,0.0010215635,0.000011306056,0.0005830423,0.0229535],"genre_scores_gemma":[0.99133116,0.0003051576,0.0041469997,0.00028861192,0.00037625714,0.00090806826,0.000045414003,0.0000134374595,0.0025849189],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99866396,0.000114044946,0.00026353268,0.00031831162,0.00026440457,0.0003757619],"domain_scores_gemma":[0.997359,0.0013744506,0.00017500378,0.0002563401,0.00060170644,0.00023351259],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063231756,0.00014710907,0.00023497497,0.00058491173,0.00040295903,0.000048695347,0.00050657534,0.00023896001,0.00026026685],"category_scores_gemma":[0.0037330175,0.00014604027,0.000029797313,0.0005808271,0.00089021714,0.00010877796,0.00009502982,0.00043868364,0.000064273736],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012497471,0.00009414574,0.014877303,0.000005659015,0.000014211091,4.268833e-7,0.0034890226,8.2020534e-7,0.00008212826,0.9611833,0.0014188343,0.01882166],"study_design_scores_gemma":[0.0009159657,0.00020820969,0.0014410154,0.000079353464,0.000023454728,0.00000388673,0.012855388,0.00045739222,0.00036371354,0.8332716,0.15004523,0.00033477688],"about_ca_topic_score_codex":0.00016617474,"about_ca_topic_score_gemma":0.0036931343,"teacher_disagreement_score":0.94690007,"about_ca_system_score_codex":0.00009800774,"about_ca_system_score_gemma":0.00083955924,"threshold_uncertainty_score":0.5955349},"labels":[],"label_agreement":null},{"id":"W2278596738","doi":"10.22230/src.2012v3n3a95","title":"New Theories and Methods for Screen-Centred Interfaces: A Pilot Study","year":2013,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Variety (cybernetics); Computer science; Cognition; Meaning (existential); Human–computer interaction; Software; Identity (music); ENCODE; Multimedia; World Wide Web; Psychology; Aesthetics; Artificial intelligence; Art","score_opus":0.22800555688500485,"score_gpt":0.5157763885282972,"score_spread":0.28777083164329237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2278596738","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6177076,0.055379156,0.034489207,0.21984793,0.00024118036,0.016479611,0.000011977131,0.0007791534,0.05506416],"genre_scores_gemma":[0.9093573,0.0038049265,0.08517065,0.00005131392,0.000022895356,0.0002611992,0.000005580767,0.00000824688,0.0013178667],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99535775,0.003751386,0.00018513281,0.00018792597,0.00024506354,0.0002727639],"domain_scores_gemma":[0.9957917,0.002456695,0.000056399884,0.00082507107,0.00070503424,0.00016511198],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006512522,0.00007359921,0.00012984652,0.00019058998,0.0018454123,0.0009556423,0.0009861453,0.00008423266,0.00013925892],"category_scores_gemma":[0.004648613,0.000063952,0.000012358049,0.00034052672,0.0008387311,0.0011798893,0.00070428784,0.0006369296,0.000017451055],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000746063,0.000303212,0.0042323614,0.0000085639585,0.00004276616,4.635586e-8,0.035999842,3.4515907e-8,0.0018610371,0.31533912,0.0012344421,0.64090395],"study_design_scores_gemma":[0.002801702,0.0020846932,0.031218696,0.000085608925,0.000026237582,0.0000011984835,0.2402436,0.00048329312,0.0006545051,0.5479735,0.17409758,0.0003293643],"about_ca_topic_score_codex":0.013302836,"about_ca_topic_score_gemma":0.004929915,"teacher_disagreement_score":0.64057463,"about_ca_system_score_codex":0.000040698967,"about_ca_system_score_gemma":0.00013858368,"threshold_uncertainty_score":0.999454},"labels":[],"label_agreement":null},{"id":"W2282472548","doi":"10.5539/ies.v9n3p24","title":"Review of Interactive Video–Romanian Project Proposal","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"European Social Fund","keywords":"Interactivity; Interactive video; Computer science; Metadata; World Wide Web; Multimedia; Interface (matter); Class (philosophy); Field (mathematics); Analytics; Interactive media; Data science","score_opus":0.09773407150015075,"score_gpt":0.5048024016505627,"score_spread":0.40706833015041194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2282472548","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025080718,0.07516562,0.0005052201,0.5741436,0.012025897,0.0018295946,0.000044384396,0.00037054654,0.31083444],"genre_scores_gemma":[0.7688085,0.20767161,0.0065883286,0.0029022433,0.0003687062,0.00048312766,0.000012368404,0.000012420246,0.013152707],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992067,0.00012855892,0.0002477454,0.00012318495,0.00021215453,0.00008165971],"domain_scores_gemma":[0.9973087,0.0002915895,0.00022367574,0.00017505506,0.0019810083,0.000019981888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039148456,0.000059044043,0.00012721134,0.0001392042,0.00009136404,0.000006879281,0.00037738538,0.000030993062,0.00032017296],"category_scores_gemma":[0.0050379084,0.000040565006,0.00004512822,0.00015466292,0.00035891894,0.00019146518,0.00009216907,0.000049747396,0.00006792714],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002412076,0.00045921534,0.0053335736,0.00030789367,0.00034168176,2.7009054e-7,0.013994544,1.089718e-8,0.00057593733,0.31688023,0.18261497,0.47946754],"study_design_scores_gemma":[0.00011308612,0.000015893482,0.000671838,0.0025978445,0.000011206132,0.0000011596719,0.006648049,4.4475365e-7,0.00034128822,0.0053514983,0.9841816,0.0000661091],"about_ca_topic_score_codex":0.00035824007,"about_ca_topic_score_gemma":0.00031953744,"teacher_disagreement_score":0.8015666,"about_ca_system_score_codex":0.00018690001,"about_ca_system_score_gemma":0.0006292442,"threshold_uncertainty_score":0.60312104},"labels":[],"label_agreement":null},{"id":"W2283442201","doi":"","title":"A Provincial Videoconferencing Technology System to Support Education in Alberta","year":2007,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Videoconferencing; Political science; Geography; Computer science; Public relations; Business; Multimedia","score_opus":0.02645936646224599,"score_gpt":0.3317873391294152,"score_spread":0.3053279726671692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2283442201","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12907861,0.00012566928,0.00011495256,0.79419386,0.0024776182,0.0013461648,0.000010753829,0.0004943163,0.07215803],"genre_scores_gemma":[0.99362624,0.00007434579,0.002619124,0.0004961344,0.00041066858,0.0005277331,0.000044989705,0.000022057113,0.0021787158],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99753344,0.00010159798,0.00060789764,0.0006225126,0.00038385217,0.00075069856],"domain_scores_gemma":[0.99741334,0.00096996577,0.00021167059,0.00062293,0.00045974404,0.0003223733],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009510222,0.00026688818,0.00039996637,0.004541023,0.0003506317,0.00005077247,0.00094649004,0.0006065087,0.0003525946],"category_scores_gemma":[0.002841914,0.00028970846,0.000032029704,0.003029339,0.0009053878,0.00014166857,0.00020355277,0.0007868706,0.00021033947],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019409359,0.00023316605,0.033078745,0.000015211033,0.0000074377626,0.0000033248775,0.0023597328,9.395122e-8,0.00025228577,0.9042625,0.00087446877,0.05889367],"study_design_scores_gemma":[0.0010571321,0.0002988668,0.02207488,0.000514464,0.0000308898,0.00004137608,0.011399201,0.000053927703,0.0019369319,0.9141683,0.04750612,0.00091788673],"about_ca_topic_score_codex":0.0025495577,"about_ca_topic_score_gemma":0.20984076,"teacher_disagreement_score":0.8645476,"about_ca_system_score_codex":0.0005250553,"about_ca_system_score_gemma":0.004495987,"threshold_uncertainty_score":0.99995553},"labels":[],"label_agreement":null},{"id":"W2285370544","doi":"","title":"On-Line Education Using Video Broadcasting Delivered from Perth Campus, Algonquin College","year":2000,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Algonquin College","funders":"","keywords":"Broadcasting (networking); Line (geometry); Telecommunications; Geography; Media studies; Computer science; Sociology; Computer security","score_opus":0.055512769601026205,"score_gpt":0.33438583017774837,"score_spread":0.2788730605767222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2285370544","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42725828,0.0010467094,0.0000498285,0.54100996,0.0022357844,0.00069311354,0.000114757095,0.00043729212,0.027154267],"genre_scores_gemma":[0.9896567,0.0009931355,0.0045645875,0.0009951355,0.00063935714,0.00017784949,0.00016707329,0.000022714998,0.002783486],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9979787,0.00019524692,0.0004044571,0.0005659363,0.00039433083,0.00046132266],"domain_scores_gemma":[0.99715453,0.0015020834,0.0001936608,0.0005678287,0.00033990663,0.00024196775],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002658551,0.00025996938,0.0003289265,0.00083071995,0.00069538556,0.000052420048,0.0007096887,0.00039510734,0.007913606],"category_scores_gemma":[0.0015108798,0.0002722207,0.000041629104,0.0011512497,0.0012158876,0.000144693,0.000075260454,0.00066505815,0.00026491782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037791044,0.00048961304,0.0023707887,0.000004549145,0.000029376628,0.0000021641613,0.0026176907,0.0000043035598,0.00031110566,0.8771914,0.0033087106,0.11363246],"study_design_scores_gemma":[0.0007424635,0.00009741657,0.0018719828,0.00022413179,0.000038646827,0.000008278541,0.001970189,0.0018607693,0.00040557954,0.9756858,0.016629308,0.0004654348],"about_ca_topic_score_codex":0.0015362079,"about_ca_topic_score_gemma":0.005142092,"teacher_disagreement_score":0.5623984,"about_ca_system_score_codex":0.0002182898,"about_ca_system_score_gemma":0.0019637183,"threshold_uncertainty_score":0.999973},"labels":[],"label_agreement":null},{"id":"W2295323106","doi":"","title":"Self-Managed Access to Personalized Healthcare through Automated Generation of Tailored Health Educational Materials from Electronic Health Records","year":2009,"lang":"en","type":"article","venue":"National Conference on Artificial Intelligence","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Waterloo","funders":"","keywords":"Health care; Personalization; Internet privacy; Variety (cybernetics); Health information; Business; Nursing; Knowledge management; Medicine; Computer science; World Wide Web","score_opus":0.24490061669976437,"score_gpt":0.47856824355299604,"score_spread":0.23366762685323167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2295323106","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07613865,0.00048110506,0.01638843,0.89671504,0.0010791919,0.0025420606,0.00028678754,0.00094147865,0.005427246],"genre_scores_gemma":[0.98039865,0.0010292089,0.008788985,0.008921404,0.0002731004,0.00007995692,0.0004187131,0.00001066079,0.00007931439],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99645054,0.0008802584,0.00085494295,0.00044979565,0.00086872024,0.0004957374],"domain_scores_gemma":[0.9977064,0.00027314224,0.0005498336,0.0003012423,0.0009836269,0.00018573314],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014471292,0.00018127992,0.00037482785,0.000271364,0.0007436184,0.00016389438,0.00085256447,0.00016124974,0.0012072145],"category_scores_gemma":[0.0007885618,0.00020033367,0.00005520327,0.00078001525,0.00017396234,0.00031332302,0.000049136655,0.00025453538,0.0001303561],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006298138,0.00028830505,0.000021197055,0.000008805259,0.000016354354,9.033652e-8,0.007048998,0.000043597254,0.001441282,0.9464294,0.0018825684,0.04275645],"study_design_scores_gemma":[0.0002943101,0.0012932435,0.006258578,0.00025220186,0.000013555099,0.00000127692,0.0052095694,0.024932886,0.025776617,0.91150033,0.023649678,0.0008177593],"about_ca_topic_score_codex":0.0075403033,"about_ca_topic_score_gemma":0.011842407,"teacher_disagreement_score":0.90426,"about_ca_system_score_codex":0.00092261215,"about_ca_system_score_gemma":0.0041677477,"threshold_uncertainty_score":0.9997058},"labels":[],"label_agreement":null},{"id":"W2296323758","doi":"10.1109/icdsp.2002.1027806","title":"Redefining multimedia","year":2003,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Multimedia; Computer science; Entertainment; Computer graphics (images); Video recording; Art; Visual arts","score_opus":0.05244442157882974,"score_gpt":0.3477091127110539,"score_spread":0.2952646911322242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2296323758","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004743294,0.00006207586,0.0004330333,0.0026621658,0.0001344158,0.00005259091,1.09984065e-7,0.00024254428,0.9916698],"genre_scores_gemma":[0.95057356,0.0000942522,0.040812705,0.00027912192,0.000012983289,0.000007658273,6.155722e-7,0.0000028425868,0.008216243],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995427,0.000115409945,0.00006538423,0.00006340826,0.00008412672,0.00012897827],"domain_scores_gemma":[0.9995898,0.00013965182,0.000018751336,0.00017829797,0.000025449212,0.00004806149],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003793432,0.000026990398,0.000041523122,0.000036877183,0.00021238487,0.000011890395,0.0001621676,0.00006534952,0.0033229734],"category_scores_gemma":[0.001010179,0.000025794132,0.000015665793,0.00013839897,0.00015666315,0.00003608184,0.0000133243975,0.00006997787,0.00043029335],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.490255e-7,0.0000130057715,0.0024319887,1.7851404e-7,0.0000017204839,2.610765e-7,0.0022996988,8.604981e-8,0.000070820846,0.97047144,0.0018360033,0.022874523],"study_design_scores_gemma":[0.00010447937,0.000002810401,0.00023019663,9.651455e-7,9.666614e-7,2.610652e-7,0.0032951322,0.00005032981,0.00034075615,0.0043348465,0.9915937,0.000045557466],"about_ca_topic_score_codex":0.00041771165,"about_ca_topic_score_gemma":0.0010222637,"teacher_disagreement_score":0.9897577,"about_ca_system_score_codex":0.000017128239,"about_ca_system_score_gemma":0.00005714696,"threshold_uncertainty_score":0.9975881},"labels":[],"label_agreement":null},{"id":"W2297053710","doi":"10.1177/1329878x0712400113","title":"The New Media Geography of Global and Local Production Networks","year":2007,"lang":"en","type":"article","venue":"Media International Australia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Disk formatting; Production (economics); Digital media; Content creation; Narrative; New media; Business; Digital content; Telecommunications; Advertising; Multimedia; World Wide Web; Computer science; Economics","score_opus":0.03857649060829986,"score_gpt":0.351145435190589,"score_spread":0.3125689445822891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2297053710","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88123804,0.00093736436,0.016052675,0.07462436,0.014003816,0.00054813636,0.000017042139,0.00023035794,0.01234822],"genre_scores_gemma":[0.9979892,0.00040079243,0.00074059906,0.00003677288,0.000541627,0.0000035293783,0.000010279769,0.000002573979,0.00027464578],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9991041,0.000046827612,0.00021460243,0.00011759674,0.0003361767,0.00018069851],"domain_scores_gemma":[0.999199,0.0003111945,0.00010725214,0.00014750565,0.00013505651,0.00010003825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008071289,0.000060088092,0.000070469665,0.000044804827,0.00014521254,0.000022782178,0.0004355699,0.00010907941,0.00010659003],"category_scores_gemma":[0.00072509167,0.000047922273,0.00003481738,0.00023513933,0.00093806407,0.00007652401,0.00006173106,0.00013814526,0.000007703165],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006521089,0.000059345515,0.31203273,0.0000017601141,0.000067178735,0.000002212293,0.0021440422,0.000026099358,0.00003511292,0.41054484,0.01097718,0.26404428],"study_design_scores_gemma":[0.00034255142,0.000016314558,0.72503823,0.000018136814,0.000015376343,0.000004973826,0.0024905615,0.00018052786,0.00021947894,0.019357825,0.25219333,0.00012268421],"about_ca_topic_score_codex":0.002603597,"about_ca_topic_score_gemma":0.02874692,"teacher_disagreement_score":0.4130055,"about_ca_system_score_codex":0.0000582355,"about_ca_system_score_gemma":0.000043014257,"threshold_uncertainty_score":0.98897594},"labels":[],"label_agreement":null},{"id":"W2297918074","doi":"10.1109/mcom.2016.7432166","title":"Standards for multi-stream and multi-device media synchronization","year":2016,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Jacobs University; National Chiao Tung University; University of Waterloo; Shanghai Educational Development Foundation; King's College London; San José State University; Frances McClelland Institute for Children, Youth, and Families; MediaTek; Johns Hopkins University; Jackson State University; University of Pennsylvania; Louisiana State University; Cisco Systems","keywords":"Computer science; Synchronization (alternating current); Telecommunications; Multimedia; Digital watermarking; Data synchronization; Computer network","score_opus":0.09559180840643092,"score_gpt":0.39345110517764265,"score_spread":0.2978592967712117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2297918074","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012594153,0.008620815,0.8225063,0.1303921,0.0013393553,0.0037619625,0.0012060875,0.0019877623,0.017591463],"genre_scores_gemma":[0.815185,0.010996231,0.17149052,0.00019179673,0.00007686302,0.00028194374,0.000056399833,0.000026955964,0.0016942583],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99873346,0.00029340558,0.0002994961,0.00020915431,0.00020410561,0.00026037547],"domain_scores_gemma":[0.9962661,0.0011895566,0.00015922597,0.0015916937,0.0006686569,0.00012472745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009321313,0.0001248154,0.00017619102,0.00015009302,0.0008088683,0.000047446192,0.0012149576,0.00017274615,0.00010448277],"category_scores_gemma":[0.002422855,0.000104387786,0.000044246113,0.00030321762,0.001122288,0.00023595708,0.0002280922,0.00012492521,0.000066816174],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040646526,0.000806928,0.0064778375,0.000038055736,0.0000829013,5.012449e-7,0.010641636,0.0000014562139,0.0063651972,0.12171256,0.011731433,0.84210086],"study_design_scores_gemma":[0.0027919067,0.000035896464,0.0026797473,0.00008996922,0.00004056966,0.000001667539,0.0009166847,0.00759114,0.0003706044,0.000983468,0.9842096,0.00028874955],"about_ca_topic_score_codex":0.0001556867,"about_ca_topic_score_gemma":0.014422977,"teacher_disagreement_score":0.97247815,"about_ca_system_score_codex":0.00019600206,"about_ca_system_score_gemma":0.0002710916,"threshold_uncertainty_score":0.804836},"labels":[],"label_agreement":null},{"id":"W2299144464","doi":"","title":"Scalable User Interfaces for the Web / by Arman Danesh.","year":2004,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Simon Fraser University","keywords":"Scalability; Computer science; Web application; World Wide Web; Operating system","score_opus":0.017409263860848005,"score_gpt":0.27231702159640386,"score_spread":0.25490775773555585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2299144464","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4491871,0.0052808924,0.00097429,0.024878198,0.0053914217,0.0053532203,0.0006050607,0.0017552084,0.5065746],"genre_scores_gemma":[0.6676206,0.004042237,0.00025347475,0.0001945795,0.000100074554,0.000016353037,0.00085350865,0.000041939533,0.3268772],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988504,0.0001440144,0.0001507367,0.00030315228,0.00023006901,0.0003216464],"domain_scores_gemma":[0.9987228,0.0003227353,0.0001944215,0.00048550352,0.00018472083,0.00008982772],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027749114,0.00019148801,0.00021371263,0.00025255748,0.000991606,0.00007243622,0.001631554,0.00050540286,0.00055616087],"category_scores_gemma":[0.000111280395,0.00018217297,0.00012433663,0.0005501104,0.00031963075,0.00019353746,0.00007238958,0.00040898562,0.00009626158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033233303,0.00043749722,0.016818387,0.0001589288,0.00049286574,0.000015566864,0.0031269174,0.000032461136,0.0001293138,0.08882661,0.8599949,0.029634207],"study_design_scores_gemma":[0.00047902725,0.000020834406,0.000025625446,0.000038487018,0.000084622654,5.1967347e-10,0.113447055,0.000035297708,0.0010769444,0.0002630349,0.8843389,0.00019014398],"about_ca_topic_score_codex":0.0025598432,"about_ca_topic_score_gemma":0.58545345,"teacher_disagreement_score":0.5828936,"about_ca_system_score_codex":0.00026030093,"about_ca_system_score_gemma":0.00041239063,"threshold_uncertainty_score":0.7626732},"labels":[],"label_agreement":null},{"id":"W2301598259","doi":"","title":"4C: A Web2.0 Case Study Analysis Tool","year":2009,"lang":"en","type":"article","venue":"Discovery Research Portal (University of Dundee)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","score_opus":0.10007211902822526,"score_gpt":0.4170438487461863,"score_spread":0.316971729717961,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2301598259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9397309,0.00004843484,0.0001938097,0.0015826153,0.000017916711,0.00035427953,0.000010436828,0.000057392837,0.05800425],"genre_scores_gemma":[0.99448425,0.00016528468,0.00021578764,0.000015228537,0.000014407723,4.598531e-7,0.000010606928,0.0000028064635,0.005091182],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99796826,0.000590644,0.00012705983,0.00025124778,0.0007173645,0.00034541322],"domain_scores_gemma":[0.9987376,0.0002173903,0.000082542334,0.00060041406,0.00024348038,0.00011857921],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016577967,0.000071923016,0.00022671605,0.00068618474,0.0008858679,0.000051681283,0.00075481256,0.000106231484,0.0010222715],"category_scores_gemma":[0.00020601499,0.00008494174,0.00016091953,0.0019326953,0.00072587666,0.00057930616,0.00019952106,0.00033473538,0.000031236934],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003313734,0.0075088674,0.38610223,0.00002086167,0.0023003044,0.018150365,0.20876946,0.000041366606,0.00045489287,0.27043024,0.0064091966,0.099480845],"study_design_scores_gemma":[0.0008041511,0.00040666995,0.09658303,0.000007245649,0.00018552768,0.000015087258,0.8947639,0.00030019577,0.000008551265,0.0021055501,0.004611719,0.00020839345],"about_ca_topic_score_codex":0.035701945,"about_ca_topic_score_gemma":0.114994206,"teacher_disagreement_score":0.68599445,"about_ca_system_score_codex":0.000050271472,"about_ca_system_score_gemma":0.00027190277,"threshold_uncertainty_score":0.9998909},"labels":[],"label_agreement":null},{"id":"W2303064388","doi":"","title":"Java-based telecollaborative environment","year":2002,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Java; Programming language","score_opus":0.10827912390721535,"score_gpt":0.3188255552510344,"score_spread":0.21054643134381906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2303064388","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10320797,0.0021469616,0.00007475594,0.2953763,0.001701694,0.0020680905,0.000025547279,0.0005278302,0.59487087],"genre_scores_gemma":[0.9193526,0.0023625856,0.00083880615,0.0018207789,0.00012991551,0.0002176261,0.000025700898,0.000026231563,0.07522576],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99691397,0.00089552987,0.0004441264,0.000562361,0.00068798277,0.0004960061],"domain_scores_gemma":[0.998234,0.0002671151,0.0006596829,0.0004384612,0.00012653033,0.00027425194],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00064199907,0.00026004412,0.0003055013,0.00023561849,0.0007002836,0.0001514702,0.00037663468,0.00022470733,0.0048681134],"category_scores_gemma":[0.00014534232,0.0002865216,0.00003740491,0.000765085,0.00039908668,0.00019645813,0.000061720944,0.00087506766,0.00032118257],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095463816,0.0011520879,0.16361508,0.00006436142,0.00002374567,0.000004914753,0.006252135,0.000054123317,0.00011135631,0.66156775,0.006153918,0.1609051],"study_design_scores_gemma":[0.00088137033,0.00035549692,0.11721964,0.00019717232,0.00001335652,5.872609e-7,0.0056504724,0.0010495511,0.00006829894,0.004844311,0.86918193,0.00053783454],"about_ca_topic_score_codex":0.0015402025,"about_ca_topic_score_gemma":0.0041424963,"teacher_disagreement_score":0.863028,"about_ca_system_score_codex":0.00091534253,"about_ca_system_score_gemma":0.00055309216,"threshold_uncertainty_score":0.9999587},"labels":[],"label_agreement":null},{"id":"W232361665","doi":"","title":"Survey on VOD Broadcasting Schemes","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Terminology; Computer science; Broadcasting (networking); Video on demand; Notation; Subject (documents); Telecommunications; Multimedia; World Wide Web; Computer security; Linguistics","score_opus":0.06803105234992816,"score_gpt":0.3591888945978369,"score_spread":0.29115784224790875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W232361665","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1268637,0.00005786095,0.0001990455,0.0032073027,0.00008612365,0.0000697158,0.0000011551771,0.00031367145,0.8692014],"genre_scores_gemma":[0.9892485,0.000017074515,0.0013793347,0.00015092976,0.000043425684,0.0000028450108,0.000007407092,0.0000028060656,0.009147677],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994915,0.00012764432,0.00007688795,0.00007363847,0.000105471554,0.00012482479],"domain_scores_gemma":[0.9994429,0.00029937757,0.000026707328,0.00016803645,0.000042104995,0.000020928059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046474073,0.00003230532,0.000046570305,0.00003042794,0.00022223017,0.000020052274,0.00021778367,0.00006174683,0.0005213153],"category_scores_gemma":[0.0004570639,0.000029608591,0.000013869558,0.0001673948,0.00012724107,0.000029077664,0.000030457926,0.00007398017,0.00024803664],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035755822,0.00010694545,0.14589326,7.6400534e-7,0.0000038625944,6.045098e-7,0.00035593164,0.0000021199548,0.00015857295,0.7216922,0.02460486,0.107177265],"study_design_scores_gemma":[0.00020142227,0.000014313591,0.26721376,0.000004729545,0.0000012400913,9.257046e-8,0.0004293318,0.00031676286,0.0007680602,0.0026026128,0.72832537,0.00012231509],"about_ca_topic_score_codex":0.020741899,"about_ca_topic_score_gemma":0.0471203,"teacher_disagreement_score":0.8623848,"about_ca_system_score_codex":0.00002023963,"about_ca_system_score_gemma":0.00003110979,"threshold_uncertainty_score":0.98577905},"labels":[],"label_agreement":null},{"id":"W2329466642","doi":"10.5594/j11586","title":"Advanced Television Broadcasting in a Digital Broadband Distribution Environment","year":2001,"lang":"en","type":"article","venue":"SMPTE Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"IBI Group (Canada)","funders":"","keywords":"Broadband; Distribution (mathematics); Telecommunications; Perspective (graphical); Computer science; Broadcasting (networking); Digital television; Divestment; High-definition television; Digital broadcasting; Broadband networks; Business; Computer network","score_opus":0.01976829964342904,"score_gpt":0.29802789827039955,"score_spread":0.27825959862697053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329466642","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97918594,0.00045674344,0.0035909982,0.003286139,0.0001648452,0.000119033204,0.0000037725906,0.000047143767,0.013145405],"genre_scores_gemma":[0.9967742,0.0023077875,0.000483388,0.000028297773,0.00009178466,0.0000027220653,0.000007707964,0.0000039967963,0.00030010604],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99919575,0.000060258048,0.00021046688,0.00008844087,0.00021458016,0.00023048709],"domain_scores_gemma":[0.9995759,0.0000785407,0.000111622336,0.00012073617,0.000024569943,0.000088616114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042491133,0.00005724199,0.000085449865,0.000064805485,0.00034226172,0.000088354136,0.00022492002,0.000074928466,0.00035688054],"category_scores_gemma":[0.0003943231,0.00005447117,0.000035806446,0.00015832811,0.00012611083,0.00031854733,0.000052620406,0.0003072037,0.000062693434],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030388419,0.00009909335,0.04580218,7.5361874e-7,0.000004113994,0.00002282611,0.0014621329,0.000045877878,0.00024428446,0.0012300096,0.00022732669,0.950831],"study_design_scores_gemma":[0.0011016043,0.00007296959,0.029861234,0.000063396976,0.0000041000353,0.00008383417,0.0033663216,0.00062858436,0.000049913884,0.005339276,0.9592564,0.00017235546],"about_ca_topic_score_codex":0.00004904013,"about_ca_topic_score_gemma":0.00008960931,"teacher_disagreement_score":0.9590291,"about_ca_system_score_codex":0.00021723284,"about_ca_system_score_gemma":0.00004531527,"threshold_uncertainty_score":0.39075917},"labels":[],"label_agreement":null},{"id":"W2329498887","doi":"10.5594/j11568","title":"Considerations for Multichannel Signal-Integrity Monitoring","year":2002,"lang":"en","type":"article","venue":"SMPTE Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CMC Microsystems (Canada)","funders":"","keywords":"Computer science; SIGNAL (programming language); Architecture; Quality (philosophy); Telecommunications","score_opus":0.2158344544608549,"score_gpt":0.38663637586095273,"score_spread":0.17080192140009784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329498887","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32969403,0.007006139,0.07266028,0.36930087,0.012092755,0.0028878308,0.000052548072,0.0015555131,0.20475003],"genre_scores_gemma":[0.97445905,0.0005388721,0.023216614,0.00011122452,0.00056125474,0.000015607997,2.4799488e-7,0.000005660397,0.0010914708],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927247,0.000122018835,0.0001784795,0.0000711652,0.00014704296,0.00020879887],"domain_scores_gemma":[0.9988975,0.0005533282,0.00009365936,0.00012209149,0.00022178069,0.00011166457],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005779201,0.000053012292,0.00008769851,0.00008287719,0.0012705285,0.0001001126,0.00019211142,0.00010423714,0.00169488],"category_scores_gemma":[0.001245023,0.000050731524,0.000066999026,0.00007807642,0.00014262101,0.00013615626,0.00002000118,0.00039197545,0.00006071891],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037679452,0.0011742676,0.031624857,0.000025708849,0.0003220215,0.00004351465,0.13772665,0.00013887204,0.007986622,0.33846146,0.14462183,0.3378365],"study_design_scores_gemma":[0.0035575174,0.00020208131,0.002845341,0.00012283582,0.00009235783,0.00013266619,0.032828428,0.023990007,0.0050749425,0.2078269,0.72259086,0.00073606736],"about_ca_topic_score_codex":0.00007950738,"about_ca_topic_score_gemma":0.00020819252,"teacher_disagreement_score":0.644765,"about_ca_system_score_codex":0.00007078875,"about_ca_system_score_gemma":0.000052611285,"threshold_uncertainty_score":0.9992177},"labels":[],"label_agreement":null},{"id":"W2331160648","doi":"10.1109/ccnc.2014.6994395","title":"A semantic social networking service using smart TV","year":2014,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Synchronizing; Encryption; Key (lock); Broadcasting (networking); Service (business); IPTV; Cloud computing; Object (grammar); Cryptography; Computer security; World Wide Web; Internet privacy; Multimedia; Telecommunications; Artificial intelligence","score_opus":0.08013172677277867,"score_gpt":0.3567996097161223,"score_spread":0.2766678829433436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331160648","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34738794,0.0000781713,0.011360983,0.03160231,0.0010419873,0.00025024434,2.8596307e-7,0.0008118173,0.6074663],"genre_scores_gemma":[0.994258,0.000013432187,0.0031948586,0.0017214862,0.00044925426,0.0000029466426,0.0000010472193,0.000005593007,0.00035341587],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927104,0.00020024108,0.000095694624,0.00007601582,0.000120394725,0.00023660596],"domain_scores_gemma":[0.99959904,0.00011620994,0.00004651504,0.00014556642,0.000048144757,0.000044503133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006059785,0.000045421584,0.000081763275,0.00003954448,0.0006391385,0.000029531082,0.0002786442,0.0001078617,0.00027098047],"category_scores_gemma":[0.00007212375,0.000046022295,0.000024914774,0.00029603028,0.00009854462,0.00007051978,0.00008612503,0.000098294004,0.000081697784],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062315507,0.0001199788,0.048543498,0.000017495267,0.000035648733,4.1386903e-7,0.037861183,0.000010119748,0.0006860549,0.78836834,0.0051743365,0.11917667],"study_design_scores_gemma":[0.00023004139,0.000005042068,0.0022726122,0.000011723539,0.000013805924,8.0198544e-7,0.004259071,0.03783119,0.00004086466,0.0039176885,0.95123816,0.00017902293],"about_ca_topic_score_codex":0.0057315407,"about_ca_topic_score_gemma":0.008742348,"teacher_disagreement_score":0.9460638,"about_ca_system_score_codex":0.000034623896,"about_ca_system_score_gemma":0.00003610711,"threshold_uncertainty_score":0.8664413},"labels":[],"label_agreement":null},{"id":"W2331269197","doi":"10.1061/40513(279)131","title":"RECALL in Action","year":2000,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"York University; Cisco Systems","keywords":"Computer science; Reuse; Testbed; Software deployment; Context (archaeology); Multimedia; Human–computer interaction; Recall; Knowledge management; Software engineering; World Wide Web; Engineering","score_opus":0.0889921666804898,"score_gpt":0.41955611684933863,"score_spread":0.3305639501688488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331269197","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22421363,0.000007687145,0.000008633241,0.009043153,0.00002201191,0.000033672244,2.9890135e-8,0.00008414803,0.766587],"genre_scores_gemma":[0.96822804,0.00044607327,0.0007568243,0.00020317182,0.000011398698,0.0000043430414,3.9415485e-7,8.137567e-7,0.03034892],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997884,0.00004795247,0.000038066537,0.00003273681,0.00003634491,0.00005649186],"domain_scores_gemma":[0.99986863,0.000027581214,0.0000045848114,0.00008125153,0.0000047919884,0.000013147277],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013135915,0.000011301085,0.000019873723,0.000025710033,0.000047169167,0.000004451744,0.00009749294,0.000044426335,0.012719879],"category_scores_gemma":[0.000030840605,0.00001092265,0.000005537057,0.000114070586,0.00004976209,0.00003800118,0.0000042037127,0.00004730293,0.00044975866],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018190046,0.000022193308,0.0022565054,1.5362485e-7,3.7849625e-7,1.7231739e-7,0.0014265885,5.305687e-7,0.00003774563,0.08157778,0.0008331221,0.91384304],"study_design_scores_gemma":[0.00006559182,0.0000021482576,0.004686561,7.62963e-7,1.6845117e-7,6.285221e-8,0.00058255234,0.00008379701,0.000054417324,0.0027417378,0.99176246,0.000019744299],"about_ca_topic_score_codex":0.003736338,"about_ca_topic_score_gemma":0.030544372,"teacher_disagreement_score":0.9909293,"about_ca_system_score_codex":0.000020664682,"about_ca_system_score_gemma":0.000014217187,"threshold_uncertainty_score":0.9881826},"labels":[],"label_agreement":null},{"id":"W2334171124","doi":"10.1098/rsta.2014.0433","title":"Future traffic demands and characteristics from a media perspective","year":2016,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Entertainment; Status quo; Perspective (graphical); Computer science; Multimedia; Software deployment; Face (sociological concept); Point (geometry); Telecommunications; Internet privacy; Sociology; Political science","score_opus":0.018789578482700384,"score_gpt":0.26053130738507607,"score_spread":0.2417417289023757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334171124","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.886828,0.00018427662,0.016806256,0.09501483,0.00016238767,0.00018617857,0.00003985941,0.00014330064,0.0006349224],"genre_scores_gemma":[0.99704456,0.00013827797,0.0025336838,0.00003695857,0.00021396256,0.000011368912,1.4487365e-7,0.00000496721,0.000016056976],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99920136,0.00004297121,0.00014114007,0.0001800445,0.00026248358,0.0001720266],"domain_scores_gemma":[0.9987247,0.00094714656,0.00004226185,0.0001406221,0.000039133687,0.00010614418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021458813,0.00009914474,0.00020014938,0.000016646532,0.0003803094,0.000023943361,0.0003064748,0.00010157429,0.000041144005],"category_scores_gemma":[0.00021882985,0.00005420439,0.00012708612,0.00019992936,0.0018707553,0.000080908445,0.000032720975,0.00018383855,0.0000023133407],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007709771,0.00027959343,0.00005890748,0.000035945817,0.00007212067,1.8214432e-7,0.019183753,0.00007172645,0.0008144329,0.9665771,0.000010911342,0.012887579],"study_design_scores_gemma":[0.00063744764,0.000102972524,0.005198838,0.0002441582,0.00014838816,0.0000018183144,0.0051864637,0.103009336,0.00027493798,0.88420314,0.00059348583,0.00039900187],"about_ca_topic_score_codex":0.000027797465,"about_ca_topic_score_gemma":0.000004662369,"teacher_disagreement_score":0.110216595,"about_ca_system_score_codex":0.000024717956,"about_ca_system_score_gemma":0.000027327247,"threshold_uncertainty_score":0.6892876},"labels":[],"label_agreement":null},{"id":"W2347480276","doi":"","title":"Based on P2P Streaming Video Teaching System Research and Design","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Upload; Multimedia; Function (biology); Architecture; Point (geometry); Video streaming; Distance education; Systems design; Computer network; World Wide Web; Software engineering","score_opus":0.11702144472382492,"score_gpt":0.38153717492878086,"score_spread":0.26451573020495595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2347480276","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010054749,0.00011913597,0.9518405,0.0053363154,0.000016357157,0.001590085,0.0000042445336,0.0006056154,0.030432966],"genre_scores_gemma":[0.7703005,0.00002768707,0.22881132,0.00012097232,0.00008530667,0.0004094909,0.0000056003337,0.000009059288,0.0002300549],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99877024,0.0004035538,0.00014565582,0.0002467008,0.0001955586,0.00023830148],"domain_scores_gemma":[0.9985036,0.00086149405,0.000042899243,0.00040241578,0.000102482,0.00008706158],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009940219,0.00007062356,0.000094604664,0.0002185868,0.002159986,0.000049910104,0.00048121443,0.000099959856,0.000009399785],"category_scores_gemma":[0.000009608512,0.000073583775,0.000019541736,0.00028557188,0.00041462592,0.00004937722,0.00009714095,0.00033994115,0.00009200783],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000159596,0.0006017073,0.0024193788,0.000043365195,0.000023803257,0.0000059448935,0.012978812,0.00015040088,0.00425826,0.47771332,0.011685616,0.49010342],"study_design_scores_gemma":[0.0003773363,0.000053551776,0.0012163538,0.00005012823,0.0000041984154,0.0000086465525,0.0015811542,0.015446139,0.000751982,0.00089196395,0.9794405,0.00017800875],"about_ca_topic_score_codex":0.00042912786,"about_ca_topic_score_gemma":0.000048423186,"teacher_disagreement_score":0.9677549,"about_ca_system_score_codex":0.00012495293,"about_ca_system_score_gemma":0.00010631333,"threshold_uncertainty_score":0.9991391},"labels":[],"label_agreement":null},{"id":"W2348092598","doi":"","title":"Design and Implementation of a VOD System Based on User Authentication Under FreeBSD","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Operating system; Authentication (law); Windows Server; Web server; Video server; Internet Authentication Service; Server; Computer security; The Internet","score_opus":0.02196318079889664,"score_gpt":0.3407067711126219,"score_spread":0.31874359031372523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2348092598","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008204641,0.00002181338,0.98787445,0.0015712873,0.000011037923,0.0010193468,0.0000026941666,0.00013373946,0.0011609917],"genre_scores_gemma":[0.7894742,0.000006940321,0.21015152,0.00013477083,0.000026645237,0.00015152311,0.000014462117,0.000006340787,0.000033583936],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992508,0.00009086478,0.00023104955,0.00016149266,0.00012354873,0.00014223474],"domain_scores_gemma":[0.9991634,0.0002745568,0.00012894138,0.000279548,0.00010130345,0.000052261516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006537917,0.000065355554,0.00008527008,0.0001613264,0.00024370798,0.000022410317,0.00024340996,0.00007956526,0.000024451905],"category_scores_gemma":[0.0000010892016,0.0000695777,0.000022514105,0.00027034103,0.00014417109,0.000043862794,0.00003381088,0.0000648234,0.000024358487],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013979002,0.00023624828,0.0022488718,0.00004199279,0.000028109878,1.9147882e-7,0.005114584,0.00012445223,0.0130134765,0.6782029,0.00062987645,0.30034527],"study_design_scores_gemma":[0.0040044733,0.00024154109,0.10973656,0.00013177846,0.00016359155,0.0000055559826,0.024188826,0.027829073,0.07361536,0.0070610717,0.75209767,0.0009244856],"about_ca_topic_score_codex":0.00035770008,"about_ca_topic_score_gemma":0.00030727193,"teacher_disagreement_score":0.78126955,"about_ca_system_score_codex":0.00008383224,"about_ca_system_score_gemma":0.00006556757,"threshold_uncertainty_score":0.2837296},"labels":[],"label_agreement":null},{"id":"W2351557212","doi":"","title":"Research and Development on Multimedia Recording and Broadcasting System in Network Environment","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Broadcasting (networking); Multimedia; Architecture; Presentation (obstetrics); Mode (computer interface); Software; Systems architecture; Human–computer interaction; Computer network; Operating system","score_opus":0.05948302137127788,"score_gpt":0.34304858680521766,"score_spread":0.2835655654339398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2351557212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6264076,0.004710377,0.2653787,0.03198239,0.00012644658,0.010887368,0.000007398241,0.0014147373,0.059084952],"genre_scores_gemma":[0.7161634,0.0001990211,0.28316706,0.000091195536,0.000093953146,0.00020569927,0.000004852128,0.000004976347,0.000069860806],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991095,0.00010822745,0.00017678144,0.00023357262,0.00011668659,0.00025521792],"domain_scores_gemma":[0.9994199,0.00027671925,0.000038951806,0.00016905772,0.000022297205,0.00007303872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080021034,0.00006368463,0.00009230735,0.00013416876,0.0006234401,0.000046521825,0.00020394371,0.00008161806,0.000005656112],"category_scores_gemma":[0.0000023978746,0.000069182024,0.0000059598624,0.00021251175,0.00015440563,0.000033308726,0.00011010998,0.00021565799,0.000039620765],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021623407,0.000056416535,0.0017778861,0.000004888111,0.0000025132622,4.9086486e-7,0.0029128336,0.00001815072,0.00017035325,0.017924204,0.00020026909,0.97692984],"study_design_scores_gemma":[0.0003153749,0.000028982911,0.019732803,0.00007524109,0.0000013034911,0.0000027527005,0.0016936716,0.0016526424,0.00012329922,0.00092442654,0.9753096,0.00013988843],"about_ca_topic_score_codex":0.000104774605,"about_ca_topic_score_gemma":0.00011283749,"teacher_disagreement_score":0.97678995,"about_ca_system_score_codex":0.00015053555,"about_ca_system_score_gemma":0.000032393516,"threshold_uncertainty_score":0.47950602},"labels":[],"label_agreement":null},{"id":"W2355873604","doi":"","title":"Research and Design on Video Teaching System Based on P2P Streaming Media","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Multimedia; Plan (archaeology); Video streaming; Peer-to-peer; Computer network","score_opus":0.10705587048921814,"score_gpt":0.37172432417078194,"score_spread":0.2646684536815638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2355873604","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03298775,0.00017426677,0.88359207,0.012626366,0.000058368038,0.0032520415,0.000015940988,0.0012572089,0.06603599],"genre_scores_gemma":[0.86826134,0.000033325272,0.13079272,0.0001997007,0.00013150008,0.00043855267,0.0000102386875,0.000011871651,0.00012077261],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985413,0.00047032768,0.00016426298,0.0002915396,0.00026945784,0.0002631282],"domain_scores_gemma":[0.9974323,0.0018430697,0.00005045199,0.00046753685,0.0000993816,0.000107260465],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010771223,0.0000877547,0.000112899004,0.00029206162,0.0019061795,0.000049850674,0.0005445682,0.00012266025,0.000011581887],"category_scores_gemma":[0.000017378117,0.00008828072,0.000022739325,0.0003181713,0.00042269545,0.000043255393,0.00008769127,0.00044053208,0.00014408263],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027017864,0.00072037027,0.0009924868,0.000031724667,0.000022011112,0.0000069020225,0.015103111,0.00021388732,0.0021012481,0.5114368,0.011632651,0.45771176],"study_design_scores_gemma":[0.00080465863,0.00013905106,0.0031000574,0.00013620705,0.000007938897,0.000009746551,0.0035712922,0.017525338,0.0017334244,0.0015974633,0.97103083,0.00034397718],"about_ca_topic_score_codex":0.00031907743,"about_ca_topic_score_gemma":0.0000712189,"teacher_disagreement_score":0.9593982,"about_ca_system_score_codex":0.00015347036,"about_ca_system_score_gemma":0.000106978645,"threshold_uncertainty_score":0.9993932},"labels":[],"label_agreement":null},{"id":"W2360957152","doi":"","title":"The Implementation and the Improvement of Controued Multicast Protocol in 3TNet","year":2005,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Multicast; Computer science; Internet Group Management Protocol; Protocol Independent Multicast; IP multicast; Xcast; Source-specific multicast; Computer network; Pragmatic General Multicast; Distance Vector Multicast Routing Protocol; Inter-domain; Multicast address; The Internet; Distributed computing; World Wide Web","score_opus":0.008755648102249297,"score_gpt":0.3664667495990607,"score_spread":0.3577111014968114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2360957152","genre_codex":"protocol","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033293642,0.00041010516,0.13535394,0.28539103,0.0000386166,0.530743,0.000035794903,0.0003318189,0.014402076],"genre_scores_gemma":[0.741998,0.00008064986,0.027755516,0.00050759595,0.00008825081,0.22944671,0.000006146282,0.0000064764154,0.0001106492],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99937314,0.00009238506,0.00024514724,0.00009335379,0.00007540797,0.00012056748],"domain_scores_gemma":[0.999307,0.00028682943,0.000109541754,0.00022353807,0.000053758155,0.000019358724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058120466,0.0000450854,0.000071774644,0.000031382733,0.00035463044,0.000034361085,0.0003485141,0.000031465017,0.00001729705],"category_scores_gemma":[0.0000027480796,0.000028479728,0.000019566818,0.00014040612,0.0005010906,0.000037579463,0.00009440166,0.00007879521,0.000006274421],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010710698,0.000048691003,0.00034931884,0.0000024537726,0.0000066740076,7.3131288e-9,0.003494471,0.0000014337561,0.0010568112,0.1707007,0.00024771312,0.824081],"study_design_scores_gemma":[0.0020943633,0.00000820131,0.0015452822,0.0000023220443,0.0000036537836,2.2102223e-7,0.0019948208,0.000679771,0.0009738981,0.0017581045,0.9908992,0.000040175793],"about_ca_topic_score_codex":0.0006809902,"about_ca_topic_score_gemma":0.0062710843,"teacher_disagreement_score":0.9906515,"about_ca_system_score_codex":0.000034854183,"about_ca_system_score_gemma":0.00003753175,"threshold_uncertainty_score":0.34994122},"labels":[],"label_agreement":null},{"id":"W2361339664","doi":"","title":"3TNet Application System and the Demonstration","year":2005,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Key (lock); The Internet; Multimedia; Broadband; Architecture; Service (business); Telecommunications; Broadband networks; World Wide Web; Computer security","score_opus":0.007899753859950355,"score_gpt":0.2714901462382741,"score_spread":0.26359039237832377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2361339664","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027480552,0.0005986511,0.9228554,0.04135761,0.000012633241,0.0020532655,0.0000040417517,0.0005524534,0.029817935],"genre_scores_gemma":[0.9112314,0.00014881909,0.0866204,0.00036426855,0.00022879323,0.0011961028,0.00001544998,0.000006419046,0.00018837165],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993117,0.0001216653,0.00018130627,0.00016463122,0.00009186567,0.00012885529],"domain_scores_gemma":[0.99930716,0.00017014088,0.00008664722,0.00032225705,0.0000664785,0.000047296588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045453905,0.00006415689,0.00008509587,0.000049173737,0.00077419163,0.0000691252,0.00039183703,0.00008281666,0.000009070376],"category_scores_gemma":[0.0000017700133,0.00005215388,0.000027155027,0.00021398251,0.0005213536,0.00008137361,0.00006969559,0.00010965076,0.00015085626],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001796386,0.000015926455,0.00009717474,0.0000033357187,0.0000047291205,8.998171e-9,0.0011602679,0.0000045891834,0.00016967181,0.6582917,0.00042477998,0.33982602],"study_design_scores_gemma":[0.00038576568,0.0000015914388,0.00035667233,0.0000031554175,0.000010767486,0.000003976571,0.0006589395,0.0066603324,0.00010646837,0.0013426624,0.99040365,0.000065991444],"about_ca_topic_score_codex":0.00024002824,"about_ca_topic_score_gemma":0.0004447685,"teacher_disagreement_score":0.9899789,"about_ca_system_score_codex":0.00006152331,"about_ca_system_score_gemma":0.000037446232,"threshold_uncertainty_score":0.59545344},"labels":[],"label_agreement":null},{"id":"W2365682644","doi":"","title":"A Mixed Runtime Information Analysis Methed","year":2010,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Java; Profiling (computer programming); Execution time; Operating system; Architecture; Benchmark (surveying); Software; Real-time computing; Algorithm; Data mining; Embedded system","score_opus":0.013412622273605315,"score_gpt":0.29745339061265563,"score_spread":0.28404076833905034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2365682644","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028926574,0.00002047438,0.9262728,0.008697539,0.000056997793,0.00092500896,0.000017026981,0.00067957613,0.034403972],"genre_scores_gemma":[0.5428218,0.000021394522,0.45568582,0.0005058374,0.00009883722,0.0004567661,0.000125281,0.000005030681,0.00027922296],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99933076,0.00005925217,0.00020922099,0.00011936746,0.00011699141,0.00016442683],"domain_scores_gemma":[0.999086,0.00010706122,0.00010451069,0.00047333786,0.0001528824,0.0000761929],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036119614,0.000068155525,0.00011615766,0.00034505673,0.00047209428,0.00009225687,0.00065482955,0.00013607217,0.00035214575],"category_scores_gemma":[0.000006101766,0.00007196342,0.00009074807,0.0012734412,0.00019752693,0.00021203229,0.00009818936,0.00021640318,0.00066026906],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014542818,0.00009268995,0.0016799903,0.0000028531388,0.00014705233,4.6224653e-8,0.004156088,0.000007212065,0.004082037,0.30400857,0.0022984745,0.68352354],"study_design_scores_gemma":[0.00008206585,0.0000016469407,0.0036558176,3.891178e-7,0.000058717884,3.3609462e-7,0.00019644319,0.0007680337,0.0005204883,0.0017426279,0.9928895,0.000083890576],"about_ca_topic_score_codex":0.00052460417,"about_ca_topic_score_gemma":0.002158815,"teacher_disagreement_score":0.99059105,"about_ca_system_score_codex":0.000021395068,"about_ca_system_score_gemma":0.00006095567,"threshold_uncertainty_score":0.84866434},"labels":[],"label_agreement":null},{"id":"W2365757660","doi":"","title":"VOD System is Designed Based on HFC Net","year":2005,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Key (lock); Simple (philosophy); Video on demand; Service (business); Net (polyhedron); Software; Multimedia; Telecommunications; Computer network; Operating system","score_opus":0.01707495066755949,"score_gpt":0.29783722072028207,"score_spread":0.2807622700527226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2365757660","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001297212,0.00013394072,0.8712807,0.04502469,0.00003189737,0.0015230982,0.000012274669,0.0011951376,0.079501],"genre_scores_gemma":[0.7216157,0.000014251543,0.2733299,0.0035119355,0.0002745515,0.0005775863,0.000017948734,0.000013897772,0.00064424286],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991073,0.000099990895,0.00019121563,0.00023891739,0.00014295208,0.0002196411],"domain_scores_gemma":[0.9990469,0.00015021651,0.00007759087,0.00055291806,0.00008163245,0.00009070193],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022907242,0.000095269075,0.000110389046,0.00012555155,0.0005327444,0.00005702412,0.0007151682,0.00012917758,0.00012112381],"category_scores_gemma":[0.0000014084372,0.00010113435,0.00005557037,0.000343649,0.0001400873,0.000049680642,0.000054224947,0.00012879785,0.0012935156],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006653514,0.0003905228,0.00027742045,0.000020816526,0.00001950086,4.128061e-7,0.0032459204,0.00014257955,0.001994759,0.21210597,0.04170031,0.74009514],"study_design_scores_gemma":[0.00022980683,0.000009455417,0.00017518822,0.000011186641,0.000006011959,6.124579e-7,0.00015229915,0.009057418,0.0014001152,0.00010740587,0.9887413,0.000109209665],"about_ca_topic_score_codex":0.00011294917,"about_ca_topic_score_gemma":0.00015233262,"teacher_disagreement_score":0.947041,"about_ca_system_score_codex":0.00015952632,"about_ca_system_score_gemma":0.00009338103,"threshold_uncertainty_score":0.9994841},"labels":[],"label_agreement":null},{"id":"W2366415253","doi":"","title":"Multimedia Editing Performance Based on Directshow","year":2004,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Key (lock); Interface (matter); Set (abstract data type); Architecture; Video editing; Multimedia; Programming language; Operating system","score_opus":0.01628765475256597,"score_gpt":0.289333205774501,"score_spread":0.273045551021935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2366415253","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045422167,0.00014820058,0.74317116,0.051409513,0.00023371195,0.0032271438,0.000023725439,0.002760714,0.15360366],"genre_scores_gemma":[0.73156464,0.00003364583,0.26631072,0.001127064,0.0003319762,0.00045289545,0.000027025615,0.000011917558,0.00014009223],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920624,0.000040732153,0.00015000999,0.00021393885,0.00015105019,0.00023804039],"domain_scores_gemma":[0.999263,0.00013021179,0.00006880611,0.0003750975,0.00007636741,0.0000865199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020944249,0.000090261216,0.00009143034,0.0001231955,0.00065066153,0.00004109662,0.00055480207,0.00010195247,0.00006611126],"category_scores_gemma":[0.0000059076383,0.00009659009,0.000042068532,0.00035761608,0.00022340118,0.00006703149,0.00005386315,0.00018821564,0.00046688571],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037390846,0.00040158932,0.001522367,0.00001190683,0.0000094465095,5.410269e-7,0.0031809134,0.0009455928,0.001253023,0.029489238,0.0012857933,0.9618958],"study_design_scores_gemma":[0.0004607841,0.00001661853,0.0015891684,0.000020778982,0.000004508355,5.4371634e-7,0.00013932025,0.0047276015,0.0027512456,0.00052542717,0.9896238,0.00014024455],"about_ca_topic_score_codex":0.00014367685,"about_ca_topic_score_gemma":0.00015226241,"teacher_disagreement_score":0.988338,"about_ca_system_score_codex":0.000120864104,"about_ca_system_score_gemma":0.00011231601,"threshold_uncertainty_score":0.6001027},"labels":[],"label_agreement":null},{"id":"W2372949826","doi":"","title":"Building a samba server","year":2001,"lang":"en","type":"article","venue":"Journal of Anqing Teachers College","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Operating system; AppleShare; Windows Server; Computer science; Internet Authentication Service; Microsoft Windows; Group Policy; Server farm; Wallpaper; File server; Windows Vista; Personal computer; Application server; Client–server model; Server; Software","score_opus":0.042201597135714794,"score_gpt":0.3532295540377151,"score_spread":0.3110279569020003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2372949826","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9603924,0.00039348562,0.00062098587,0.015751725,0.0003599452,0.000082133054,5.980363e-7,0.00006334386,0.022335373],"genre_scores_gemma":[0.98124313,0.0003549184,0.016597232,0.00023087315,0.0002063285,9.762934e-7,1.0732146e-7,0.00000750104,0.0013589289],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99893534,0.00022759929,0.00028431203,0.000064160085,0.00029034694,0.0001982598],"domain_scores_gemma":[0.99912804,0.00017002197,0.0002775813,0.00017262051,0.00014042438,0.00011132769],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016108064,0.000061866136,0.0001601875,0.00019210066,0.00030881265,0.000027379225,0.00055764616,0.00012382447,0.0002487101],"category_scores_gemma":[0.0006863499,0.000057894173,0.00009870634,0.0004062592,0.0001455444,0.00022054603,0.000049064223,0.0003840166,0.000011272267],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027619096,0.0008722002,0.12363185,0.000015331609,0.0004056739,0.0005014022,0.087077975,0.00007700368,0.0077469656,0.5255559,0.079164945,0.17467453],"study_design_scores_gemma":[0.0006721158,0.00006117454,0.0040502087,0.000049751783,0.000021079051,0.00006589114,0.009701073,0.00009509734,0.00011144561,0.004213915,0.9808423,0.00011597737],"about_ca_topic_score_codex":0.00020172048,"about_ca_topic_score_gemma":0.00034960895,"teacher_disagreement_score":0.9016773,"about_ca_system_score_codex":0.0001712396,"about_ca_system_score_gemma":0.00019315419,"threshold_uncertainty_score":0.27232012},"labels":[],"label_agreement":null},{"id":"W2373769487","doi":"","title":"Design and Implementation of Broadband Media Gateway","year":2005,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Residential gateway; Default gateway; Gateway (web page); Software; Network architecture; Computer network; Broadband; Architecture; Broadband networks; Interface (matter); Embedded system; Key (lock); Computer architecture; Function (biology); Layer (electronics); Operating system; Telecommunications; World Wide Web","score_opus":0.022367205826230266,"score_gpt":0.33617332762483887,"score_spread":0.3138061217986086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2373769487","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032748014,0.00054534804,0.95432675,0.009051966,0.0000112308235,0.0012353982,0.0000068222744,0.00016979554,0.0019046968],"genre_scores_gemma":[0.5270086,0.00035330962,0.4721725,0.00015268501,0.0000715533,0.00018126277,0.000011644674,0.000004886635,0.000043598877],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994931,0.00006479512,0.00015766922,0.00011038474,0.00006910472,0.000104913845],"domain_scores_gemma":[0.99951833,0.00015059017,0.00007197292,0.00015560379,0.000059715116,0.000043756907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022124723,0.00004593679,0.000071223294,0.00007256145,0.0001782707,0.000016423464,0.00022032607,0.000051780487,0.00011657576],"category_scores_gemma":[9.5071823e-7,0.000049392234,0.000014215512,0.00015775823,0.0001816856,0.00006617771,0.000052082778,0.0000499579,0.000027019696],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001048567,0.000040297662,0.0006744805,0.0000032754397,0.000007923269,2.0791003e-8,0.010063492,0.0000064588535,0.005076084,0.034542322,0.001093134,0.94849145],"study_design_scores_gemma":[0.00032512157,0.0000073392785,0.0023766577,0.0000029286193,0.000008896639,0.0000014371321,0.001066736,0.00022295625,0.010262175,0.0018717167,0.9837731,0.000080929436],"about_ca_topic_score_codex":0.00020543649,"about_ca_topic_score_gemma":0.0005361242,"teacher_disagreement_score":0.98267996,"about_ca_system_score_codex":0.000023098117,"about_ca_system_score_gemma":0.000048399725,"threshold_uncertainty_score":0.20141569},"labels":[],"label_agreement":null},{"id":"W237421","doi":"10.1007/978-3-642-31374-5_6","title":"A Streaming Digital Ink Framework for Multi-party Collaboration","year":2012,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Whiteboard; Multimedia; Inkwell; Domain (mathematical analysis); Channel (broadcasting); Human–computer interaction; World Wide Web; Speech recognition; Computer network","score_opus":0.04750518513662457,"score_gpt":0.3445323348663854,"score_spread":0.29702714972976085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W237421","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010510268,0.0004859182,0.9923605,0.0020020173,0.0010223277,0.00067493605,0.00002229935,0.0001571888,0.0031697103],"genre_scores_gemma":[0.3821524,0.00013084365,0.6161139,0.00044834433,0.00062462274,0.000036815833,0.000024896442,0.000025159361,0.00044299598],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99834764,0.000028276061,0.00028402198,0.00046534583,0.00041379832,0.00046094673],"domain_scores_gemma":[0.9977791,0.0009659063,0.00023247823,0.0006091643,0.000287658,0.00012575078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065941643,0.00021373724,0.00026335233,0.00035172483,0.00055311376,0.00035033782,0.0012227974,0.0006021717,0.000053325715],"category_scores_gemma":[0.001126935,0.00021084813,0.00006499636,0.00040428987,0.0013469629,0.0004460311,0.00030395645,0.00052395137,0.00003052423],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040539703,0.000032946406,0.00024724536,0.0000088519155,0.0000056176154,7.9817045e-7,0.0057323063,0.00008757906,0.0000118143425,0.19799957,0.000012646021,0.7958566],"study_design_scores_gemma":[0.0007160491,0.00014987595,0.0002363781,0.0005278358,0.000027874688,0.0000041315457,0.000051327494,0.075059205,0.00042946482,0.71109223,0.2104622,0.0012434232],"about_ca_topic_score_codex":0.000042451455,"about_ca_topic_score_gemma":0.0012800146,"teacher_disagreement_score":0.7946132,"about_ca_system_score_codex":0.0002932274,"about_ca_system_score_gemma":0.0005618057,"threshold_uncertainty_score":0.8598137},"labels":[],"label_agreement":null},{"id":"W237899719","doi":"10.1108/qrde-12-2001-0007","title":"Why choose interactive instructional television?","year":2001,"lang":"en","type":"article","venue":"Quarterly review of distance education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Brandon University","funders":"","keywords":"Interactive television; Multimedia; Computer science; Educational television; Instructional design; Psychology; Interactive video; Mathematics education","score_opus":0.01592641523822285,"score_gpt":0.36173013790478675,"score_spread":0.3458037226665639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W237899719","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12599598,0.22559828,0.011978252,0.20424144,0.007597637,0.004196739,0.00003613687,0.00060438045,0.41975117],"genre_scores_gemma":[0.906077,0.08454235,0.0045330436,0.003305719,0.0002846512,0.00018673395,0.00007114064,0.000011663587,0.0009876523],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990538,0.00018989758,0.00030143638,0.00013694985,0.00020586043,0.00011205165],"domain_scores_gemma":[0.9989439,0.000091832895,0.00026045582,0.00034446965,0.00030311992,0.00005620606],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00031147484,0.00006943287,0.00015897577,0.000069459624,0.00013785904,0.000014038839,0.00031368036,0.00004945623,0.0012581521],"category_scores_gemma":[0.0001882739,0.00006800006,0.000060659437,0.00041688976,0.00019594941,0.00027747705,0.000007487265,0.00011457103,0.000054784923],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046888235,0.00016989835,0.0009130602,0.00016333358,0.0000059657677,6.633069e-8,0.0018241737,9.0105186e-9,0.000012216735,0.063717246,0.01083514,0.9223542],"study_design_scores_gemma":[0.000067661524,0.00003055439,0.0030814514,0.0013588532,0.000009602547,0.0000021008861,0.0038907772,0.0000032062521,0.0000043083496,0.003700715,0.98777807,0.000072705785],"about_ca_topic_score_codex":0.00029629958,"about_ca_topic_score_gemma":0.00041417012,"teacher_disagreement_score":0.9769429,"about_ca_system_score_codex":0.0001062522,"about_ca_system_score_gemma":0.00030411407,"threshold_uncertainty_score":0.9996548},"labels":[],"label_agreement":null},{"id":"W2379715148","doi":"","title":"The Key Technical Problems and Solution of Integration of three Networks","year":2004,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Key (lock); Telecommunications; Broadband; Process (computing); The Internet; System integration; Telecommunications network; Computer security; World Wide Web","score_opus":0.02515441147093577,"score_gpt":0.28587223533188233,"score_spread":0.26071782386094655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2379715148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047504907,0.00043657326,0.98759514,0.0049195276,0.000009239079,0.0006652576,0.00000150877,0.00006553013,0.0015567609],"genre_scores_gemma":[0.90501237,0.00047022928,0.094256155,0.000025018544,0.0000298079,0.00018065108,0.000006227337,0.0000035138346,0.000016016456],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99950534,0.000030660533,0.00020559883,0.00009227903,0.00007132139,0.000094783005],"domain_scores_gemma":[0.99940014,0.00011151639,0.00012378344,0.00023433412,0.00010705559,0.000023171442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028878485,0.000043219334,0.00007443941,0.000037938167,0.00031177312,0.000014111344,0.0003290628,0.00009094574,0.0000020430791],"category_scores_gemma":[0.0000044416397,0.000034406406,0.000025639429,0.00023943576,0.00060176064,0.000038387112,0.00008758884,0.000105293475,0.0000019519698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019428167,0.00007689019,0.00023266448,0.0000042750867,0.000007293645,8.790039e-9,0.0012294237,0.00009905761,0.01258025,0.6620764,0.000075034186,0.32361677],"study_design_scores_gemma":[0.00094681,0.00009379432,0.017768152,0.0000918269,0.00004172765,0.0000058878986,0.00057603006,0.0055030063,0.0058005815,0.18305707,0.7858443,0.00027078888],"about_ca_topic_score_codex":0.00048703593,"about_ca_topic_score_gemma":0.004464991,"teacher_disagreement_score":0.9002619,"about_ca_system_score_codex":0.000029952613,"about_ca_system_score_gemma":0.000039851744,"threshold_uncertainty_score":0.24915697},"labels":[],"label_agreement":null},{"id":"W2381238779","doi":"","title":"An Introduction to Hypermedia Design Patterns","year":2001,"lang":"en","type":"article","venue":"Jisuanji yingyong yanjiu","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Hypermedia; Computer science; Human–computer interaction; World Wide Web; Multimedia","score_opus":0.06177764907106797,"score_gpt":0.37282372965090765,"score_spread":0.3110460805798397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2381238779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8859773,0.000055446217,0.04128111,0.062200893,0.0014397788,0.0007621005,0.0000036672711,0.0011569135,0.007122756],"genre_scores_gemma":[0.989637,0.00016314434,0.0069977576,0.00075537304,0.0012936757,0.00005323294,0.000014914195,0.000020390107,0.0010644711],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99840826,0.00035544555,0.00021079234,0.00032929,0.00029470975,0.00040148734],"domain_scores_gemma":[0.9987108,0.00013760303,0.0000698061,0.00070866366,0.00012107404,0.00025203504],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009054466,0.000117807445,0.00015224142,0.00022671396,0.0004964981,0.000087055094,0.0006887964,0.0001769296,0.0012073793],"category_scores_gemma":[0.00057568407,0.00012450619,0.000040354487,0.0005251087,0.00015191833,0.00026626026,0.000066898065,0.00021177113,0.0004532992],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015264304,0.0009827536,0.17480189,0.000015015271,0.00006736121,0.000041772186,0.05194028,0.00032937768,0.021140307,0.08996927,0.03470727,0.62585205],"study_design_scores_gemma":[0.0004058454,0.00018117654,0.029075606,0.000012917217,0.000019813408,0.000010847655,0.006792385,0.0011433746,0.0015849833,0.0015646999,0.95878345,0.00042489558],"about_ca_topic_score_codex":0.00094629085,"about_ca_topic_score_gemma":0.0020653557,"teacher_disagreement_score":0.9240762,"about_ca_system_score_codex":0.00013036282,"about_ca_system_score_gemma":0.000084456595,"threshold_uncertainty_score":0.9997057},"labels":[],"label_agreement":null},{"id":"W2382473880","doi":"","title":"Study of XML Data Storage and Transportation Technology Based on DMB EPG","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Computer science; XML; Encoding (memory); Digital multimedia broadcasting; Database; Scheme (mathematics); Broadcasting (networking); Process (computing); Computer network; Operating system; Telecommunications; Digital audio broadcasting","score_opus":0.07496038433483525,"score_gpt":0.3877171777209387,"score_spread":0.31275679338610346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2382473880","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.979105,0.00002633558,0.0019454968,0.0026292803,0.000044633118,0.00032113466,0.000006296826,0.0001679884,0.015753843],"genre_scores_gemma":[0.9974508,0.00001765574,0.0023510647,0.00006610017,0.000005993387,0.0000036938127,0.000014087923,0.0000030290366,0.00008751972],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99942756,0.000041369884,0.00014914513,0.00014107897,0.00013925528,0.00010158254],"domain_scores_gemma":[0.99913025,0.00014747266,0.000059949834,0.00059603463,0.000038755315,0.000027565435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007226513,0.000041207684,0.00008569089,0.00021075392,0.00011079546,0.000004020969,0.00046674945,0.000106608044,0.000104762854],"category_scores_gemma":[0.00013969111,0.00003821492,0.000005896176,0.00033857103,0.00022147273,0.00005251571,0.000023621164,0.00009724716,0.000003546203],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011205958,0.0031035547,0.2856976,0.000014895015,0.000044768032,0.000020549342,0.022804737,0.000016840097,0.0010302438,0.28127277,0.0006919864,0.40518996],"study_design_scores_gemma":[0.0068706037,0.0018926291,0.46250278,0.000044584427,0.00010675811,8.393038e-7,0.35882849,0.0056650667,0.0030798023,0.0044394704,0.15588698,0.0006819961],"about_ca_topic_score_codex":0.0011173215,"about_ca_topic_score_gemma":0.03955401,"teacher_disagreement_score":0.40450796,"about_ca_system_score_codex":0.000011566122,"about_ca_system_score_gemma":0.000030602805,"threshold_uncertainty_score":0.9779716},"labels":[],"label_agreement":null},{"id":"W2384497200","doi":"","title":"A DVB Implementation on IP Setbox","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Implementation; Digital Video Broadcasting; Key (lock); Computer network; Emphasis (telecommunications); Computer architecture; Telecommunications; Operating system; Software engineering","score_opus":0.020921950891162507,"score_gpt":0.4112179947077662,"score_spread":0.3902960438166037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2384497200","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03154533,0.000114276554,0.8571382,0.019147845,0.00007093635,0.0023058217,0.000017711885,0.00097453396,0.08868534],"genre_scores_gemma":[0.8267238,0.00006164547,0.16935077,0.0023970248,0.00034191454,0.00038220445,0.00008293867,0.000015714642,0.0006439769],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992578,0.000041664032,0.00018182163,0.0001712917,0.00012094213,0.00022649698],"domain_scores_gemma":[0.99935204,0.00014108425,0.00006924206,0.000295404,0.000067538414,0.000074693155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043984034,0.000065877415,0.000065475004,0.0001321908,0.0004817714,0.000034526667,0.00041474294,0.00007913642,0.00021497328],"category_scores_gemma":[0.0000013012558,0.00007248427,0.000035259585,0.00033643158,0.00012029295,0.000049255254,0.000058749876,0.000116998024,0.00048954034],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019021937,0.000077521225,0.00055670505,0.0000013535295,0.000008177454,2.1017136e-7,0.0022223291,6.9503756e-7,0.0010959812,0.22279723,0.0045368667,0.768701],"study_design_scores_gemma":[0.00017289953,0.000010068248,0.003899201,0.0000018176152,0.000004133009,6.640538e-7,0.00084386225,0.000010636199,0.0017968897,0.002280305,0.99090064,0.00007889972],"about_ca_topic_score_codex":0.0003228414,"about_ca_topic_score_gemma":0.0016706637,"teacher_disagreement_score":0.98636377,"about_ca_system_score_codex":0.00009121744,"about_ca_system_score_gemma":0.00004805143,"threshold_uncertainty_score":0.62922144},"labels":[],"label_agreement":null},{"id":"W2384596775","doi":"","title":"Performance Analysis of Time-shifting System Based-on Hybrid Network","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Broadcasting (networking); Real-time computing; Queueing theory; Synchronization (alternating current); Service (business); Time synchronization; Response time; Queuing delay; Computer network; Distributed computing; Operating system","score_opus":0.009909040439701526,"score_gpt":0.26930021857255537,"score_spread":0.25939117813285384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2384596775","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14037594,0.00017371685,0.7288303,0.0060276375,0.000040674593,0.0018284936,0.00003059474,0.0012760885,0.121416554],"genre_scores_gemma":[0.9405358,0.000015929347,0.058841757,0.00032898167,0.00008684605,0.000063791995,0.00004101266,0.0000042754655,0.000081638624],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917865,0.000078487086,0.00024200651,0.00017855116,0.00013202349,0.00019028598],"domain_scores_gemma":[0.9990978,0.00014733993,0.00014971753,0.0004650613,0.00008955731,0.000050485476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036020263,0.00007517315,0.00018922614,0.00022625724,0.0003947822,0.000021224952,0.00055850344,0.000058217785,0.00004264876],"category_scores_gemma":[0.0000016109975,0.00007959543,0.00009219545,0.0012836896,0.00009729935,0.000036798483,0.00003276823,0.00009914813,0.000087274886],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009297427,0.00030982855,0.010063952,0.000021022788,0.00017871399,3.9363826e-7,0.0009512888,0.033563334,0.0006568762,0.03546761,0.0030302582,0.9157474],"study_design_scores_gemma":[0.0002103928,0.000041046882,0.016532369,0.00003947914,0.00020987814,4.8847147e-7,0.00009383442,0.66160274,0.00060571806,0.000114500275,0.32033736,0.00021218808],"about_ca_topic_score_codex":0.000042348474,"about_ca_topic_score_gemma":0.000017086471,"teacher_disagreement_score":0.9155352,"about_ca_system_score_codex":0.00006449777,"about_ca_system_score_gemma":0.000044965807,"threshold_uncertainty_score":0.32458076},"labels":[],"label_agreement":null},{"id":"W2386248382","doi":"","title":"The Design and Implementation of Interactive TV over IPTV","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"IPTV; Interactive television; Computer science; Digital television; Interactive media; Merge (version control); Network packet; Multimedia; Synchronizing; Interactive video; Digital Video Broadcasting; Internet television; Multiplexing; Computer network; Telecommunications","score_opus":0.025455685059133107,"score_gpt":0.3560598326796189,"score_spread":0.3306041476204858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2386248382","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07685168,0.000425089,0.91065687,0.0071657044,0.000027042126,0.0019918412,0.0000065732283,0.00014198021,0.002733196],"genre_scores_gemma":[0.8911942,0.00087087136,0.10725349,0.0001461965,0.00003941389,0.00034988212,0.000005249194,0.000004959209,0.00013572643],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995455,0.00008850325,0.00012837433,0.00008765314,0.00006143064,0.0000885422],"domain_scores_gemma":[0.99932677,0.00033317576,0.000083175015,0.00016520973,0.00006700736,0.00002469404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017274519,0.00003857673,0.000051550935,0.000036023324,0.0006149375,0.000014542129,0.00024986741,0.00003262602,0.00003446951],"category_scores_gemma":[0.0000016095802,0.000032303855,0.000017118024,0.00013924706,0.00034307086,0.000056541077,0.00007152437,0.00006155713,0.000010239051],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006705347,0.00008060167,0.004069207,0.0000033430601,0.000040786315,1.6898248e-7,0.026733575,0.000003213742,0.004841679,0.13104041,0.008745939,0.8244344],"study_design_scores_gemma":[0.00020848277,0.000011106902,0.0135679245,0.0000018732165,0.0000052172286,0.0000024877568,0.0018203949,0.00015931448,0.003058372,0.0025326435,0.9785753,0.000056888137],"about_ca_topic_score_codex":0.00058337854,"about_ca_topic_score_gemma":0.00029383882,"teacher_disagreement_score":0.9698294,"about_ca_system_score_codex":0.000023800705,"about_ca_system_score_gemma":0.00005526844,"threshold_uncertainty_score":0.47296643},"labels":[],"label_agreement":null},{"id":"W2387538274","doi":"","title":"The Application of XML Language to Streaming Media Service","year":2004,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Real Time Streaming Protocol; XML; Service (business); World Wide Web; Multimedia; Process (computing); Streaming XML; The Internet; Operating system","score_opus":0.011481152468875778,"score_gpt":0.31201961632853087,"score_spread":0.3005384638596551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2387538274","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03387638,0.0003878186,0.9049081,0.053740628,0.00003120349,0.001866209,0.00001815708,0.00034925595,0.004822244],"genre_scores_gemma":[0.87476766,0.00007653384,0.123248994,0.0008793869,0.00013636482,0.0007875165,0.000028096705,0.000010968597,0.00006447392],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993372,0.000036097124,0.00018579303,0.00015227226,0.00012770743,0.00016093043],"domain_scores_gemma":[0.9989695,0.00020275528,0.0000835662,0.0005149772,0.0001428224,0.00008638134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023708696,0.00006182583,0.000074558666,0.000062516665,0.00048553004,0.000027924556,0.00085769454,0.00005500402,0.000006371669],"category_scores_gemma":[0.0000075387925,0.000054699405,0.000028037084,0.0005989339,0.00013084746,0.000037243866,0.00013249074,0.00008951878,0.0001702639],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028166146,0.00008671816,0.00016948159,0.0000065337604,0.000009824065,8.381853e-8,0.01946374,0.000113485214,0.009415128,0.3862093,0.00019363554,0.58432925],"study_design_scores_gemma":[0.00015030795,0.0000035014132,0.0020536352,0.0000075166186,0.000006526531,3.8630856e-7,0.0024409322,0.000078843965,0.0023340383,0.0061013224,0.98673755,0.000085445856],"about_ca_topic_score_codex":0.0016185889,"about_ca_topic_score_gemma":0.007728724,"teacher_disagreement_score":0.9865439,"about_ca_system_score_codex":0.00006183288,"about_ca_system_score_gemma":0.00009778307,"threshold_uncertainty_score":0.4312809},"labels":[],"label_agreement":null},{"id":"W2391131587","doi":"","title":"Simulation of Set-Top Box in Time-Shifted TV based on HFC","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Set (abstract data type); Digital television; Service (business); Embedded system; Scale (ratio); Real-time computing; Operating system; Computer hardware","score_opus":0.028651992816470434,"score_gpt":0.3196089983421782,"score_spread":0.2909570055257078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2391131587","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3083736,0.00011500833,0.6528806,0.009987375,0.000039360777,0.0034674294,0.000041625575,0.0007849498,0.024310077],"genre_scores_gemma":[0.94816124,0.000014586867,0.05104596,0.0003475144,0.00003794903,0.00014819784,0.000043946926,0.000008172703,0.00019241155],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991654,0.000107757536,0.00024067631,0.00017952523,0.00015618159,0.00015046868],"domain_scores_gemma":[0.99897486,0.00041135578,0.000099226505,0.00038562494,0.00008404641,0.00004488601],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002075086,0.00007430647,0.0001273385,0.00022566196,0.00021623394,0.00000960506,0.0005077948,0.00012524906,0.0001377321],"category_scores_gemma":[0.000009338021,0.00008343942,0.00004167148,0.00060920283,0.00022510925,0.000045088058,0.00005248451,0.00013147158,0.00017708857],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014010325,0.0063338364,0.118899085,0.00010116008,0.00008751321,0.000008704854,0.045136906,0.15700959,0.015906712,0.078660615,0.0112847695,0.566431],"study_design_scores_gemma":[0.0009855704,0.00003666237,0.016620075,0.00002786194,0.0000069806024,5.8215585e-7,0.0001046872,0.2197329,0.0021110834,0.0013921047,0.75873184,0.00024964171],"about_ca_topic_score_codex":0.00025409603,"about_ca_topic_score_gemma":0.00009034723,"teacher_disagreement_score":0.7474471,"about_ca_system_score_codex":0.0000644709,"about_ca_system_score_gemma":0.000094101015,"threshold_uncertainty_score":0.3402561},"labels":[],"label_agreement":null},{"id":"W2391361513","doi":"","title":"A Dynamic Growth Simulation Model of Flowers and Blossoming","year":2010,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Entertainment; Bézier curve; Growth model; Dynamic factor; Dynamic simulation; Computer graphics (images); Simulation; Geometry; Mathematics; Art; Visual arts; Mathematical economics","score_opus":0.012631994103724033,"score_gpt":0.31302058135312044,"score_spread":0.30038858724939643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2391361513","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27429,0.0000356167,0.7198388,0.0022741181,0.000015792628,0.0005501595,0.0000081684875,0.00015624907,0.0028310975],"genre_scores_gemma":[0.75065684,0.000027042439,0.24913305,0.000054909284,0.0000125661845,0.000052875625,0.000005041772,0.000004286532,0.000053397776],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955475,0.000018094976,0.00013627918,0.00012697614,0.00006421853,0.000099677054],"domain_scores_gemma":[0.99946594,0.000118091615,0.00006684173,0.00020544905,0.00009983435,0.000043825723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014677175,0.000049487142,0.00007461638,0.000086259,0.00023233594,0.000017598897,0.00026322753,0.00009499575,0.000013036689],"category_scores_gemma":[0.000005356215,0.000055223845,0.000022312639,0.00015519274,0.00026911232,0.000062241954,0.000075259886,0.00013193706,0.00000767875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046923988,0.00022308507,0.0017365011,0.000025788322,0.000026072606,7.4400894e-8,0.011619771,0.0019321977,0.22744724,0.37420923,0.00011043799,0.38266492],"study_design_scores_gemma":[0.0002898799,0.0000054630996,0.0007794277,0.0000050860344,0.00001410142,6.8041874e-7,0.00021805354,0.90106815,0.0011752201,0.02144687,0.07485127,0.00014580022],"about_ca_topic_score_codex":0.000104127765,"about_ca_topic_score_gemma":0.00045448812,"teacher_disagreement_score":0.89913595,"about_ca_system_score_codex":0.000012423367,"about_ca_system_score_gemma":0.00004364157,"threshold_uncertainty_score":0.2251963},"labels":[],"label_agreement":null},{"id":"W2393900881","doi":"","title":"Automatic Configure and Maintenance for IPTV Set-top Box Based on Network","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"IPTV; Computer science; Set (abstract data type); Computer network; Process (computing); Access network; Operating system","score_opus":0.01840786592759224,"score_gpt":0.3032005806012528,"score_spread":0.2847927146736606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2393900881","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038782153,0.0002612972,0.022209063,0.09086601,0.00043280362,0.0016217676,0.000013751483,0.0012694555,0.8445437],"genre_scores_gemma":[0.98012215,0.000016942913,0.014114734,0.0014596072,0.00007837672,0.000053960954,0.0000089728455,0.000005238986,0.004140016],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99944794,0.0000589892,0.0001048755,0.00010518581,0.00008254682,0.00020047984],"domain_scores_gemma":[0.99929726,0.00038143733,0.000045397577,0.0002024573,0.000039407976,0.00003401866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033457146,0.000052999992,0.00008860105,0.000028638355,0.00027317042,0.000026316786,0.00017461498,0.00009647125,0.00040434184],"category_scores_gemma":[0.00013697537,0.000044941615,0.00002306951,0.00011206466,0.00020382047,0.000025890036,0.00001400956,0.00006314981,0.00001771187],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006551129,0.000035695666,0.0023101096,0.000008085674,0.0000034212133,4.3082272e-7,0.00023728251,0.000037908965,0.000015856487,0.89597166,0.0780012,0.023371784],"study_design_scores_gemma":[0.0007348663,0.000048687005,0.004061652,0.000028302598,0.0000070697474,2.6693084e-7,0.00061534886,0.10365628,0.00007762999,0.020379815,0.8702486,0.00014146899],"about_ca_topic_score_codex":0.0007167234,"about_ca_topic_score_gemma":0.0026361984,"teacher_disagreement_score":0.94133997,"about_ca_system_score_codex":0.00002264227,"about_ca_system_score_gemma":0.000058460155,"threshold_uncertainty_score":0.442726},"labels":[],"label_agreement":null},{"id":"W2403840400","doi":"","title":"FOCUS-PLUS-CONTEXT DISPLAYS FOR AUDIO INTERACTION","year":2007,"lang":"en","type":"article","venue":"The Journal of the Abraham Lincoln Association","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Focus (optics); Computer science; Context (archaeology); Metaphor; Human–computer interaction; Domain (mathematical analysis); Mathematics; Linguistics","score_opus":0.02575357058348681,"score_gpt":0.35227687095091526,"score_spread":0.32652330036742844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2403840400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7148599,0.0006776674,0.020359486,0.22712289,0.0071945987,0.001683941,0.0000115142675,0.00011736991,0.027972605],"genre_scores_gemma":[0.9955683,0.0001813417,0.00041241312,0.00050097745,0.0006419205,0.000004188695,6.6056225e-7,0.000008203148,0.002682041],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984722,0.00041735114,0.00043185984,0.000050068185,0.00041321272,0.00021530698],"domain_scores_gemma":[0.9954381,0.0023597232,0.0014712106,0.0002316754,0.00045408498,0.000045231292],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008367254,0.00006764757,0.00014920262,0.00008062481,0.0007834557,0.000041006046,0.00081625517,0.0001596713,0.000036763908],"category_scores_gemma":[0.0037822658,0.00004153081,0.00016974033,0.00026529355,0.00009010173,0.00023035113,0.000068000816,0.00039826383,0.00001579545],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016969367,0.0007098151,0.05499833,0.000025773965,0.0009563816,0.0000016693936,0.14213955,0.00035050017,0.010611499,0.1107553,0.16235355,0.5154007],"study_design_scores_gemma":[0.0022330517,0.00017108585,0.041743666,0.00009806284,0.00026379473,0.000011271536,0.025085324,0.0008623636,0.0065647787,0.026903782,0.8958389,0.00022389814],"about_ca_topic_score_codex":0.00039348294,"about_ca_topic_score_gemma":0.009105528,"teacher_disagreement_score":0.73348534,"about_ca_system_score_codex":0.0011510696,"about_ca_system_score_gemma":0.00017521522,"threshold_uncertainty_score":0.6025787},"labels":[],"label_agreement":null},{"id":"W2405547310","doi":"","title":"VertNUI: Evaluierung einer touchbasierten vertikalen Benutzungsoberfläche","year":2013,"lang":"de","type":"article","venue":"Ingénierie des systèmes d information","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Art","score_opus":0.021039036588500086,"score_gpt":0.2668784794672441,"score_spread":0.24583944287874399,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2405547310","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46823856,0.014571291,0.0052481187,0.021011699,0.010242656,0.0073407064,0.0001576847,0.0027721995,0.47041708],"genre_scores_gemma":[0.99166834,0.0028694556,0.0019310224,0.0012453268,0.00039334135,0.0003545809,0.0002473134,0.00003149754,0.0012591145],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99647474,0.0004164014,0.0011950731,0.00026606792,0.00075458136,0.0008931365],"domain_scores_gemma":[0.9968834,0.00030143524,0.00064748625,0.00097169465,0.0008759095,0.0003201015],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00096025364,0.00039511293,0.00047078595,0.00046739765,0.00117729,0.0006588544,0.0012576787,0.00071801076,0.0034770898],"category_scores_gemma":[0.001509725,0.00039673346,0.00019244164,0.0010310634,0.0010729997,0.0049279244,0.0002668494,0.0005680784,0.015037344],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004419619,0.00016565138,0.006053517,0.00038870817,0.0003703571,0.0000022208267,0.09377373,0.000045623896,0.0005085585,0.028968725,0.060305133,0.80937356],"study_design_scores_gemma":[0.0017098481,0.00021070169,0.022233259,0.00045982545,0.00022732274,0.00000905342,0.017337125,0.023761153,0.00095642614,0.013096834,0.9188046,0.0011938678],"about_ca_topic_score_codex":0.005295569,"about_ca_topic_score_gemma":0.00020718598,"teacher_disagreement_score":0.85849947,"about_ca_system_score_codex":0.00079828,"about_ca_system_score_gemma":0.00038100214,"threshold_uncertainty_score":0.9998484},"labels":[],"label_agreement":null},{"id":"W2407749005","doi":"10.3233/978-1-61499-512-8-919","title":"A Cloud Based Real-Time Collaborative Platform for eHealth","year":2015,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"eHealth; Cloud computing; Computer science; Government (linguistics); Health care; Electronic health record; Architecture; Collaborative software; World Wide Web; Multimedia; Operating system","score_opus":0.11737545044679923,"score_gpt":0.4450048476138979,"score_spread":0.3276293971670987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2407749005","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36790666,0.025264326,0.0039042186,0.48109436,0.0038207935,0.013967344,0.0002075304,0.0041982993,0.09963644],"genre_scores_gemma":[0.7906243,0.04067909,0.16191371,0.0049450425,0.00012740781,0.0011301984,0.000032662483,0.000027811522,0.0005197483],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986113,0.00007958031,0.00064346835,0.000094015384,0.0001342888,0.00043736323],"domain_scores_gemma":[0.99841815,0.00051859545,0.0003383987,0.00027484793,0.00034023233,0.00010976079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023303544,0.00011114368,0.00037603953,0.0005296853,0.00062427664,0.000009692328,0.0002912668,0.00029298587,0.00000396812],"category_scores_gemma":[0.002433342,0.00010348266,0.00001545713,0.0010803208,0.0014473067,0.00015558445,0.00013278039,0.00025691252,0.000011736446],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010358891,0.00008239659,0.0034343114,0.00039369514,0.00003705001,6.0761016e-7,0.114453346,0.000011199824,5.111657e-7,0.81881976,0.018164285,0.04449923],"study_design_scores_gemma":[0.002262585,0.00088280987,0.00007316319,0.00015718935,0.000006044074,0.0000018919114,0.32509017,0.004974648,0.000020646676,0.06491407,0.6013973,0.0002195322],"about_ca_topic_score_codex":0.0001635223,"about_ca_topic_score_gemma":0.0015129836,"teacher_disagreement_score":0.7539057,"about_ca_system_score_codex":0.0003446125,"about_ca_system_score_gemma":0.0010111509,"threshold_uncertainty_score":0.5332662},"labels":[],"label_agreement":null},{"id":"W2415573458","doi":"10.1016/s0197-2510(10)70251-5","title":"10.1016/s0197-2510(10)70251-5","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Environmental science","score_opus":0.013943032859032598,"score_gpt":0.24468207172053433,"score_spread":0.23073903886150174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2415573458","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002452624,0.00005620764,5.154496e-7,0.0056922496,0.0000018568427,0.00017580877,0.0000040702753,0.00037934494,0.9934447],"genre_scores_gemma":[0.000731898,0.0000029608216,0.0003940881,0.00007945811,0.00008692965,0.000026148797,0.000008026186,0.000010555304,0.9986599],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990996,0.0001310687,0.00014547571,0.0001603917,0.00018883002,0.00027459188],"domain_scores_gemma":[0.9991974,0.000120315664,0.000031703978,0.0004565561,0.000055503955,0.00013850066],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003246752,0.00008120926,0.00012002502,0.00007956561,0.00030496,0.000037436737,0.00066511857,0.0001323807,0.99920356],"category_scores_gemma":[0.00020707551,0.00008483213,0.000042556767,0.00032934715,0.00019237617,0.000075835385,0.000067082154,0.00012992026,0.9967369],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010617029,0.000036188794,2.122223e-7,6.395525e-7,0.000005216156,6.313031e-7,0.00025473646,0.0000014142641,0.000009651538,0.000084795465,0.2962478,0.7033481],"study_design_scores_gemma":[0.00012724136,0.000031442705,0.000015453146,0.0000046397877,0.000004892452,5.106928e-7,0.000021846256,0.00006750521,0.000022414211,0.00006767292,0.99952775,0.000108641056],"about_ca_topic_score_codex":0.00041345746,"about_ca_topic_score_gemma":0.000025596237,"teacher_disagreement_score":0.7032799,"about_ca_system_score_codex":0.000048746955,"about_ca_system_score_gemma":0.000067722714,"threshold_uncertainty_score":0.34593537},"labels":[],"label_agreement":null},{"id":"W2460776840","doi":"10.1145/2936744.2956677","title":"KineMaster","year":2016,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Computer science; Encoding (memory); Decoding methods; Multimedia; Mobile device; Mobile computing; Human–computer interaction; Embedded system; World Wide Web; Operating system; Telecommunications; Artificial intelligence","score_opus":0.038758731778586644,"score_gpt":0.35283575429748865,"score_spread":0.314077022518902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2460776840","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005979949,0.000007265451,0.0016271367,0.088863574,0.000059188642,0.000029290428,1.1713282e-7,0.00015583925,0.90327764],"genre_scores_gemma":[0.9423376,0.000047985002,0.0013920148,0.00033185034,0.000021786984,0.0000030758993,4.319734e-8,9.4926276e-7,0.05586471],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99981385,0.00002607649,0.000028385546,0.000030224392,0.000041413085,0.000060023507],"domain_scores_gemma":[0.99977535,0.00006493587,0.0000071534087,0.00011734896,0.000014752932,0.000020472626],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009301915,0.000011415219,0.000017266633,0.00001585652,0.000055131484,0.0000033285187,0.00013583974,0.00002717073,0.0067030583],"category_scores_gemma":[0.000107139036,0.000006280687,0.0000075493163,0.00003739645,0.00012010105,0.000032632517,0.000020853426,0.000010847865,0.00087144674],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.3544893e-7,0.000005168676,0.002287958,6.445732e-8,7.506538e-7,7.120478e-8,0.00034490222,5.18438e-10,0.0006289113,0.8058411,0.0046670567,0.18622369],"study_design_scores_gemma":[0.00006196166,0.0000016355372,0.0007067137,9.963995e-7,2.3844325e-7,4.44587e-8,0.00019395626,6.301367e-7,0.00028399125,0.0039415983,0.9947916,0.00001661185],"about_ca_topic_score_codex":0.00013342015,"about_ca_topic_score_gemma":0.000993823,"teacher_disagreement_score":0.9901246,"about_ca_system_score_codex":0.00000804714,"about_ca_system_score_gemma":0.000012558419,"threshold_uncertainty_score":0.9999065},"labels":[],"label_agreement":null},{"id":"W2477045803","doi":"10.4018/978-1-878289-79-7.ch012","title":"Safety and Health in the Virtual Office","year":2001,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canarie","funders":"","keywords":"Software deployment; Last mile (transportation); The Internet; Internet access; Service (business); Telecommunications; Gigabit; Engineering; Mile; Computer security; Computer science; Business; World Wide Web; Geography","score_opus":0.043510592978523124,"score_gpt":0.33231973811310567,"score_spread":0.28880914513458256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2477045803","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000024382873,0.0006219974,0.000016436325,0.012696567,0.00010956779,0.0003532703,0.000024975066,0.00007981587,0.98607296],"genre_scores_gemma":[0.65793175,0.0055642715,0.00049368665,0.023318857,0.00059474993,0.00003617788,0.000025161637,0.000052298703,0.31198308],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989915,0.000116789044,0.00024857838,0.00019171198,0.00021735356,0.00023409439],"domain_scores_gemma":[0.99923503,0.000111023095,0.00014210967,0.00040854505,0.000029471783,0.000073810166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074221817,0.00013367234,0.00022887129,0.0000461402,0.00029986008,0.000035365672,0.00060741184,0.000332685,0.00006887686],"category_scores_gemma":[0.000041974,0.000111533074,0.000042412496,0.000028584423,0.00048561682,0.000017157034,0.000113531605,0.0003760059,0.000061774284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008280054,0.000005054736,0.000017919107,0.0000013562898,0.000005378833,0.0000030805616,0.0011212383,6.080571e-8,3.6926103e-8,0.91420203,0.0014789354,0.08315661],"study_design_scores_gemma":[0.00017117382,0.000030594758,0.00019364452,0.000031360643,0.0000038953917,0.00000546852,0.00051316974,0.0000020687821,3.245117e-8,0.12795506,0.8709953,0.00009824485],"about_ca_topic_score_codex":0.004801975,"about_ca_topic_score_gemma":0.053123523,"teacher_disagreement_score":0.8695164,"about_ca_system_score_codex":0.00022463613,"about_ca_system_score_gemma":0.0003419737,"threshold_uncertainty_score":0.9641545},"labels":[],"label_agreement":null},{"id":"W2481160745","doi":"10.4018/978-1-60566-352-4.ch004","title":"Ambient Video, Slow-Motion, and Convergent Domains of Practice","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scholarship; Context (archaeology); Discipline; Dynamics (music); Set (abstract data type); Sociology; Work (physics); Engineering ethics; Political science; Computer science; Social science; Pedagogy; Engineering; Geography","score_opus":0.02183391065820193,"score_gpt":0.3077494699990536,"score_spread":0.28591555934085167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2481160745","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012909522,0.0006504867,0.000087624634,0.0028021974,0.00026138563,0.00038039434,0.000030953775,0.00011893792,0.99553895],"genre_scores_gemma":[0.84591955,0.0013915326,0.00467669,0.0027269619,0.00028166198,0.00002397212,0.000012085529,0.000036114692,0.14493144],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987076,0.00009294301,0.00034865344,0.0002570143,0.00039022882,0.00020353819],"domain_scores_gemma":[0.99855936,0.00012558937,0.00040798023,0.00050151686,0.0002643361,0.00014120265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038483887,0.00017644488,0.00029609288,0.000065189044,0.00019993374,0.00002642729,0.0003967072,0.000465031,0.00010939453],"category_scores_gemma":[0.00028168736,0.0001878939,0.00008958321,0.00002409104,0.00064906885,0.00004905678,0.00013515788,0.00023725268,0.000056651523],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014341032,0.000020844485,0.000016465032,0.000006074822,0.00004013366,0.0000054759116,0.00061929424,8.100925e-8,0.000010450616,0.9628362,0.0016092828,0.03482134],"study_design_scores_gemma":[0.0002626343,0.000049249833,0.00008146608,0.000044618137,0.000063140884,0.000006691477,0.00023042239,0.000002731404,0.000023336848,0.23390508,0.7651711,0.00015951954],"about_ca_topic_score_codex":0.0010507489,"about_ca_topic_score_gemma":0.0013187604,"teacher_disagreement_score":0.8506075,"about_ca_system_score_codex":0.00018784823,"about_ca_system_score_gemma":0.00019468009,"threshold_uncertainty_score":0.766209},"labels":[],"label_agreement":null},{"id":"W2482174698","doi":"10.4018/978-1-4666-7377-9.ch001","title":"Phaneroscopy for Video Games","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in social networking and online communities book series","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Electronic Arts (Canada)","funders":"","keywords":"Perspective (graphical); Entertainment; Video game; Multimedia; Constant (computer programming); Relation (database); Computer science; Human–computer interaction; Visual arts; Artificial intelligence; Art","score_opus":0.08413875297287991,"score_gpt":0.3815855742214531,"score_spread":0.2974468212485732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2482174698","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007705888,0.21237093,0.000055427794,0.003204246,0.0011352196,0.00067415653,0.00015394489,0.00036116107,0.7819679],"genre_scores_gemma":[0.009162942,0.5964969,0.005058357,0.0013492326,0.0041045677,0.00020514567,0.0008110046,0.00014860125,0.38266328],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985461,0.00018100208,0.00042944096,0.00019424933,0.00024017916,0.0004090273],"domain_scores_gemma":[0.998229,0.0007740663,0.00034160612,0.00036894815,0.00021053063,0.0000758418],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00058932864,0.00031318594,0.000605297,0.00016035174,0.0013334706,0.000073902105,0.0007079716,0.00046951574,0.00009535263],"category_scores_gemma":[0.00007117603,0.0003557063,0.000097575336,0.000062566665,0.0025401555,0.00055230106,0.0003129997,0.00073661795,0.0000029762068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000117361575,0.000037984613,0.0001299307,0.00007434366,0.000039879033,0.0000021317603,0.016450223,0.0000074653913,3.268569e-7,0.8688214,0.007079297,0.10723967],"study_design_scores_gemma":[0.00032073597,0.00006223606,0.0000029219057,0.00025575774,0.000023155411,0.0000010632002,0.010841349,0.000028651313,3.8255752e-7,0.15122695,0.836934,0.0003028158],"about_ca_topic_score_codex":0.0002623343,"about_ca_topic_score_gemma":0.037708793,"teacher_disagreement_score":0.82985467,"about_ca_system_score_codex":0.00014801351,"about_ca_system_score_gemma":0.00021036364,"threshold_uncertainty_score":0.9999667},"labels":[],"label_agreement":null},{"id":"W249360234","doi":"","title":"The End of Broadcast","year":2000,"lang":"en","type":"article","venue":"The McKinsey Quarterly","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"The Internet; Advertising; Guard (computer science); Interactivity; World Wide Web; Digital Millennium Copyright Act; Broadcasting (networking); Computer science; Internet privacy; Multimedia; Business; Computer security; Intellectual property","score_opus":0.017144124432136445,"score_gpt":0.29966411223103967,"score_spread":0.28251998779890325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W249360234","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42198345,0.00080364937,0.000024282488,0.061072826,0.00021497902,0.0002504614,0.0000060604566,0.00015977304,0.5154845],"genre_scores_gemma":[0.99228054,0.0004753783,0.00007218918,0.00016181539,0.000047894282,0.000010329965,8.448633e-7,0.0000039217866,0.006947071],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991628,0.00030931053,0.00013800828,0.00006495325,0.00016534045,0.0001596127],"domain_scores_gemma":[0.9989202,0.0004000677,0.000051747433,0.000557688,0.0000438104,0.000026462321],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00053602684,0.000043218508,0.00006374439,0.0000135293,0.00062745885,0.000028377179,0.00073177426,0.000051099967,0.001239646],"category_scores_gemma":[0.00004077065,0.000025016376,0.000041138792,0.00016775074,0.0010349439,0.000036667723,0.000010494537,0.00011643419,0.00035960818],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007852111,0.000020192612,0.000052827607,4.825777e-7,0.000007434801,3.262436e-7,0.019363362,1.8851878e-7,0.00010076048,0.08128687,0.0010199834,0.8981397],"study_design_scores_gemma":[0.00011919826,0.000040434614,0.0014224421,0.0000028608197,0.0000051436905,0.0000014007936,0.005226378,0.000035510933,0.00014445775,0.016869433,0.97609156,0.000041153406],"about_ca_topic_score_codex":0.0014300881,"about_ca_topic_score_gemma":0.004008185,"teacher_disagreement_score":0.9750716,"about_ca_system_score_codex":0.000012595044,"about_ca_system_score_gemma":0.000069456204,"threshold_uncertainty_score":0.99967337},"labels":[],"label_agreement":null},{"id":"W2497525557","doi":"10.4018/978-1-59904-953-3.ch122","title":"Modular Implementation of an Ontology-Driven Multimedia Content Delivery Application for Mobile Networks","year":2008,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Multimedia; Modular design; Middleware (distributed applications); World Wide Web; Ontology; Service (business); Event (particle physics); IP Multimedia Subsystem; Computer network; Quality of service; Operating system","score_opus":0.045680572621964115,"score_gpt":0.3335884609730064,"score_spread":0.28790788835104225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2497525557","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02452309,0.0026861366,0.02427655,0.00053057406,0.0012864224,0.014195601,0.0011268039,0.0009852517,0.9303896],"genre_scores_gemma":[0.98679686,0.00041916594,0.008083581,0.00022717641,0.000257483,0.0007563547,0.00025092688,0.000037518235,0.0031709142],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985563,0.00006367063,0.0004923995,0.00034908252,0.0002533719,0.00028513692],"domain_scores_gemma":[0.9982532,0.000102605074,0.0005319906,0.00059409696,0.00039332575,0.00012476966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020109529,0.00021449102,0.00039271408,0.00007736616,0.00026427716,0.000012336334,0.0006230304,0.00069609325,0.000040351075],"category_scores_gemma":[0.000020487554,0.00024384116,0.00016681445,0.000022504599,0.0005462117,0.000056567165,0.00009038147,0.0001864496,0.000012008487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003733073,0.000034861474,0.00013714483,0.000010494465,0.00009001347,0.0000014183233,0.0010597246,0.000060269464,0.00011408044,0.7418223,0.00035573076,0.25627664],"study_design_scores_gemma":[0.005897094,0.0012282432,0.0014826752,0.00014866386,0.00053410465,0.000019210696,0.005627936,0.032542713,0.0005496717,0.119268395,0.8307689,0.0019324147],"about_ca_topic_score_codex":0.0039182873,"about_ca_topic_score_gemma":0.021050017,"teacher_disagreement_score":0.9622738,"about_ca_system_score_codex":0.00028380918,"about_ca_system_score_gemma":0.00028716068,"threshold_uncertainty_score":0.9968133},"labels":[],"label_agreement":null},{"id":"W2498043957","doi":"10.4018/978-1-59140-950-2.ch019","title":"Adopting Tools for Online Synchronous Communication","year":2007,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval; Memorial University of Newfoundland","funders":"","keywords":"Immediacy; Computer science; Videoconferencing; Compatibility (geochemistry); Multimedia; Human–computer interaction; Engineering","score_opus":0.0955932928431951,"score_gpt":0.36877192150109245,"score_spread":0.2731786286578973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2498043957","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000049879163,0.00092921057,0.0009754041,0.0011834088,0.0002114541,0.0008638514,0.00016624539,0.00040921153,0.99521136],"genre_scores_gemma":[0.20031,0.0014896356,0.36974984,0.004690223,0.0019086701,0.0002675943,0.0006554575,0.00024027735,0.4206883],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985631,0.000051009352,0.00043318913,0.00026539923,0.00031660392,0.000370668],"domain_scores_gemma":[0.9976026,0.000550196,0.0003836929,0.0010060065,0.000329227,0.00012829308],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00067254086,0.00022637841,0.00033046195,0.00009721441,0.00056700694,0.00011383497,0.00127577,0.0008732744,0.000086143555],"category_scores_gemma":[0.00048252332,0.0002596713,0.00017457818,0.00002964797,0.0004514793,0.00006976112,0.00025816867,0.00041623405,0.000077616925],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008480338,0.000011466741,0.0000020975986,0.00000734641,0.000023798526,8.636594e-7,0.00021575813,2.416873e-7,8.824676e-7,0.703021,0.00061640743,0.29609168],"study_design_scores_gemma":[0.0002529248,0.000030426205,0.000008388374,0.00011181905,0.00003874318,0.00000216915,0.0002724505,0.000018488181,0.0000027067742,0.124391325,0.874626,0.00024458976],"about_ca_topic_score_codex":0.00080103683,"about_ca_topic_score_gemma":0.0155980075,"teacher_disagreement_score":0.87400955,"about_ca_system_score_codex":0.00071484526,"about_ca_system_score_gemma":0.00038294602,"threshold_uncertainty_score":0.9999856},"labels":[],"label_agreement":null},{"id":"W2504753853","doi":"10.4018/978-1-59140-124-7.ch006","title":"From Text to e-Text - Resisting Print","year":2004,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; World Wide Web; Design elements and principles; Software engineering","score_opus":0.03877078742872354,"score_gpt":0.3183681649796364,"score_spread":0.27959737755091285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2504753853","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00026052687,0.00018708693,0.0000723118,0.0027607589,0.0004049476,0.00045060928,0.000077044264,0.0004274341,0.9953593],"genre_scores_gemma":[0.7198011,0.000034035118,0.0102270935,0.0017763956,0.00096100825,0.000052498162,0.000013773702,0.000059915805,0.26707414],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9984071,0.00004752843,0.0003458063,0.00043338002,0.00041477897,0.00035135684],"domain_scores_gemma":[0.9984374,0.000112145164,0.00020103683,0.0008878164,0.000119285956,0.00024233798],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00021111366,0.0002494765,0.00033619977,0.00007739554,0.00041672392,0.00008543204,0.0011281357,0.0006880043,0.00080017786],"category_scores_gemma":[0.0002561478,0.00027412636,0.0001326525,0.000031328942,0.0003545088,0.000023510434,0.00044395623,0.00039709476,0.0018129011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008319064,0.0000062881913,0.0000100858115,0.00000279903,0.000029193185,0.000009936339,0.0011882456,5.773e-7,0.0000119046745,0.9546372,0.0013328306,0.042762607],"study_design_scores_gemma":[0.00011577947,0.0000130777635,0.000039305498,0.00011663761,0.000016256508,4.768598e-7,0.00015113235,6.9165816e-7,0.000014581484,0.50346816,0.49585816,0.00020571119],"about_ca_topic_score_codex":0.01229838,"about_ca_topic_score_gemma":0.013584807,"teacher_disagreement_score":0.72828513,"about_ca_system_score_codex":0.0006921307,"about_ca_system_score_gemma":0.00052950747,"threshold_uncertainty_score":0.9999711},"labels":[],"label_agreement":null},{"id":"W2504818824","doi":"10.4018/978-1-60566-330-2.ch008","title":"On the Use of Web Services in Content Adaptation","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Ontario Tech University","funders":"","keywords":"Computer science; Content adaptation; World Wide Web; Adaptation (eye); Interoperability; Multimedia; The Internet; Web service; Multi-frequency network; Context (archaeology); Heterogeneous network; Ubiquitous computing; Telecommunications; Human–computer interaction","score_opus":0.12768899921845067,"score_gpt":0.3033161150637894,"score_spread":0.17562711584533874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2504818824","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0073540662,0.000049359176,0.0000041210465,0.0015107953,0.00021042017,0.0003931394,0.00004036464,0.000058947313,0.9903788],"genre_scores_gemma":[0.9765621,0.00004484031,0.0003812674,0.0007638084,0.000035137553,0.000018251005,0.0000032115477,0.000009725066,0.022181686],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918485,0.00006381303,0.00023279278,0.00013670158,0.0002563629,0.00012546618],"domain_scores_gemma":[0.9988871,0.0002732209,0.000234269,0.00045828286,0.00011128179,0.0000358124],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020478753,0.000114370836,0.00017494874,0.000057871417,0.00010323951,0.000027679835,0.00053561083,0.00044791913,0.00011469398],"category_scores_gemma":[0.0000969218,0.0000886158,0.00006512978,0.000018885215,0.0003866326,0.000026844047,0.00008056916,0.00036160828,0.000057285273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010891916,0.0000077569,0.000026160304,0.0000035039707,0.00000989158,9.472448e-7,0.0008920359,6.190062e-7,0.000042541633,0.993466,0.00006847273,0.005471151],"study_design_scores_gemma":[0.0003110373,0.000043131568,0.00014398956,0.00021377952,0.000020036285,6.010778e-7,0.0008347596,0.00022422936,0.000043926953,0.4820288,0.5159375,0.00019820036],"about_ca_topic_score_codex":0.0054546716,"about_ca_topic_score_gemma":0.12821229,"teacher_disagreement_score":0.969208,"about_ca_system_score_codex":0.00007911254,"about_ca_system_score_gemma":0.00015917367,"threshold_uncertainty_score":0.88769555},"labels":[],"label_agreement":null},{"id":"W2511093838","doi":"10.1109/services.2016.22","title":"Kaleidoscope: A Cloud-Based Platform for Real-Time Video-Based Interaction","year":2016,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Kaleidoscope; Computer science; Cloud computing; Multimedia; Entertainment; Mobile device; Variety (cybernetics); Wireless; Quality of experience; Quality (philosophy); Human–computer interaction; World Wide Web; Computer network; Telecommunications; Quality of service; Operating system; Artificial intelligence","score_opus":0.045710885069910515,"score_gpt":0.3566656640728221,"score_spread":0.3109547790029116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2511093838","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23950507,0.000039615312,0.13490957,0.1879957,0.0020489297,0.003278526,0.000058914382,0.0037582302,0.42840543],"genre_scores_gemma":[0.9750214,0.000036771922,0.018284682,0.00071373285,0.00012630007,0.00017997842,0.000013933479,0.000014006304,0.005609174],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992163,0.00006570088,0.00018060706,0.00016229275,0.00013988017,0.0002351758],"domain_scores_gemma":[0.998178,0.001158716,0.000096613905,0.0003694693,0.0001165236,0.00008069473],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00050672004,0.00007866019,0.000115981136,0.0001103679,0.00027677495,0.000026382972,0.0003701809,0.00014972778,0.00275983],"category_scores_gemma":[0.00060069025,0.000055457585,0.000071020324,0.00014767758,0.00022134994,0.000151856,0.000023881732,0.000057202808,0.00043879135],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007512709,0.0006462322,0.0022895648,0.000034645225,0.00006294972,0.0000016746665,0.001760122,0.000018838658,0.081719175,0.35893446,0.09931159,0.4544695],"study_design_scores_gemma":[0.0021959995,0.00013251463,0.00016726973,0.000055980774,0.000013753824,1.7334226e-7,0.00047094325,0.005259523,0.027389536,0.0032866115,0.96080405,0.00022362894],"about_ca_topic_score_codex":0.001068174,"about_ca_topic_score_gemma":0.0025120352,"teacher_disagreement_score":0.86149246,"about_ca_system_score_codex":0.000153529,"about_ca_system_score_gemma":0.00021873851,"threshold_uncertainty_score":0.9981518},"labels":[],"label_agreement":null},{"id":"W2525969644","doi":"10.11575/prism/31383","title":"Wasp-Inspired Construction Algorithms","year":2006,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Algorithm","score_opus":0.01310925974031712,"score_gpt":0.22910294233797474,"score_spread":0.2159936825976576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2525969644","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21937568,0.0002158625,0.21605027,0.009883613,0.00032315092,0.0003149867,6.0037434e-7,0.0004792596,0.5533566],"genre_scores_gemma":[0.65905046,0.00034889329,0.33262306,0.000044222765,0.0000364396,4.1782133e-7,0.000018040722,0.000006927799,0.007871526],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99950373,0.00007870238,0.000064127285,0.000094656185,0.0001413682,0.00011739099],"domain_scores_gemma":[0.9996067,0.000040460858,0.000082538296,0.00017626623,0.000055740475,0.000038268372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014437134,0.000040576782,0.00009015616,0.000095670424,0.00032820014,0.0000050001954,0.00030000042,0.0001227172,0.00035927186],"category_scores_gemma":[0.000023204846,0.00005453778,0.00004482547,0.00015915796,0.00067718694,0.00010791885,0.000061328356,0.00009177655,0.000041591287],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010280394,0.00007354469,0.004518362,0.0000040102623,0.0000132495425,0.000005443407,0.0023917872,1.4819064e-7,0.0004120187,0.2531039,0.002297721,0.7371695],"study_design_scores_gemma":[0.0011461979,0.000035469304,0.031569436,0.000013814627,0.0000362283,0.0000023514094,0.0029125512,0.0096798455,0.00041785304,0.019148493,0.9347993,0.00023845112],"about_ca_topic_score_codex":0.018805383,"about_ca_topic_score_gemma":0.00076413405,"teacher_disagreement_score":0.9325016,"about_ca_system_score_codex":0.00004658144,"about_ca_system_score_gemma":0.000065817294,"threshold_uncertainty_score":0.9877285},"labels":[],"label_agreement":null},{"id":"W2533941392","doi":"10.1109/wdm.2001.990172","title":"The recording studio that spanned a continent","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"McGill University; Canarie; ALS Association","keywords":"Studio; Uncompressed video; Jazz; Computer science; Software; The Internet; Multimedia; Process (computing); Telecommunications; World Wide Web; Visual arts; Operating system; Art","score_opus":0.05696193565280528,"score_gpt":0.35492594875829137,"score_spread":0.2979640131054861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2533941392","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032582894,0.00040196467,0.00030162884,0.40417227,0.00024804982,0.00021039673,1.9591735e-7,0.00031042442,0.56177217],"genre_scores_gemma":[0.9818259,0.0010779902,0.0014190356,0.00046319404,0.00008027524,0.00001690654,2.5047478e-7,0.000002315467,0.01511415],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99951345,0.00009671629,0.00007291532,0.00006060238,0.000106546795,0.00014978537],"domain_scores_gemma":[0.9993793,0.00030437665,0.000034444558,0.0002216323,0.000030140374,0.000030124542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060976716,0.00003078313,0.00004660074,0.000017266795,0.0006969589,0.0000393172,0.00037472762,0.000039233142,0.00035139525],"category_scores_gemma":[0.00025485628,0.00001977669,0.00002360834,0.00008623492,0.0001849625,0.000048965783,0.00006844286,0.000076817276,0.00016883682],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040160867,0.000029703275,0.0073349606,2.5523903e-7,0.000013695549,1.7601627e-7,0.003717601,3.2344e-7,0.00003884859,0.48513573,0.023510283,0.48021442],"study_design_scores_gemma":[0.000091723436,0.0000035820738,0.00067086605,0.0000012886247,0.000001525929,1.2467576e-7,0.0049262303,0.00010905744,0.00012929746,0.0008320564,0.9932024,0.000031863474],"about_ca_topic_score_codex":0.00079168275,"about_ca_topic_score_gemma":0.0235033,"teacher_disagreement_score":0.9696921,"about_ca_system_score_codex":0.00003462247,"about_ca_system_score_gemma":0.000025454045,"threshold_uncertainty_score":0.9943152},"labels":[],"label_agreement":null},{"id":"W2543547411","doi":"10.1109/itst.2009.5399342","title":"Rapid prototyping Vehicle-to-Infrastructure applications using the Android&lt;sup&gt;TM&lt;/sup&gt; development platform","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"AUTO21 Network of Centres of Excellence; University of British Columbia","keywords":"Telematics; Computer science; Embedded system; Android (operating system); Automotive industry; Software; Engineering; Systems engineering; Operating system","score_opus":0.0363668052845311,"score_gpt":0.3144939438652687,"score_spread":0.27812713858073757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2543547411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5993277,0.0016933002,0.059778973,0.057379868,0.00031932702,0.016895797,0.000015283162,0.0026557264,0.26193407],"genre_scores_gemma":[0.9363276,0.00016776568,0.060487937,0.001786552,0.00014608237,0.0004127739,0.000012803789,0.000016286693,0.00064221985],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983891,0.000084655774,0.0003713194,0.00030591764,0.00037902483,0.0004699811],"domain_scores_gemma":[0.9987412,0.00013036054,0.00012322112,0.0006863662,0.00015289788,0.0001659738],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000640969,0.0001773938,0.00019127068,0.00015985033,0.0017274835,0.000119849334,0.0011265554,0.00023629522,0.00054993306],"category_scores_gemma":[0.0001174506,0.00013551064,0.000057039902,0.0008065014,0.0002496855,0.00018566221,0.00016267155,0.00030942366,0.00011086477],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018425404,0.00009405047,0.0005183157,0.0000073195147,0.000032467382,8.5256846e-7,0.016694406,0.0001318463,0.0026349642,0.11984091,0.0013840285,0.8586424],"study_design_scores_gemma":[0.00029904785,0.000025454076,0.004022677,0.000019023893,0.000011012329,0.0000042483725,0.0026841932,0.004701112,0.0012025447,0.004302742,0.9824642,0.00026374852],"about_ca_topic_score_codex":0.00007259255,"about_ca_topic_score_gemma":0.00048645103,"teacher_disagreement_score":0.9810802,"about_ca_system_score_codex":0.00022615593,"about_ca_system_score_gemma":0.00036910368,"threshold_uncertainty_score":0.99957216},"labels":[],"label_agreement":null},{"id":"W2546761577","doi":"10.1145/2957276.2957286","title":"SocialStreamViewer","year":2016,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"STREAMS; Computer science; Event (particle physics); Multimedia; Data stream mining; World Wide Web; Human–computer interaction; Computer network; Data mining","score_opus":0.0399440118227617,"score_gpt":0.3737072721897611,"score_spread":0.3337632603669994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2546761577","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01037232,0.00003198263,0.00058758416,0.07477071,0.00016954716,0.000052644904,4.0279005e-7,0.00028143346,0.91373336],"genre_scores_gemma":[0.9676327,0.00032692004,0.00095053564,0.00031325582,0.00006195408,0.0000060537004,9.958182e-8,0.0000015601877,0.030706936],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999724,0.000052743377,0.00004061356,0.00003968712,0.000059569273,0.00008339167],"domain_scores_gemma":[0.9996808,0.00010813973,0.000012766307,0.00012058089,0.000050278624,0.000027402917],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00017412663,0.000016228512,0.00002855993,0.000017179504,0.00012089702,0.0000042069805,0.00016533141,0.000044031698,0.009264146],"category_scores_gemma":[0.00049292354,0.000009491786,0.0000144369105,0.000053256346,0.00020130283,0.00003872257,0.000021542312,0.000014530315,0.00094349455],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.1469317e-7,0.0000063720204,0.0014787832,6.015251e-8,0.0000011054524,4.4604448e-8,0.00033155933,1.3317207e-10,0.0001690374,0.6183862,0.012841817,0.3667848],"study_design_scores_gemma":[0.000063911764,0.0000015432042,0.0006633667,0.0000012625308,5.160356e-7,1.9160703e-8,0.00031611772,2.2103306e-7,0.00026905347,0.013158528,0.9855023,0.000023131552],"about_ca_topic_score_codex":0.0002936727,"about_ca_topic_score_gemma":0.001611928,"teacher_disagreement_score":0.9726605,"about_ca_system_score_codex":0.000019460398,"about_ca_system_score_gemma":0.000037184735,"threshold_uncertainty_score":0.99983436},"labels":[],"label_agreement":null},{"id":"W2554979309","doi":"10.1109/mc.2016.375","title":"Interdevice Media: Choreographing Content to Maximize Viewer Engagement","year":2016,"lang":"en","type":"article","venue":"Computer","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Computer science; Content (measure theory); Multimedia; Content delivery; Media content; Computer graphics (images); World Wide Web; Computer network","score_opus":0.13816961631084473,"score_gpt":0.3417400279064831,"score_spread":0.20357041159563838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2554979309","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1737082,0.00064112805,0.46682477,0.29724056,0.006994912,0.0021432817,0.000007766988,0.0014467316,0.050992656],"genre_scores_gemma":[0.97241426,0.00025822246,0.023471352,0.0029757144,0.00030920276,0.00006835066,0.0000011290243,0.000008655385,0.0004931296],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990221,0.00023056206,0.00018106856,0.00017170474,0.00017662517,0.00021789136],"domain_scores_gemma":[0.9989091,0.00044087064,0.000049771264,0.000367656,0.0001107785,0.00012179952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007055962,0.00007568844,0.00014756368,0.00013245472,0.00018260341,0.00003370291,0.0006153974,0.00006429798,0.0006203292],"category_scores_gemma":[0.0002746072,0.00005038171,0.00006410512,0.0001725814,0.00015153887,0.00007432501,0.0003364135,0.0000958838,0.00047287022],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020048145,0.00008578017,0.0018533715,0.0000032057562,0.00004334922,0.000004333907,0.012876457,5.413682e-7,0.00027966985,0.057572175,0.020588715,0.90667236],"study_design_scores_gemma":[0.00085989945,0.00002679629,0.0048530605,0.00007159564,0.000006921725,5.852365e-7,0.0004974731,0.000046714835,0.00012545731,0.0007797778,0.9925946,0.00013714744],"about_ca_topic_score_codex":0.00012321479,"about_ca_topic_score_gemma":0.0004662487,"teacher_disagreement_score":0.97200584,"about_ca_system_score_codex":0.000052193143,"about_ca_system_score_gemma":0.000021993277,"threshold_uncertainty_score":0.679217},"labels":[],"label_agreement":null},{"id":"W2562954379","doi":"10.1109/tmm.2016.2646182","title":"Live Broadcast With Community Interactions: Bottlenecks and Optimizations","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Fundamental Research Funds for the Central Universities","keywords":"Computer science; Cloud computing; Multimedia; Amateur; Latency (audio); Synchronization (alternating current); Bandwidth (computing); Context (archaeology); Live streaming; Computer network; Telecommunications; Operating system","score_opus":0.03591970123785901,"score_gpt":0.31164573865776973,"score_spread":0.27572603741991075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562954379","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08245688,0.00009773317,0.87388015,0.021981388,0.0009957995,0.0010842404,0.00016951034,0.0011926786,0.018141635],"genre_scores_gemma":[0.9777147,0.0008347744,0.017384548,0.00017095309,0.00003296131,0.00012374601,0.000004581632,0.000019575555,0.003714124],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987325,0.00042997673,0.0001856127,0.00017776695,0.00023271769,0.00024144156],"domain_scores_gemma":[0.99770975,0.001335432,0.000079076795,0.0004966487,0.00020865942,0.000170417],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034118188,0.00013681641,0.00014642159,0.00021233466,0.001293243,0.00004170873,0.00031812114,0.00013156595,0.0009188067],"category_scores_gemma":[0.00010228942,0.00010096296,0.000041823285,0.0002609417,0.00089335034,0.00030604991,0.0000039735082,0.00046132365,0.00020351565],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014210759,0.0010031925,0.0006712746,0.000010096488,0.00014552956,0.0000034317854,0.039076373,0.00025429614,0.0015190142,0.0010021507,0.00063332764,0.9555392],"study_design_scores_gemma":[0.025420358,0.0026721072,0.012019351,0.0023229765,0.00088688015,0.00017564575,0.17914382,0.029764412,0.035192594,0.0036369008,0.70366377,0.005101188],"about_ca_topic_score_codex":0.001763897,"about_ca_topic_score_gemma":0.013025736,"teacher_disagreement_score":0.950438,"about_ca_system_score_codex":0.00010959329,"about_ca_system_score_gemma":0.000098900055,"threshold_uncertainty_score":0.9999945},"labels":[],"label_agreement":null},{"id":"W2574770385","doi":"10.5594/m001698","title":"Flexible SDI - The Universal Transport for Streamed Media","year":2016,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Computer science; High-definition television; Flexibility (engineering); Layer (electronics); Digital television; Multimedia; Operating system; Telecommunications","score_opus":0.048331480779853976,"score_gpt":0.32715874776277987,"score_spread":0.27882726698292587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2574770385","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051843446,0.00009568971,0.033968713,0.33657783,0.00063091,0.0010238565,0.00003891517,0.0010980229,0.5747226],"genre_scores_gemma":[0.9847805,0.00018054435,0.0013230768,0.00019501054,0.000050767147,0.000022429895,0.00000253602,0.0000036268873,0.013441541],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99958223,0.000039553248,0.000068276706,0.00007275331,0.00009308607,0.00014409289],"domain_scores_gemma":[0.9990569,0.00060649775,0.000023618539,0.00022773142,0.00004450431,0.000040758747],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028267078,0.000034856508,0.00005066057,0.000026596359,0.00023415624,0.000004627306,0.00044406424,0.00006874222,0.0012389158],"category_scores_gemma":[0.00015537028,0.000017442128,0.00003549368,0.00009533855,0.00041755228,0.000060286067,0.000013668187,0.0000329733,0.000046523088],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008964394,0.000018749482,0.0013480254,5.014269e-7,0.000007758795,1.4219545e-7,0.003534001,3.7987338e-8,0.00020827742,0.8840855,0.0037060652,0.10708199],"study_design_scores_gemma":[0.000413385,0.000010489579,0.0014487206,0.0000030699248,0.0000065377117,8.585018e-8,0.0049185427,0.000008393941,0.0011337954,0.01053921,0.98146456,0.000053176176],"about_ca_topic_score_codex":0.00077416096,"about_ca_topic_score_gemma":0.010523398,"teacher_disagreement_score":0.9777585,"about_ca_system_score_codex":0.000027017993,"about_ca_system_score_gemma":0.00009541482,"threshold_uncertainty_score":0.9996741},"labels":[],"label_agreement":null},{"id":"W2577264801","doi":"","title":"Learning to Use Interactive Technologies for Language Teaching: Video Diaries for Teacher Support in the iTILT Project","year":2013,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Linguistic Association","funders":"","keywords":"Computer science; Multimedia; Interactive video; Mathematics education; Psychology","score_opus":0.034240773878778066,"score_gpt":0.330539552836949,"score_spread":0.29629877895817097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2577264801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5234653,0.0006318186,0.1026941,0.2727334,0.0006376246,0.016104748,0.00023159612,0.0029850092,0.080516405],"genre_scores_gemma":[0.9152431,0.00020226138,0.0683026,0.00020211455,0.000024152054,0.0035102658,0.0003579798,0.000041376934,0.012116156],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9923512,0.0057771476,0.00047082652,0.00060963427,0.00030173504,0.0004894929],"domain_scores_gemma":[0.9883859,0.008419383,0.00044142394,0.0017261459,0.00096889975,0.000058222835],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009986146,0.00027326474,0.00036572968,0.00043002513,0.0009033724,0.0007385479,0.0027442207,0.00051621307,0.00005532429],"category_scores_gemma":[0.034250777,0.0002412073,0.0001905167,0.0003020982,0.00053826394,0.00026004767,0.0012909975,0.0014509528,0.000021469234],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003383609,0.0005250637,0.0025977895,0.00008374633,0.0000646559,0.0000013893405,0.5701782,0.000010541449,0.00035337752,0.20459461,0.007626812,0.21392997],"study_design_scores_gemma":[0.0008307003,0.0000053420044,0.0015763171,0.00079824106,0.00005913244,0.0000030198353,0.15245657,0.0059471102,0.0035160314,0.0124990875,0.82157093,0.0007375131],"about_ca_topic_score_codex":0.014112662,"about_ca_topic_score_gemma":0.026359065,"teacher_disagreement_score":0.8139441,"about_ca_system_score_codex":0.00020905871,"about_ca_system_score_gemma":0.0003955879,"threshold_uncertainty_score":0.99245244},"labels":[],"label_agreement":null},{"id":"W2586700643","doi":"10.29173/cais50","title":"A Methodological Approach to Conceptual Menu Design for an Electronic Newspaper","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Newspaper; Presentation (obstetrics); Computer science; Key (lock); Selection (genetic algorithm); Style (visual arts); World Wide Web; Data science; Sociology; Artificial intelligence; Computer security; History; Media studies","score_opus":0.18023171829405193,"score_gpt":0.35824586212018245,"score_spread":0.1780141438261305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586700643","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95556796,0.000109037435,0.0050459383,0.010850898,0.00008873614,0.0024606579,0.000030300629,0.00015407408,0.025692418],"genre_scores_gemma":[0.95986986,0.00007108888,0.038544614,0.00047532681,0.00006455655,0.00041619688,0.0000027712285,0.000015256563,0.0005403143],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99814576,0.00019917067,0.0003793559,0.00031716784,0.0003324766,0.00062608597],"domain_scores_gemma":[0.9780982,0.0006909681,0.00040951656,0.00025520276,0.02034824,0.00019785183],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0022672438,0.00018483591,0.00043462057,0.00009077781,0.00029533147,0.00077646296,0.0026474334,0.00028068782,0.000055545417],"category_scores_gemma":[0.035586115,0.00013999091,0.00012700493,0.00039505048,0.0010928904,0.0033033567,0.0003787231,0.00028497612,0.0000049725363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016393719,0.0003856701,0.0046829567,0.00004888836,0.00009000683,3.303004e-8,0.22833,0.000009001484,0.029635273,0.70723885,0.006054852,0.023360504],"study_design_scores_gemma":[0.0019281609,0.0023388483,0.016192041,0.00010863765,0.00014400561,0.000010942974,0.15068498,0.002849152,0.034394458,0.11551556,0.67482316,0.0010100411],"about_ca_topic_score_codex":0.0009324137,"about_ca_topic_score_gemma":0.00007856345,"teacher_disagreement_score":0.66876835,"about_ca_system_score_codex":0.000076243465,"about_ca_system_score_gemma":0.0003401816,"threshold_uncertainty_score":0.9725376},"labels":[],"label_agreement":null},{"id":"W2589465722","doi":"10.29173/cais732","title":"Multimedia: Myths and Realities","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Context (archaeology); Multimedia; Animation; Recall; Variety (cybernetics); Computer science; Product (mathematics); World Wide Web; Psychology; Cognitive psychology; Artificial intelligence; History","score_opus":0.02742437280147405,"score_gpt":0.27846574241012,"score_spread":0.251041369608646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2589465722","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91317326,0.00019064467,0.0000042549127,0.016440341,0.0000929352,0.0004046633,0.00002783745,0.0000806448,0.06958543],"genre_scores_gemma":[0.9962645,0.00073488185,0.0012504872,0.00019147714,0.000053368567,0.000052640557,0.0000015118931,0.000010469923,0.0014406428],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99880916,0.000043033913,0.00032670057,0.00018372775,0.00032106964,0.00031630872],"domain_scores_gemma":[0.9777591,0.00028152837,0.00043424682,0.00019557188,0.02120179,0.00012771967],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00057808607,0.00014139494,0.00029466389,0.00012160952,0.0002450281,0.0009595673,0.0014407788,0.00020618069,0.00013395677],"category_scores_gemma":[0.020579724,0.00011186054,0.00007048646,0.0002635425,0.0017559796,0.0042560934,0.0004988129,0.00024124114,0.000007851223],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004342078,0.00019754843,0.22082983,0.00020987933,0.0001113024,3.528695e-7,0.38646764,2.0440083e-7,0.012406252,0.28455856,0.014981574,0.08019342],"study_design_scores_gemma":[0.001251262,0.0002517712,0.21698944,0.00034796243,0.000101483725,0.000014135432,0.14381956,0.0007606224,0.019667158,0.05808146,0.5580465,0.00066862936],"about_ca_topic_score_codex":0.004111134,"about_ca_topic_score_gemma":0.000203698,"teacher_disagreement_score":0.54306495,"about_ca_system_score_codex":0.00003239501,"about_ca_system_score_gemma":0.00017989482,"threshold_uncertainty_score":0.98767036},"labels":[],"label_agreement":null},{"id":"W2590262648","doi":"10.24251/hicss.2017.246","title":"Playing along and Playing for on Twitch: Livestreaming from Tandem Play to Performance","year":2017,"lang":"en","type":"article","venue":"Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Tandem; Context (archaeology); Computer science; Point (geometry); Ceiling (cloud); Core (optical fiber); Human–computer interaction; Telecommunications; Engineering; Mathematics; History","score_opus":0.08506979523729666,"score_gpt":0.34867343942035417,"score_spread":0.2636036441830575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2590262648","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40977982,0.00001210187,0.000013094977,0.0077775847,0.001780587,0.0008689894,0.00028366037,0.00009335177,0.5793908],"genre_scores_gemma":[0.9972825,0.000067186455,0.0009932867,0.00016985099,0.00041118177,0.00018939278,0.0000030119324,0.000026177679,0.00085740257],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9934607,0.000056439756,0.0012253313,0.0012922027,0.0031945729,0.00077071105],"domain_scores_gemma":[0.99219126,0.0005439491,0.0026793454,0.00042142055,0.00389506,0.00026895016],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":["sts"],"category_scores_codex":[0.004238742,0.00055227557,0.00073061767,0.00069387397,0.0050666416,0.0015889407,0.011226606,0.0003171737,0.000039639894],"category_scores_gemma":[0.00068019313,0.00038729332,0.00027534866,0.0006223838,0.0033018005,0.0021976246,0.0015153034,0.0005507309,0.000024456613],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014847667,0.00008349453,0.046737738,0.000076586955,0.00007065446,2.9624073e-7,0.0070357216,0.000023981953,0.0011033918,0.9427292,0.00034291195,0.0016475507],"study_design_scores_gemma":[0.0011317371,0.00088686094,0.039584946,0.007566109,0.000056825946,0.000023464587,0.9417391,0.0024011342,0.0022526616,0.0023424963,0.0012271387,0.00078757067],"about_ca_topic_score_codex":0.0018489823,"about_ca_topic_score_gemma":0.00017783024,"teacher_disagreement_score":0.9403867,"about_ca_system_score_codex":0.0004743882,"about_ca_system_score_gemma":0.00053104974,"threshold_uncertainty_score":0.9998579},"labels":[],"label_agreement":null},{"id":"W2594984290","doi":"","title":"Proceedings of the 22nd international workshop on Network and Operating System Support for Digital Audio and Video","year":2012,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Computer science; Multimedia; Field (mathematics); World Wide Web; Cloud computing; Middleware (distributed applications); Graphics; Digital audio; Telecommunications; Operating system","score_opus":0.029414131331853867,"score_gpt":0.3100164761783177,"score_spread":0.2806023448464638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2594984290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60411406,0.00007864229,0.00017625096,0.008105554,0.00035564022,0.0005734436,0.0000053672916,0.00009138882,0.38649964],"genre_scores_gemma":[0.9968389,0.000011904792,0.0009836396,0.00009373472,0.00010510543,0.000019576528,8.202822e-7,0.0000027493702,0.0019435195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99965274,0.000005969888,0.000094224495,0.00005734564,0.00008385118,0.00010587747],"domain_scores_gemma":[0.9996684,0.00013945752,0.000054376866,0.0000483924,0.00005780079,0.000031545133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003204822,0.00003399483,0.00005867999,0.000015055914,0.00018583355,0.000055737357,0.0001630911,0.00004994664,0.000020034362],"category_scores_gemma":[0.00022170422,0.000022879023,0.000012974482,0.00005809993,0.00014222928,0.00016543805,0.00009689547,0.000047309855,9.774387e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069456846,0.000025809697,0.13918743,0.000014870889,0.000020691823,1.2196526e-8,0.004366908,8.944757e-7,0.000063187654,0.8410563,0.0034153955,0.011841599],"study_design_scores_gemma":[0.0022486849,0.0001583977,0.09872573,0.00038958705,0.00009884808,0.000020037245,0.11634637,0.0057671354,0.0013909545,0.0026298666,0.7715524,0.0006720366],"about_ca_topic_score_codex":0.000017088161,"about_ca_topic_score_gemma":0.00002920619,"teacher_disagreement_score":0.8384264,"about_ca_system_score_codex":0.000017731394,"about_ca_system_score_gemma":0.000014704466,"threshold_uncertainty_score":0.14293002},"labels":[],"label_agreement":null},{"id":"W260327056","doi":"","title":"Usenet Can Still Be Useful","year":2005,"lang":"en","type":"article","venue":"Teacher librarian","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"World Wide Web; Computer science; Sociology","score_opus":0.06551794756025425,"score_gpt":0.3201497833152289,"score_spread":0.25463183575497467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W260327056","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18868786,0.000233944,0.00005900327,0.25227004,0.00018668444,0.00024868897,0.000008724099,0.0011126262,0.55719244],"genre_scores_gemma":[0.9740919,0.00006478684,0.0042568194,0.0021130303,0.00032304923,0.000014171223,0.000012786274,0.000014461154,0.019109007],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990784,0.00021068056,0.00013662195,0.00015170744,0.00016098164,0.0002616044],"domain_scores_gemma":[0.9992576,0.00007173314,0.000052255204,0.00046677704,0.000016601476,0.00013502261],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027864228,0.000078206394,0.00009977527,0.000079020065,0.00019981035,0.00006674744,0.000647436,0.0001763058,0.004467638],"category_scores_gemma":[0.00015408063,0.00007954996,0.000035427067,0.00020421893,0.0002661495,0.00025704328,0.00010088635,0.00023959535,0.00019788016],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010314612,0.00032867142,0.069694094,0.0000030572062,0.000046846395,0.0000037222098,0.08205424,0.0000042975626,0.00018410562,0.5832333,0.08695831,0.17747904],"study_design_scores_gemma":[0.0001815251,0.000006808859,0.00583975,0.0000023457653,0.000004438976,3.9707365e-7,0.0014918924,0.00011378495,0.00013217899,0.0010518383,0.99107206,0.00010296766],"about_ca_topic_score_codex":0.0014428535,"about_ca_topic_score_gemma":0.007956684,"teacher_disagreement_score":0.90411377,"about_ca_system_score_codex":0.000053044412,"about_ca_system_score_gemma":0.00015734394,"threshold_uncertainty_score":0.99644244},"labels":[],"label_agreement":null},{"id":"W2604908307","doi":"10.3233/978-1-61499-742-9-401","title":"Design and Development of a Web-Based Self-Monitoring System to Support Wellness Coaching","year":2017,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Coaching; Computer science; Oracle; Web application; World Wide Web; Interface (matter); Database; Operating system; Software engineering","score_opus":0.10954466639865672,"score_gpt":0.41938743673354595,"score_spread":0.3098427703348892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604908307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96748817,0.0016751247,0.011370144,0.012880289,0.0007889853,0.0017629009,0.000002262895,0.00069369434,0.0033384382],"genre_scores_gemma":[0.86529374,0.00093663513,0.1336439,0.000046499867,0.0000049611713,0.00006638467,2.1701709e-7,0.0000028102907,0.00000485486],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9989817,0.000069820584,0.000533207,0.00007083909,0.0001015522,0.00024284696],"domain_scores_gemma":[0.999019,0.0001972053,0.00036105534,0.0003070454,0.000066703,0.00004896429],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002178762,0.00007917513,0.00027524534,0.00038072673,0.0015699215,0.000015296122,0.00036756883,0.0001512972,6.0597273e-7],"category_scores_gemma":[0.0005350594,0.00007511364,0.000005667741,0.0001547891,0.00062091404,0.00010463384,0.00033077513,0.00018982896,0.000002246708],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028434384,0.00007589858,0.16823667,0.0028796108,0.00008227375,0.0000023988807,0.2661499,0.000027812448,0.000007961833,0.09166805,0.00011642448,0.47072455],"study_design_scores_gemma":[0.0033299509,0.000638941,0.01327682,0.0027040245,0.000020794545,0.000012225483,0.8204959,0.00804803,0.0022472069,0.0010855702,0.14746489,0.0006756594],"about_ca_topic_score_codex":0.000038857503,"about_ca_topic_score_gemma":0.00016238062,"teacher_disagreement_score":0.55434597,"about_ca_system_score_codex":0.00014227467,"about_ca_system_score_gemma":0.00035137104,"threshold_uncertainty_score":0.9997299},"labels":[],"label_agreement":null},{"id":"W2613742126","doi":"10.71781/10393","title":"The co-design methodologies on click router application system","year":2004,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Router; Computer science; Embedded system; Computer network","score_opus":0.22027649660131304,"score_gpt":0.4917488864501578,"score_spread":0.27147238984884475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2613742126","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003567285,0.0003497748,0.0037992138,0.0037753722,0.0008294698,0.0039921603,0.000014311362,0.000058594112,0.9836138],"genre_scores_gemma":[0.677957,0.0022151466,0.16009618,0.00022542969,0.0005465181,0.0035115299,0.0014758563,0.00011802233,0.15385431],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980113,0.0009244507,0.00028425478,0.00029716984,0.00025725222,0.0002255642],"domain_scores_gemma":[0.9974819,0.0012517761,0.00036667788,0.0007539609,0.00010275216,0.00004296933],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027034744,0.00014210967,0.00022450852,0.00006960441,0.0010470841,0.0003097219,0.0022583273,0.00048558065,0.00018150633],"category_scores_gemma":[0.00046452734,0.00010548854,0.000055922104,0.00017458163,0.00018330214,0.00007799592,0.0000623988,0.00033991892,0.0013734892],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000102946105,0.00003373474,0.000009793414,0.000009817838,0.000042495198,9.4973666e-7,0.011086056,0.000011277157,0.00013923355,0.06567694,0.0011161603,0.9217706],"study_design_scores_gemma":[0.00030458887,0.00005523717,0.0002501554,0.00012148572,0.00004261147,5.8913776e-7,0.060495276,0.00005423742,0.004791024,0.0027951382,0.9308179,0.00027175402],"about_ca_topic_score_codex":0.0015574214,"about_ca_topic_score_gemma":0.0070957984,"teacher_disagreement_score":0.92970175,"about_ca_system_score_codex":0.00026934265,"about_ca_system_score_gemma":0.00041453345,"threshold_uncertainty_score":0.9994041},"labels":[],"label_agreement":null},{"id":"W2625832247","doi":"10.1109/aiccsa.2016.7945707","title":"Promoting active participation of the learners in an authoring based learning movie system","year":2016,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Timeline; Multimedia; Computer science; Usability; Leverage (statistics); Gesture; Process (computing); Human–computer interaction; World Wide Web; Artificial intelligence","score_opus":0.059522461490853204,"score_gpt":0.3642063378009237,"score_spread":0.3046838763100705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2625832247","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98491514,0.0000025111112,0.0003812398,0.0036836416,0.000043839253,0.0001642626,1.5315683e-7,0.00010506932,0.010704148],"genre_scores_gemma":[0.99943846,0.0000016851217,0.00032038233,0.000010480355,0.0000088474335,0.000022395687,1.9016719e-7,0.0000030919907,0.00019447209],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990416,0.00051576097,0.00012642503,0.00007853343,0.000117906224,0.00011975806],"domain_scores_gemma":[0.99948937,0.00017931097,0.000101518766,0.00016228131,0.000042163243,0.000025350406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072604266,0.000030894586,0.00006123279,0.000047626254,0.00016038127,0.000006807632,0.00022362449,0.00005800105,0.000048877573],"category_scores_gemma":[0.0007105754,0.000018184772,0.000017254702,0.00020406113,0.00012553173,0.00011067533,0.000034734,0.00008729009,0.0000048525358],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016438195,0.00009924348,0.4159897,0.000022641592,0.0000068549125,3.220158e-7,0.058995407,0.00011434973,0.028793018,0.10140627,0.000003830427,0.39455193],"study_design_scores_gemma":[0.003013583,0.0002535891,0.3995169,0.0012606476,0.00003694847,4.021132e-7,0.21474662,0.15846278,0.21038057,0.0012200003,0.010472365,0.000635589],"about_ca_topic_score_codex":0.0005776397,"about_ca_topic_score_gemma":0.00302741,"teacher_disagreement_score":0.39391634,"about_ca_system_score_codex":0.00009519816,"about_ca_system_score_gemma":0.000067931185,"threshold_uncertainty_score":0.16893658},"labels":[],"label_agreement":null},{"id":"W268964216","doi":"10.1007/978-3-642-15470-6","title":"Active Media Technology","year":2010,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University; York University","funders":"","keywords":"Computer science; Library science; Multimedia; Operations research; Engineering","score_opus":0.01744939223844359,"score_gpt":0.30619998210923655,"score_spread":0.28875058987079294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W268964216","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010024747,0.00080089155,0.80349237,0.036111545,0.008035736,0.0012953364,0.000018740475,0.0013955267,0.1478474],"genre_scores_gemma":[0.47736552,0.0009194788,0.5098502,0.0033815945,0.0030207732,0.0001307124,0.000047471138,0.00010442992,0.0051798136],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99770063,0.00007741926,0.0002709444,0.00069412065,0.0006439882,0.00061288325],"domain_scores_gemma":[0.99718,0.0010297698,0.00021403795,0.0011717122,0.0002764529,0.00012806586],"candidate_categories":["sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00090795686,0.0002414461,0.00035557273,0.0014235293,0.0005452386,0.000100709905,0.0038679352,0.0014231615,0.00019960105],"category_scores_gemma":[0.001676419,0.00023616958,0.00005952755,0.0016037497,0.0067544472,0.00016286648,0.00085467775,0.002337583,0.00011513517],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021670178,0.000024757814,0.000067259454,0.0000034133534,0.0000037489363,0.000008916003,0.0044019534,0.000019401228,0.00010151158,0.02415761,0.000118961,0.9710903],"study_design_scores_gemma":[0.0003019095,0.000049628114,0.00014239551,0.00013275596,0.0000101254245,0.000011741603,0.000014191493,0.0031292213,0.0020498186,0.64001614,0.35349828,0.00064381945],"about_ca_topic_score_codex":0.00015751345,"about_ca_topic_score_gemma":0.011865519,"teacher_disagreement_score":0.97044647,"about_ca_system_score_codex":0.00046300518,"about_ca_system_score_gemma":0.002707873,"threshold_uncertainty_score":0.99996406},"labels":[],"label_agreement":null},{"id":"W2725523663","doi":"10.1093/geroni/igx004.920","title":"USING VIDEO REFLEXIVE GROUPS TO DEVELOP DEMENTIA PRACTICE","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reflexivity; Dementia; Focus group; Perspective (graphical); Unit (ring theory); Nursing; Psychology; Health care; Medicine; Medical education; Sociology; Computer science","score_opus":0.16501106817707853,"score_gpt":0.47773193583036033,"score_spread":0.3127208676532818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2725523663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6158576,0.000061254934,0.041795302,0.12093795,0.0010337388,0.000584484,0.0000012326857,0.00025451995,0.21947394],"genre_scores_gemma":[0.9240159,0.0000127081,0.074381985,0.0014172503,0.000061888364,0.000015466254,0.0000023698685,0.0000053005792,0.000087150744],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991523,0.000109200715,0.00027163033,0.00013189124,0.00016542223,0.00016953514],"domain_scores_gemma":[0.9986201,0.00012812647,0.000294204,0.0003813162,0.000555577,0.000020687934],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0018790443,0.000049149505,0.00006859432,0.00030969502,0.0008794826,0.00014814323,0.00049955636,0.00006780731,0.000052702748],"category_scores_gemma":[0.008551052,0.000058656704,0.0000052976156,0.0010906878,0.00011400425,0.000570638,0.00019211372,0.00015351988,0.00003872937],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008492198,0.000035510122,0.039227057,0.0000035954592,0.000016330754,0.000004900632,0.019845273,0.000016712287,0.0027184342,0.8661061,0.0004513124,0.0715663],"study_design_scores_gemma":[0.00064105785,0.000011164203,0.046712272,0.00012824878,0.000013842955,0.000003134366,0.016421113,0.00083560846,0.0018683391,0.016775196,0.9162432,0.0003468099],"about_ca_topic_score_codex":0.0024653776,"about_ca_topic_score_gemma":0.0018817885,"teacher_disagreement_score":0.9157919,"about_ca_system_score_codex":0.00014235564,"about_ca_system_score_gemma":0.00016581312,"threshold_uncertainty_score":0.9998003},"labels":[],"label_agreement":null},{"id":"W2752620684","doi":"10.29085/9781856048613.012","title":"Designing a mobile device automatic detector to support mobile librarysystems","year":2018,"lang":"en","type":"book-chapter","venue":"Facet eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Mobile device; Detector; Computer science; Simple (philosophy); Mobile Web; Digital library; Mobile computing; Architecture; Mobile technology; Embedded system; Human–computer interaction; World Wide Web; Computer network; Telecommunications","score_opus":0.05123044411347597,"score_gpt":0.32022841092600013,"score_spread":0.26899796681252414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2752620684","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023053307,0.00016744908,0.00029153438,0.00011577982,0.0005338469,0.002864445,0.000044569617,0.0013013327,0.99237573],"genre_scores_gemma":[0.092992246,0.00002988291,0.007560678,0.0005765747,0.0004102967,0.0012436666,0.000032309286,0.00012073669,0.89703363],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979395,0.00014724713,0.00051908626,0.00045782016,0.00045081117,0.00048553292],"domain_scores_gemma":[0.997971,0.00020825025,0.00032033806,0.0010526121,0.00014248655,0.00030531062],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006006542,0.000337999,0.0005314699,0.00031783336,0.00048231243,0.00013519602,0.0013277631,0.0007665519,0.007381724],"category_scores_gemma":[0.000087296045,0.00035258898,0.0001494119,0.000050172388,0.0004429751,0.00007854562,0.0003747748,0.0004256605,0.0050469567],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003656103,0.00010669727,0.00008062528,0.00044630177,0.000550462,0.000082158345,0.15269934,0.0000048184684,0.0044663283,0.10210798,0.15178469,0.587634],"study_design_scores_gemma":[0.0001539518,0.00027188886,0.0000019626032,0.00019090244,0.00003314932,0.0000035537637,0.001022486,0.000030490512,0.00089184294,0.0016974894,0.9952913,0.00041101684],"about_ca_topic_score_codex":0.00020042165,"about_ca_topic_score_gemma":0.0011537159,"teacher_disagreement_score":0.8435066,"about_ca_system_score_codex":0.00018125954,"about_ca_system_score_gemma":0.0005230816,"threshold_uncertainty_score":0.9998926},"labels":[],"label_agreement":null},{"id":"W2754772380","doi":"10.4018/978-1-5225-3437-2.ch004","title":"An Exemplary Interface for All","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in human and social aspects of technology book series","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Electronic Arts (Canada)","funders":"","keywords":"Interface (matter); Semiotics; Computer science; Video game; Human–computer interaction; Multimedia; Software; Interface design; User interface; Computer graphics (images); World Wide Web; Operating system; Linguistics","score_opus":0.027389224372888,"score_gpt":0.36844645105581997,"score_spread":0.341057226682932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754772380","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008112985,0.01916672,0.000029989713,0.0075033023,0.00023893062,0.00083111867,0.000042075495,0.0004163649,0.9709602],"genre_scores_gemma":[0.72490513,0.06393634,0.003678334,0.00028904926,0.00035285176,0.00023883647,0.00009141801,0.00012261364,0.20638542],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988441,0.0000189494,0.0003510532,0.00036042408,0.00013487354,0.0002906193],"domain_scores_gemma":[0.9987416,0.000058075955,0.0005006132,0.0005430876,0.00012133829,0.000035254936],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00023455289,0.00023515629,0.00057419465,0.00039365664,0.00088051934,0.00003097502,0.0011330764,0.0010754403,0.00010340759],"category_scores_gemma":[0.00007139628,0.00026778475,0.00007874968,0.000019600624,0.005269556,0.00070260855,0.0002190053,0.000495541,0.0000026603557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023240718,0.000024408695,0.00005622639,0.000046020832,0.000025990019,0.0000034224868,0.0020070488,7.4900456e-8,0.000097979,0.9782053,0.00009540439,0.019414863],"study_design_scores_gemma":[0.00017317319,0.000121915364,0.000010201303,0.0000481434,0.000013462807,0.0000010049275,0.00091372296,3.7861187e-7,0.00022948724,0.45398813,0.5443466,0.00015378986],"about_ca_topic_score_codex":0.00006268808,"about_ca_topic_score_gemma":0.010552383,"teacher_disagreement_score":0.76457477,"about_ca_system_score_codex":0.000075117285,"about_ca_system_score_gemma":0.00008752978,"threshold_uncertainty_score":0.9999774},"labels":[],"label_agreement":null},{"id":"W2785256423","doi":"10.4000/books.pum.6322","title":"Les enfants et leurs écrans","year":2011,"lang":"fr","type":"book","venue":"Presses de l’Université de Montréal eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Political science","score_opus":0.06133896070419814,"score_gpt":0.26266100758935557,"score_spread":0.20132204688515742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785256423","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0071361675,0.0056949626,0.0006728533,0.0021154608,0.0002658197,0.00045471927,0.00008988806,0.00038609558,0.98318404],"genre_scores_gemma":[0.2041727,0.011149053,0.002578155,0.000575727,0.00012311059,0.000027391345,0.00006145647,0.000084810206,0.7812276],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99715096,0.0008322961,0.00033209342,0.00050801755,0.00035827144,0.0008183673],"domain_scores_gemma":[0.9975567,0.0005780973,0.00040202576,0.0009269272,0.0001479307,0.00038835645],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00046644468,0.0004594869,0.0005216354,0.00024041854,0.0011391247,0.000047485584,0.0021076617,0.0013093912,0.009689803],"category_scores_gemma":[0.00011350971,0.0005483957,0.0003051414,0.00008391989,0.0016360935,0.00012147416,0.001023009,0.0010889681,0.00040204945],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019383825,0.00016609358,0.0045293397,0.00012826928,0.0004406204,0.0002826712,0.09808789,0.000021716782,0.00052000064,0.643777,0.025900487,0.22595209],"study_design_scores_gemma":[0.00072038226,0.000078831414,0.005088079,0.00017823331,0.00031571116,0.000035887686,0.002572725,0.0002712936,0.00050806114,0.01618177,0.97346973,0.0005792937],"about_ca_topic_score_codex":0.07941109,"about_ca_topic_score_gemma":0.1197868,"teacher_disagreement_score":0.94756925,"about_ca_system_score_codex":0.0015081306,"about_ca_system_score_gemma":0.0005115906,"threshold_uncertainty_score":0.9999871},"labels":[],"label_agreement":null},{"id":"W2785538540","doi":"","title":"Overview of strategies and access technologies - results from BREAD (invited)","year":2005,"lang":"en","type":"article","venue":"Ghent University Academic Bibliography (Ghent University)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universitat Politècnica de València; Instituto de Telecomunicações; Technische Universität Berlin; Universidad de Cantabria; University of Toronto; Lunds Universitet; Technische Universität Dresden; Institute for Infocomm Research; Georgia Institute of Technology; Technische Universiteit Delft; Aalborg Universitet; University of Twente; Keio University; Universitat de València; Samsung Advanced Institute of Technology; National and Kapodistrian University of Athens; Kingston University; University of Texas at Austin; Samsung; University of Pittsburgh","keywords":"Computer science; Data science","score_opus":0.08568966387954234,"score_gpt":0.3245708303485118,"score_spread":0.23888116646896945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785538540","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83854854,0.008958771,0.0019210574,0.06256356,0.0002939204,0.0010936937,0.00070405676,0.0023616492,0.08355472],"genre_scores_gemma":[0.8020606,0.19635181,0.0010985262,0.000113443464,0.00002748292,1.87729e-7,0.00003634636,0.0000072787116,0.00030432077],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981523,0.00034376822,0.00025699285,0.00047183843,0.00038232704,0.00039272828],"domain_scores_gemma":[0.9983577,0.00039999792,0.00038105185,0.00054088933,0.0001719998,0.00014834432],"candidate_categories":["metaepi_narrow","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.0004171203,0.0002059078,0.00031704598,0.013818207,0.00058050535,0.0000674712,0.002219147,0.0006841033,0.0000767916],"category_scores_gemma":[0.000057668112,0.0002515894,0.00017094785,0.017059356,0.0018673234,0.0020741127,0.00096141966,0.0007090229,0.000007524398],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00078173657,0.0006107393,0.12341599,0.00009854767,0.00078809884,0.000074606134,0.012684747,0.00007392595,0.0014879542,0.7061162,0.048638187,0.10522928],"study_design_scores_gemma":[0.0016967388,0.000038139122,0.018497232,0.000115541996,0.00013487636,7.743508e-7,0.052663684,0.000061773506,0.00028146332,0.0036294474,0.92254055,0.00033980407],"about_ca_topic_score_codex":0.0057996297,"about_ca_topic_score_gemma":0.0018740209,"teacher_disagreement_score":0.8739023,"about_ca_system_score_codex":0.0000949431,"about_ca_system_score_gemma":0.00010994414,"threshold_uncertainty_score":0.9999936},"labels":[],"label_agreement":null},{"id":"W2793028805","doi":"10.21037/aes.2018.ab101","title":"AB101. Portable closed-circuit TV versus iPad in spot reading tasks","year":2018,"lang":"en","type":"article","venue":"Annals of Eye Science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre intégré de santé et de services sociaux de la Montérégie-Centre; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Centre Intégré de Santé et de Services Sociaux des Laurentides; Université de Montréal; Santé Montérégie; MAB-Mackay Rehabilitation Centre","funders":"","keywords":"Closed circuit; Reading (process); Computer science; Computer hardware; Telecommunications; Political science","score_opus":0.1813439121060861,"score_gpt":0.45231263883825895,"score_spread":0.27096872673217287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793028805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69394153,0.00009454006,0.000030753425,0.0047887433,0.0004196371,0.00012923859,0.0000021138678,0.00006342195,0.30053],"genre_scores_gemma":[0.9982326,0.00022160744,0.00053435017,0.00025030048,0.000061673265,0.0000057386624,7.835964e-7,0.000003796667,0.0006891745],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984818,0.00007845426,0.00024495347,0.00025700248,0.00045905914,0.0004786976],"domain_scores_gemma":[0.9986909,0.00017590789,0.00015437702,0.0005184589,0.0003458636,0.000114478215],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0028320986,0.00006965279,0.0001415672,0.00031907298,0.0004607809,0.00004160113,0.0013535497,0.00009022638,0.00044718076],"category_scores_gemma":[0.0021195814,0.00007143354,0.000032703017,0.0017251205,0.0035629456,0.0004628094,0.00015741559,0.0001411559,0.00012316256],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006534787,0.0002584563,0.038828894,0.000009216178,0.000011174733,0.000007005103,0.027607465,0.0000037347345,0.021022797,0.7954005,0.004029353,0.11275606],"study_design_scores_gemma":[0.0017174511,0.0006348169,0.15732223,0.00017661629,0.000013570534,0.0000014728298,0.015558374,0.0012612125,0.13018802,0.053902097,0.6383181,0.00090604613],"about_ca_topic_score_codex":0.0042831497,"about_ca_topic_score_gemma":0.003578744,"teacher_disagreement_score":0.7414984,"about_ca_system_score_codex":0.000031355165,"about_ca_system_score_gemma":0.00040912096,"threshold_uncertainty_score":0.9991488},"labels":[],"label_agreement":null},{"id":"W2793213130","doi":"10.17705/1jais.00484","title":"Design and Validation of the Bright Internet","year":2018,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"Korea Advanced Institute of Science and Technology; Electronics and Telecommunications Research Institute; Carnegie Mellon University","keywords":"The Internet; Anonymity; Internet privacy; Internet governance; Computer security; Computer science; Privacy by Design; Information privacy; World Wide Web","score_opus":0.030130602026929496,"score_gpt":0.29711777595980393,"score_spread":0.2669871739328744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793213130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68004847,0.00037102474,0.16018592,0.050056513,0.021121938,0.00627455,0.000047665137,0.00013550736,0.08175843],"genre_scores_gemma":[0.99851,0.000017039418,0.00032380418,0.00007340331,0.000098120014,0.000005003447,5.9502344e-7,0.0000016366117,0.0009703954],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987844,0.00033437033,0.0004591951,0.00001850424,0.00033670868,0.0000667842],"domain_scores_gemma":[0.9965756,0.0003211012,0.0020272944,0.00011619627,0.00094259036,0.000017212204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031383217,0.00003272597,0.0000938113,0.000069382455,0.00023147643,0.00007033406,0.00037578776,0.00009021799,0.0000045785923],"category_scores_gemma":[0.0015270978,0.000019086503,0.00005729595,0.00018131842,0.00008339872,0.0005041457,0.00003705492,0.000077940575,0.0000044827852],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018960777,0.000114951516,0.12407008,0.00013145129,0.00054854783,2.6325523e-8,0.22512999,0.0007782764,0.0011526664,0.5032929,0.12580603,0.018785449],"study_design_scores_gemma":[0.0010100616,0.00007801017,0.01289403,0.00012055801,0.000059180955,0.00000513247,0.0050896434,0.003992686,0.009137237,0.001820779,0.96570665,0.000086021],"about_ca_topic_score_codex":0.000080099875,"about_ca_topic_score_gemma":0.000015131065,"teacher_disagreement_score":0.8399006,"about_ca_system_score_codex":0.00018317046,"about_ca_system_score_gemma":0.00010093368,"threshold_uncertainty_score":0.18281889},"labels":[],"label_agreement":null},{"id":"W2793543944","doi":"","title":"Shape shifting smartphones: Riding the waves in post-‐secondary education","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Higher education; Teaching method; Pedagogy; Computer science; Human–computer interaction; Sociology; Political science","score_opus":0.01003228594745247,"score_gpt":0.26693759549005724,"score_spread":0.25690530954260477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793543944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92360896,0.0027945004,0.0000048619263,0.066785425,0.00019381674,0.000085182146,1.9730106e-7,0.000025503077,0.006501553],"genre_scores_gemma":[0.99879503,0.0003039801,0.00043386593,0.0001298244,0.000048706963,0.000006840615,6.397333e-7,0.00000589307,0.00027519307],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999261,0.00015341557,0.00021472374,0.00007403582,0.00005933151,0.00023746263],"domain_scores_gemma":[0.9992121,0.00017903233,0.00017445265,0.00010144518,0.00020741762,0.00012555097],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063053705,0.000057036978,0.00011583152,0.00074031274,0.0005516933,0.00006361057,0.00036187426,0.00018414523,0.00045254637],"category_scores_gemma":[0.0018237374,0.000047074875,0.000020016632,0.0004683556,0.00054452097,0.0001327084,0.000024971929,0.00085554714,0.000016993128],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.662094e-7,0.000008733317,0.19628485,0.0000037536804,0.000011068336,0.000005525768,0.00812812,0.0000010096351,0.00029835032,0.019011898,0.0003366193,0.7759091],"study_design_scores_gemma":[0.00044968462,0.00014652277,0.05119792,0.00015292624,0.000015510812,0.00016721185,0.32018194,0.0003053664,0.00014049895,0.016645769,0.6103561,0.00024058209],"about_ca_topic_score_codex":0.018587133,"about_ca_topic_score_gemma":0.10322512,"teacher_disagreement_score":0.7756685,"about_ca_system_score_codex":0.000083606756,"about_ca_system_score_gemma":0.001784886,"threshold_uncertainty_score":0.9879482},"labels":[],"label_agreement":null},{"id":"W2793924535","doi":"10.22215/etd/2017-12232","title":"NotesKB: Web-Based Semantic Annotation Tool for Online Multimedia Learning Content","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Saudi Arabian Cultural Bureau","keywords":"Usability; Computer science; USable; World Wide Web; Multimedia; Semantic Web; Annotation; Web usability; Usability lab; Key (lock); Usability engineering; Human–computer interaction; Artificial intelligence","score_opus":0.0809249811761428,"score_gpt":0.38937091310371996,"score_spread":0.3084459319275772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793924535","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72750574,0.001648943,0.009892265,0.0335239,0.010962345,0.0136904,0.0003613486,0.0052621225,0.19715294],"genre_scores_gemma":[0.8215345,0.00049777754,0.032324135,0.00028573765,0.0003626183,0.00048403407,0.009850977,0.00007056133,0.13458963],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984754,0.00016834914,0.00037802372,0.00032099013,0.00033246132,0.00032478763],"domain_scores_gemma":[0.997411,0.0007956997,0.0005840057,0.0005133467,0.00061910675,0.00007680213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063700334,0.00020761168,0.00033722355,0.00023164107,0.0011000816,0.00012336316,0.00075734337,0.0006499212,0.0004940343],"category_scores_gemma":[0.005276977,0.000209264,0.0001685387,0.00009352054,0.00018318092,0.000122189,0.000016167047,0.00045953316,0.000080216094],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022384511,0.00046289375,0.0029267624,0.00023733213,0.00011502532,0.000002703749,0.007916885,0.000028577704,0.0065763798,0.008806511,0.0028111727,0.9698919],"study_design_scores_gemma":[0.0047857068,0.00020589713,0.0142414095,0.00042217897,0.00023360307,3.560811e-7,0.017248368,0.097781345,0.0024922024,0.00066818926,0.86077356,0.0011471855],"about_ca_topic_score_codex":0.0020113497,"about_ca_topic_score_gemma":0.052071948,"teacher_disagreement_score":0.96874475,"about_ca_system_score_codex":0.00010111605,"about_ca_system_score_gemma":0.0006459362,"threshold_uncertainty_score":0.9652253},"labels":[],"label_agreement":null},{"id":"W2796082891","doi":"10.29007/mcs1","title":"User Study of Emotional Visualization Dashboard for Educational Software","year":2018,"lang":"en","type":"paratext","venue":"EasyChair preprint","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Industry Canada","keywords":"Dashboard; Visualization; Computer science; Learning analytics; Human–computer interaction; Eye tracking; Data visualization; Software; World Wide Web; Multimedia; Data science; Artificial intelligence","score_opus":0.05133651636026367,"score_gpt":0.41433336087278566,"score_spread":0.362996844512522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2796082891","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05017121,0.00058401254,0.678511,0.0121460045,0.017407648,0.016757224,0.0005376755,0.00071273744,0.22317244],"genre_scores_gemma":[0.86720973,0.00014303383,0.0071799923,0.00013530927,0.0011393029,0.0010417189,0.00063415465,0.000045548764,0.1224712],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99812067,0.00032973237,0.0004643355,0.0004377275,0.00043285973,0.00021469209],"domain_scores_gemma":[0.99751663,0.0003434962,0.00047526063,0.0007782589,0.0008076943,0.00007866999],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00067567755,0.00016834072,0.00029382642,0.00022125249,0.0003870695,0.000032436998,0.00088831026,0.0003862405,0.010186498],"category_scores_gemma":[0.00093899114,0.0001853236,0.000109643195,0.00022808956,0.0003420702,0.00007201189,0.0002469107,0.00018104834,0.0012745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001384982,0.007135859,0.012820298,0.00027812386,0.0005028535,1.6182372e-7,0.06625363,0.0021841072,0.000044623033,0.1299033,0.77006286,0.0106757],"study_design_scores_gemma":[0.00088346814,0.00022552467,0.0073826895,0.00012338956,0.000016034472,4.1941666e-7,0.0040328884,0.00025145177,0.00006350307,0.0036810571,0.9829959,0.00034363844],"about_ca_topic_score_codex":0.00059131085,"about_ca_topic_score_gemma":0.0015451433,"teacher_disagreement_score":0.81703854,"about_ca_system_score_codex":0.0001468348,"about_ca_system_score_gemma":0.00076835527,"threshold_uncertainty_score":0.99950314},"labels":[],"label_agreement":null},{"id":"W2799592038","doi":"10.5210/fm.v22i5.6182","title":"Interactive documentaries and the connected viewer experience: Conversations with Katerina Cizek, Brett Gaylor, Jeff Soyk, and Florian Thalhofer","year":2018,"lang":"en","type":"article","venue":"First Monday","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Field (mathematics); The Internet; Consumption (sociology); Advertising; Order (exchange); Interactive media; Media studies; New media; Sociology; Art; Visual arts; Multimedia; Computer science; Aesthetics; World Wide Web; Business","score_opus":0.010815175433036844,"score_gpt":0.287146054105711,"score_spread":0.27633087867267414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799592038","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96437955,0.00016451374,0.00009806021,0.029082643,0.0003384191,0.0004107757,0.000007013343,0.00010190344,0.0054171216],"genre_scores_gemma":[0.9980293,0.00024690016,0.00051013194,0.00046545424,0.00007668343,0.00010669857,0.0000053321573,0.000006796377,0.00055271876],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992236,0.00016306595,0.0001225332,0.00017972066,0.00013616029,0.00017491133],"domain_scores_gemma":[0.9989636,0.00041999694,0.00007837595,0.0003454268,0.00012863704,0.00006394783],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023361997,0.00009659531,0.00013670488,0.000047070673,0.0010390128,0.00012228116,0.0003016551,0.00007560456,0.0010801494],"category_scores_gemma":[0.0003084314,0.00006293508,0.000015248456,0.0001634148,0.0037100532,0.0002532431,0.0001789993,0.00013631444,0.000026915219],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001879292,0.000024442865,0.005726005,0.0000043891123,0.000049081722,0.0000013016884,0.9734991,6.081813e-8,0.00004675072,0.016595336,0.0016831625,0.0021824355],"study_design_scores_gemma":[0.0017140016,0.00009334575,0.0077754245,0.000028087028,0.000023268181,0.0000059822632,0.04787293,0.00021765509,0.0005113569,0.0016477349,0.9399487,0.00016154785],"about_ca_topic_score_codex":0.0042765876,"about_ca_topic_score_gemma":0.0044708108,"teacher_disagreement_score":0.9382655,"about_ca_system_score_codex":0.00003512786,"about_ca_system_score_gemma":0.00004174254,"threshold_uncertainty_score":0.999833},"labels":[],"label_agreement":null},{"id":"W28118798","doi":"10.1177/0049475516688148","title":"Automatic camera control for capturing collaborative meetings","year":2009,"lang":"en","type":"article","venue":"Tropical Doctor","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Context (archaeology); Video production; Automation; Focus (optics); Multimedia; Artificial intelligence; Smart camera; Post-production; Computer vision; Human–computer interaction; Engineering","score_opus":0.019730988698909692,"score_gpt":0.3385200621633967,"score_spread":0.318789073464487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W28118798","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83523464,0.000384688,0.005416388,0.11973036,0.0004089713,0.0021041583,0.000030386653,0.001182371,0.03550803],"genre_scores_gemma":[0.9913984,0.000021865555,0.006791398,0.0010872061,0.00012303876,0.00005793487,0.000002075466,0.0000043213754,0.0005137809],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992083,0.00012321053,0.00016902461,0.00012481246,0.00013577536,0.0002389176],"domain_scores_gemma":[0.99917626,0.0003705614,0.00006629471,0.0001763177,0.00011647611,0.00009406029],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011618846,0.00007035271,0.00016478739,0.000041580213,0.0002867856,0.00003839504,0.0002868514,0.00010715299,0.0002808365],"category_scores_gemma":[0.0009638888,0.000063323685,0.000047515205,0.00016110478,0.00018336908,0.000062025996,0.000011303479,0.000102558806,0.00004460904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050264127,0.00015587555,0.0024310725,0.000008576533,0.00003200571,0.0000018000098,0.008984085,0.0000028727486,0.0012542289,0.89464957,0.0031752114,0.08925446],"study_design_scores_gemma":[0.00409643,0.00039999146,0.06013728,0.000041082418,0.000059027578,8.183825e-7,0.0029512616,0.0077746254,0.00087802275,0.022125471,0.90107536,0.00046060377],"about_ca_topic_score_codex":0.00011387476,"about_ca_topic_score_gemma":0.00029148723,"teacher_disagreement_score":0.89790016,"about_ca_system_score_codex":0.000070813796,"about_ca_system_score_gemma":0.0000848512,"threshold_uncertainty_score":0.30749628},"labels":[],"label_agreement":null},{"id":"W2883389474","doi":"10.5539/ass.v14n8p1","title":"CMC and Its Psychological Motives in Communication: A Case Study in Japanese Mobile Phone-E-Mail","year":2018,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Australian Research Council; University of Queensland","keywords":"Mobile phone; Psychology; Phone; Variety (cybernetics); Context (archaeology); Advertising; Mail order; Order (exchange); Internet privacy; Electronic mail; Sentence; Mobile telephony; Social psychology; Business; Computer science; Telecommunications; Linguistics; Mobile radio; History","score_opus":0.06098844460513304,"score_gpt":0.4340955610794732,"score_spread":0.3731071164743402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2883389474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8616816,0.00008564394,8.842676e-7,0.0019715512,0.00006157738,0.00047214085,8.223771e-7,0.00005513673,0.13567063],"genre_scores_gemma":[0.99939054,0.000063284446,0.00019001501,0.000108346714,0.000044892815,0.00010386171,3.0163147e-7,0.0000036020617,0.000095160445],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99827325,0.00055642787,0.00021991698,0.0003196782,0.00028371724,0.00034703268],"domain_scores_gemma":[0.9992543,0.00013829538,0.000077769684,0.00032658468,0.00010907729,0.000093962175],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0021619117,0.000083481216,0.00015319428,0.00020516857,0.0011992478,0.00007650573,0.00095956284,0.00012305274,0.00013602647],"category_scores_gemma":[0.00048978534,0.00008225673,0.000016252474,0.001971301,0.003842836,0.00033162785,0.00032166095,0.00026683163,0.000038737806],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015147716,0.0010421138,0.037806034,0.000001760054,0.0000028004915,0.00010763027,0.8043667,4.381051e-8,0.00026716347,0.01841175,0.000061684805,0.13791713],"study_design_scores_gemma":[0.0008839915,0.00018001387,0.27020952,0.000010402578,0.0000028725115,0.000034617748,0.72510386,0.000052399817,0.000024255225,0.0016265905,0.001667383,0.00020411873],"about_ca_topic_score_codex":0.0035791923,"about_ca_topic_score_gemma":0.0401338,"teacher_disagreement_score":0.23240347,"about_ca_system_score_codex":0.00012407823,"about_ca_system_score_gemma":0.000099986064,"threshold_uncertainty_score":0.9988681},"labels":[],"label_agreement":null},{"id":"W2897181789","doi":"10.3968/10433","title":"Research on Educational Television Development Strategy Based on E-Learning","year":2018,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"The Internet; Interactive television; Function (biology); Lifelong learning; Computer science; Multimedia; Distance education; Mathematics education; World Wide Web; Psychology; Pedagogy","score_opus":0.12078599883914816,"score_gpt":0.48618410688987485,"score_spread":0.3653981080507267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897181789","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09646454,0.000012772391,0.000010628959,0.011615629,0.00066861254,0.0001980443,4.1488977e-7,0.000051466162,0.8909779],"genre_scores_gemma":[0.98753005,0.0000049714986,0.001113052,0.00029699918,0.00042660965,0.0000416854,0.000004592849,0.000005424055,0.010576609],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977266,0.0003255254,0.00019176332,0.00026791837,0.0011701639,0.0003180019],"domain_scores_gemma":[0.9980958,0.0003819128,0.00012189544,0.00021526626,0.001073654,0.000111461675],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002620934,0.00006752566,0.00008068086,0.0004993036,0.0027383862,0.00007111826,0.00078837835,0.00010184244,0.0028782329],"category_scores_gemma":[0.0004383326,0.00006739706,0.000021428312,0.0018933199,0.0029941844,0.0001321281,0.000056806595,0.00027481455,0.00036762745],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010234668,0.00037345383,0.0008659558,0.0000024100693,0.0000010647346,1.4701863e-8,0.004807225,0.0000030149467,0.0005303701,0.95060945,0.002317042,0.040479753],"study_design_scores_gemma":[0.00014089118,0.0001743725,0.3147053,0.000054531512,0.0000014735382,4.3546727e-8,0.005057008,0.00004771627,0.0026844474,0.003759844,0.67323256,0.00014176953],"about_ca_topic_score_codex":0.00021991842,"about_ca_topic_score_gemma":0.00002052463,"teacher_disagreement_score":0.94684964,"about_ca_system_score_codex":0.00045065483,"about_ca_system_score_gemma":0.0052908645,"threshold_uncertainty_score":0.9997191},"labels":[],"label_agreement":null},{"id":"W2898189081","doi":"","title":"Rich Prospect Browser for Studying Interface Design","year":2012,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; University of Victoria; University of Alberta","funders":"","keywords":"Computer science; Interface (matter); Human–computer interaction; Operating system","score_opus":0.17867541173473322,"score_gpt":0.41817121964017717,"score_spread":0.23949580790544395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898189081","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16287681,0.0009640128,0.52595437,0.017321886,0.0010685398,0.00355269,0.0000015833122,0.0013969566,0.28686312],"genre_scores_gemma":[0.94623274,0.000025261028,0.049041804,0.00010451696,0.00006257946,0.000097087475,3.2258862e-7,0.0000047890653,0.004430927],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994728,0.00009004338,0.000079185585,0.00006340468,0.00007508955,0.00021945278],"domain_scores_gemma":[0.999433,0.00027350427,0.000029074286,0.00016945844,0.000045720713,0.00004927391],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081854325,0.0000386771,0.00006011607,0.000032763164,0.00025492796,0.000018309447,0.00027151234,0.00005073953,0.00032600953],"category_scores_gemma":[0.0002818901,0.000033238037,0.000017932505,0.000113944785,0.000084936575,0.000119695644,0.00005120994,0.0000577128,0.00010344177],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000431481,0.000713271,0.086964406,0.000014122219,0.000076934695,1.1317863e-7,0.10246077,0.0000058083647,0.0037764001,0.6283628,0.04204115,0.13554113],"study_design_scores_gemma":[0.0009758966,0.000119665725,0.008039648,0.000012454482,0.000028171316,7.44152e-7,0.030802224,0.000833096,0.02232592,0.007309013,0.92914253,0.00041061064],"about_ca_topic_score_codex":0.0001236064,"about_ca_topic_score_gemma":0.00018527919,"teacher_disagreement_score":0.8871014,"about_ca_system_score_codex":0.0000397186,"about_ca_system_score_gemma":0.000026057485,"threshold_uncertainty_score":0.35695755},"labels":[],"label_agreement":null},{"id":"W2907265441","doi":"10.1007/978-1-4842-4069-4_9","title":"Server-Side Rendering","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"JavaScript; Computer science; Scripting language; Upload; Blank; Rendering (computer graphics); Download; Server-side; Client-side; World Wide Web; Parsing; Operating system; Web page; Computer graphics (images); Programming language; Engineering","score_opus":0.06849082573106426,"score_gpt":0.3091291373833448,"score_spread":0.24063831165228056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907265441","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006176952,0.00029936517,0.000018011258,0.00046541373,0.0004048473,0.00028381345,0.0000058284922,0.00031916308,0.99814177],"genre_scores_gemma":[0.030445173,0.00021913707,0.00027537046,0.00022475321,0.0001492509,0.000012698203,0.000010361812,0.00003829984,0.96862495],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989923,0.000041799045,0.0002045943,0.00024765832,0.00028166382,0.00023195801],"domain_scores_gemma":[0.99863535,0.00015394698,0.00017168009,0.0008963918,0.00006741576,0.00007523939],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022645152,0.00016486508,0.0002426117,0.00010621729,0.00022797925,0.00004057747,0.000864934,0.0005895481,0.0006246926],"category_scores_gemma":[0.000049250095,0.0001810915,0.00010320391,0.000006763509,0.00034475815,0.00003238476,0.00029719973,0.00047474017,0.00066314783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002181444,0.0000022318202,0.0000048431125,0.000011713841,0.000027952854,0.0000024282565,0.0012188611,2.0508016e-7,0.000047174446,0.9669315,0.0009890638,0.030761799],"study_design_scores_gemma":[0.00010388683,0.0000068319036,0.0000069050134,0.00006853352,0.000016843263,6.5359825e-7,0.000083547755,0.000005637692,0.000079641315,0.035592865,0.9638375,0.00019714978],"about_ca_topic_score_codex":0.00059742643,"about_ca_topic_score_gemma":0.0021297946,"teacher_disagreement_score":0.9628484,"about_ca_system_score_codex":0.00007287718,"about_ca_system_score_gemma":0.00019203215,"threshold_uncertainty_score":0.8523645},"labels":[],"label_agreement":null},{"id":"W2911417019","doi":"","title":"Proceedings of the 2008 Ambi-Sys workshop on Ambient media delivery and interactive television","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Entertainment; Computer science; Multimedia; Interactive television; Broadcasting (networking); Set (abstract data type); Interactive media; Internet television; World Wide Web; Human–computer interaction; Telecommunications; Digital television; Computer network","score_opus":0.0364346188066816,"score_gpt":0.29722232054515124,"score_spread":0.26078770173846966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911417019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.948676,0.00006886918,0.0000067332367,0.0051440876,0.000108261374,0.00018594832,7.843456e-7,0.000055922435,0.045753412],"genre_scores_gemma":[0.99643475,0.0017247195,0.00040604224,0.00025513276,0.000022747497,0.000008256237,3.70857e-7,0.0000035342134,0.0011444782],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994013,0.000032222175,0.00012563779,0.00011430699,0.00021309685,0.000113449496],"domain_scores_gemma":[0.99930185,0.0003066616,0.00008909664,0.00012704021,0.00013220061,0.000043173113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017706808,0.000055752465,0.0000929059,0.0000627161,0.00029115556,0.000009549552,0.00032349734,0.00008896013,0.00014440414],"category_scores_gemma":[0.0005454633,0.000036959038,0.0000307906,0.00024488106,0.0006137804,0.000096861855,0.00014522069,0.00017023225,0.000013422638],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019656333,0.0009774392,0.08620666,0.000022162852,0.00008339015,0.0000032250864,0.21043415,0.0000018468994,0.011089202,0.20001742,0.07653798,0.41442993],"study_design_scores_gemma":[0.0021066235,0.00023421652,0.40364984,0.0005798265,0.000044017117,0.000020119765,0.124807164,0.0010305211,0.049674723,0.0039142407,0.41320726,0.00073145883],"about_ca_topic_score_codex":0.00043731835,"about_ca_topic_score_gemma":0.00058945257,"teacher_disagreement_score":0.4136985,"about_ca_system_score_codex":0.000035076657,"about_ca_system_score_gemma":0.000035866397,"threshold_uncertainty_score":0.22614993},"labels":[],"label_agreement":null},{"id":"W2911680725","doi":"","title":"Proceedings of International Conference on Making Sense of Converging Media","year":2013,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Media studies; Discipline; Political science; Order (exchange); Social media; Pleasure; Sociology; Social science; Computer science; Law; Business; Psychology","score_opus":0.06530019781588224,"score_gpt":0.35060804336754614,"score_spread":0.2853078455516639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911680725","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40548578,0.0000035309367,0.000025367663,0.0062695746,0.00009712239,0.000090579015,7.272503e-7,0.000044449505,0.5879829],"genre_scores_gemma":[0.99685603,0.000068960304,0.0025667003,0.00009417263,0.000014289456,0.000005669815,6.03926e-7,0.0000018093812,0.00039174015],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.999574,0.00000972876,0.00012746218,0.000056802684,0.00016413655,0.000067884954],"domain_scores_gemma":[0.9994164,0.00009767979,0.00010595008,0.000058594145,0.0003028096,0.00001854496],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001616319,0.000029400217,0.000069327405,0.00007766645,0.000032009302,0.000009835471,0.00023475038,0.000050324055,0.0031027808],"category_scores_gemma":[0.00028065706,0.000026509555,0.000016221511,0.000083719024,0.00025570334,0.000081123224,0.000050738967,0.000058155187,0.00003208725],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021536252,0.000022542203,0.003991915,0.0000028389657,0.0000057535854,4.4492662e-8,0.0053441427,6.056534e-8,0.00543414,0.9785115,0.0006111272,0.0060737636],"study_design_scores_gemma":[0.0035448761,0.000258387,0.08752904,0.00082270836,0.00004267331,0.0000063967086,0.4061912,0.03562791,0.16282211,0.1728128,0.12923509,0.0011068104],"about_ca_topic_score_codex":0.0005781178,"about_ca_topic_score_gemma":0.0001146926,"teacher_disagreement_score":0.8056987,"about_ca_system_score_codex":0.000014125641,"about_ca_system_score_gemma":0.000027089458,"threshold_uncertainty_score":0.9978085},"labels":[],"label_agreement":null},{"id":"W2914391323","doi":"10.1109/bigdia.2018.8632803","title":"Channel Predictions for Cable TV Users by Modified Speed Algorithms","year":2018,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Computer science; Computation; Algorithm; Channel (broadcasting); Process (computing); Markov process; Speedup; Markov chain; Telecommunications; Parallel computing; Machine learning; Mathematics","score_opus":0.06641670699630514,"score_gpt":0.35197717379562854,"score_spread":0.2855604667993234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914391323","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044218795,0.000106381856,0.34723666,0.038037244,0.0014387592,0.0014118947,0.000091452486,0.0014849819,0.6057707],"genre_scores_gemma":[0.937882,0.00012281306,0.008037491,0.00052703114,0.00027180774,0.00007913265,0.000029848215,0.000010827829,0.053039066],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994029,0.000037395264,0.00010490999,0.00012649343,0.000104961735,0.0002233472],"domain_scores_gemma":[0.9994028,0.00010294978,0.000036756504,0.00024919308,0.00013104237,0.00007723705],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026634955,0.00005089617,0.00007747604,0.00005353313,0.0006364328,0.000025669953,0.00034279385,0.000128688,0.0009850558],"category_scores_gemma":[0.00018513284,0.00004905091,0.000031905667,0.00018293461,0.0004260168,0.00008997019,0.000039600232,0.00006126691,0.00007912905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017286542,0.00019774862,0.000114536226,0.0000035602238,0.000049163024,1.0729819e-7,0.008425812,0.000031902226,0.0005071074,0.10183368,0.87958115,0.009237968],"study_design_scores_gemma":[0.00051388517,0.000073239855,0.00004298636,0.000002796267,0.000009030201,2.2502834e-7,0.004481787,0.11463964,0.0011339068,0.0042168195,0.8747666,0.00011910421],"about_ca_topic_score_codex":0.008143663,"about_ca_topic_score_gemma":0.0028399746,"teacher_disagreement_score":0.9334601,"about_ca_system_score_codex":0.000042314714,"about_ca_system_score_gemma":0.000061271036,"threshold_uncertainty_score":0.9999282},"labels":[],"label_agreement":null},{"id":"W2915767977","doi":"","title":"Proceedings of the 5th International Conference on Active Media Technology","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Political science; Engineering ethics; Computer science; Media studies; Engineering; Sociology","score_opus":0.05299590613439901,"score_gpt":0.3638280440580023,"score_spread":0.31083213792360326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915767977","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12371129,0.0000032056091,0.00000645095,0.119660415,0.000115990384,0.00010649949,0.000001204514,0.00010666034,0.7562883],"genre_scores_gemma":[0.9981719,0.000070341885,0.0005965642,0.0003138888,0.000018396031,0.0000050134345,3.7579335e-7,0.0000011649379,0.0008223305],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995861,0.000008896358,0.00008228835,0.000075686614,0.00016350638,0.00008353313],"domain_scores_gemma":[0.9995852,0.00003695548,0.00007412572,0.00010478139,0.00018253847,0.000016407766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010497789,0.000035458892,0.000057188914,0.000092146,0.00009288932,0.000008041001,0.00081544626,0.00010762583,0.00045526138],"category_scores_gemma":[0.0004124168,0.000024224442,0.000019420726,0.0002653151,0.00040748148,0.000048874095,0.000055666493,0.00014352649,0.000014926997],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038194057,0.00003563779,0.00058468245,1.3741663e-7,0.0000028477064,2.2423446e-8,0.0017033772,1.5771471e-8,0.001644773,0.9581531,0.0004267847,0.037444785],"study_design_scores_gemma":[0.000849774,0.00015591495,0.044518292,0.0000649125,0.0000121634,0.0000019958154,0.0605001,0.00033905247,0.095856786,0.64383024,0.15360464,0.00026615016],"about_ca_topic_score_codex":0.00005142998,"about_ca_topic_score_gemma":0.00022216263,"teacher_disagreement_score":0.87446064,"about_ca_system_score_codex":0.00003156498,"about_ca_system_score_gemma":0.000049368795,"threshold_uncertainty_score":0.4984793},"labels":[],"label_agreement":null},{"id":"W2916030173","doi":"","title":"Proceedings of the 7th international conference on Active media technology","year":2011,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Political science; Media studies; Engineering ethics; Sociology; Engineering","score_opus":0.1070230264096883,"score_gpt":0.33614573644708867,"score_spread":0.22912271003740037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916030173","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13172533,0.000001913085,0.000007373179,0.012457468,0.00015988601,0.00009678198,0.0000014116313,0.00008984906,0.85546],"genre_scores_gemma":[0.99800074,0.00005452737,0.0009915787,0.00009533118,0.000011818231,0.00001325659,2.4844857e-7,0.0000019330446,0.0008305382],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99961567,0.000009882242,0.00008142051,0.000074916235,0.00013762938,0.000080461796],"domain_scores_gemma":[0.9995601,0.00003272731,0.00008072033,0.000111602865,0.00019820603,0.00001665058],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001120516,0.00003458137,0.000053450407,0.00009049257,0.000082425635,0.0000040516265,0.0009133925,0.000108850436,0.0015894792],"category_scores_gemma":[0.00036235372,0.000023333907,0.000018418796,0.00021901487,0.000706844,0.000049887454,0.00012622554,0.00013396963,0.000025562009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005085452,0.000038800845,0.0033779838,2.7840935e-7,0.0000061208907,2.5587802e-8,0.006978968,1.6375516e-9,0.0005521927,0.9775226,0.00021671959,0.011301183],"study_design_scores_gemma":[0.0007956218,0.00011440089,0.053046275,0.00006144234,0.00001803218,0.0000019845918,0.16534464,0.00016201707,0.193702,0.4979182,0.08854542,0.0002899803],"about_ca_topic_score_codex":0.00027780057,"about_ca_topic_score_gemma":0.0007102012,"teacher_disagreement_score":0.8662754,"about_ca_system_score_codex":0.000023682967,"about_ca_system_score_gemma":0.000050376068,"threshold_uncertainty_score":0.9993232},"labels":[],"label_agreement":null},{"id":"W2917333006","doi":"10.5281/zenodo.16110","title":"golo-lang: Golo 2.1.0","year":2015,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Pivotal (Canada)","funders":"","keywords":"Computer science","score_opus":0.1223294978774538,"score_gpt":0.32860928087023356,"score_spread":0.20627978299277977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917333006","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010133555,0.00012098106,0.00091872015,0.009070311,0.00016061794,0.00029410195,0.000024145262,0.0017363845,0.9775412],"genre_scores_gemma":[0.990694,0.0001779149,0.0007946601,0.0002995897,0.00016967618,4.701224e-8,0.0003541179,0.00046890866,0.0070411004],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99848443,0.00055489386,0.00014530086,0.00020160533,0.00032153632,0.0002922058],"domain_scores_gemma":[0.9987001,0.00003287821,0.000067174624,0.00046073867,0.00049686426,0.00024228255],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011779843,0.00007028079,0.000089907386,0.00020303011,0.001845102,0.00031296874,0.0013919416,0.00009623306,0.009481857],"category_scores_gemma":[0.0020790803,0.0000759818,0.000027797529,0.00063260196,0.0004372178,0.00016424093,0.00077255955,0.00022464164,0.01816313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002618456,0.000136643,0.00002404677,0.0000066097514,0.000020375744,0.000006281552,0.013738399,0.000005069967,0.00042050265,0.22207105,0.59102046,0.17252435],"study_design_scores_gemma":[0.00028248588,0.000056278062,0.00008872421,0.000004396806,0.000003618443,0.000008736733,0.003230332,0.00010254616,0.000062547624,0.0010545983,0.9950172,0.00008855362],"about_ca_topic_score_codex":0.00015049578,"about_ca_topic_score_gemma":0.000007628645,"teacher_disagreement_score":0.9805604,"about_ca_system_score_codex":0.000166431,"about_ca_system_score_gemma":0.000011483739,"threshold_uncertainty_score":0.9994544},"labels":[],"label_agreement":null},{"id":"W2918067620","doi":"10.19173/irrodl.v3i2.87","title":"Chat and Instant Messaging Systems (synchronous): Report 2/3","year":2002,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Instant messaging; Computer science; Computer-mediated communication; Chat room; Multimedia; World Wide Web; The Internet","score_opus":0.15284953474613944,"score_gpt":0.4782266083062171,"score_spread":0.32537707356007767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2918067620","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0640617,0.20279843,0.00019727513,0.15241678,0.00015526242,0.0020447494,0.000021037018,0.00006194639,0.57824284],"genre_scores_gemma":[0.82196844,0.17710984,0.00003849592,0.000048927755,0.000012031467,0.000042262778,0.000016456352,0.000002723796,0.00076084695],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99825954,0.0007006694,0.00027541752,0.00013855992,0.0004619124,0.00016391772],"domain_scores_gemma":[0.99873585,0.0006912155,0.00013092402,0.0001923733,0.00019912187,0.000050541483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0072538857,0.000046139627,0.0001545812,0.0000907451,0.00032420483,0.00013368684,0.00080009183,0.00003721199,0.00023089099],"category_scores_gemma":[0.0033247604,0.00003418143,0.000014627678,0.00032446862,0.00046666502,0.00014363228,0.0006017844,0.00041672352,0.0000067683336],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031550757,0.0002113287,0.11228863,0.0012830765,0.000089027984,0.00011038916,0.003433356,0.00001791434,0.00007908377,0.7381071,0.0048205885,0.13952795],"study_design_scores_gemma":[0.00028567977,0.000020458685,0.002176673,0.003848716,0.000003587189,0.000035670146,0.009456371,0.0022666554,0.000006600553,0.00061688636,0.9812162,0.00006648941],"about_ca_topic_score_codex":0.0028435246,"about_ca_topic_score_gemma":0.00015833233,"teacher_disagreement_score":0.9763956,"about_ca_system_score_codex":0.00008507008,"about_ca_system_score_gemma":0.000064127766,"threshold_uncertainty_score":0.42985773},"labels":[],"label_agreement":null},{"id":"W2947669083","doi":"","title":"New publication: WiseType: A Tablet Keyboard with Color-Coded Visualization and Various Editing Options for Error Correction","year":2019,"lang":"en","type":"article","venue":"Graphics Interface","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Visualization; Computer graphics (images); Text entry; Tablet pc; Speech recognition; Multimedia; Human–computer interaction; Artificial intelligence","score_opus":0.02755953744737699,"score_gpt":0.3389669981487063,"score_spread":0.3114074607013293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947669083","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17402777,0.00043257143,0.7769368,0.024517119,0.0027929775,0.003129563,0.000027896553,0.0010764782,0.017058777],"genre_scores_gemma":[0.98761433,0.00012707467,0.0073966905,0.00023899415,0.00008584914,0.000086752385,0.000045835022,0.000015228084,0.004389243],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999225,0.00007913219,0.00016081319,0.00020873669,0.00014963353,0.00017667885],"domain_scores_gemma":[0.9989814,0.00019448965,0.00015432473,0.00024996922,0.00034440626,0.00007539492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004076595,0.00008415074,0.000114966926,0.00015918828,0.00037205755,0.00012178358,0.00022524931,0.00015717179,0.00016494862],"category_scores_gemma":[0.00035344262,0.00008399397,0.000023589948,0.00054781925,0.0001368082,0.00023983147,0.000048939408,0.00015427762,0.000021540722],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009857113,0.0001049178,0.009171818,0.000030876003,0.000076773984,1.1136263e-7,0.018453147,0.00013471517,0.00054315623,0.9324935,0.030637084,0.008255324],"study_design_scores_gemma":[0.0025577343,0.00062157237,0.0028854315,0.0001449146,0.00009573247,0.0000106131565,0.023198172,0.11885821,0.0012154378,0.008679238,0.84115,0.0005829772],"about_ca_topic_score_codex":0.00054020574,"about_ca_topic_score_gemma":0.0071272766,"teacher_disagreement_score":0.92381424,"about_ca_system_score_codex":0.000050391445,"about_ca_system_score_gemma":0.00013212407,"threshold_uncertainty_score":0.39771876},"labels":[],"label_agreement":null},{"id":"W2953882706","doi":"","title":"User study of emotional visualization dashboard for educational software: Description of the study protocol","year":2018,"lang":"en","type":"article","venue":"Annual review of Cybertherapy and Telemedicine","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Dashboard; Visualization; Computer science; Data visualization; Human–computer interaction; Plan (archaeology); Eye tracking; Protocol (science); World Wide Web; Software; Learning analytics; Web application; Multimedia; Data science; Artificial intelligence","score_opus":0.03655462804087246,"score_gpt":0.42005568566610346,"score_spread":0.383501057625231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2953882706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7169598,0.003157888,0.0016810235,0.015923522,0.0005415054,0.2603256,0.000045024066,0.00006439164,0.0013012594],"genre_scores_gemma":[0.98422164,0.0015632269,0.0005967266,0.000548023,0.00017130437,0.012582395,0.000010491251,0.000009068104,0.00029711693],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986061,0.00033331517,0.00051004905,0.00011815443,0.0003500147,0.00008239425],"domain_scores_gemma":[0.9981298,0.00024330517,0.00042318858,0.0002646702,0.00091198995,0.000027055165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011750194,0.00007279864,0.00026307942,0.00006249272,0.00016802638,0.0000024265967,0.0002666795,0.000041638075,0.00022136852],"category_scores_gemma":[0.00096938084,0.000047265956,0.00004164967,0.00035362,0.00046935136,0.00008586214,0.000036890582,0.000050583967,4.0783368e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038315344,0.010116796,0.56273144,0.0023874228,0.00033896457,8.190291e-8,0.09693685,3.617766e-7,0.00035126705,0.039369117,0.011395496,0.27598903],"study_design_scores_gemma":[0.008006872,0.007579855,0.47433463,0.0034092285,0.00020619645,0.0000013905683,0.025143012,0.000022170718,0.00029753597,0.0029685255,0.47779334,0.00023726789],"about_ca_topic_score_codex":0.0003423915,"about_ca_topic_score_gemma":0.0010796754,"teacher_disagreement_score":0.46639785,"about_ca_system_score_codex":0.000012673127,"about_ca_system_score_gemma":0.00014596866,"threshold_uncertainty_score":0.242383},"labels":[],"label_agreement":null},{"id":"W2970592162","doi":"10.15353/kinema.vi.1312","title":"The Influence of Adopting Widescreen Televisions on Egyptian Audience's Viewing Practice","year":2014,"lang":"en","type":"article","venue":"Kinema A Journal for Film and Audiovisual Media","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Advertising; Consumption (sociology); Sociology; Psychology; Media studies; Business; Social science","score_opus":0.03183628137934955,"score_gpt":0.3736153519909133,"score_spread":0.3417790706115637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2970592162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9293652,0.0015375274,0.003307914,0.053118568,0.00109262,0.00073188083,0.0000106834395,0.000109692555,0.010725895],"genre_scores_gemma":[0.9904038,0.0022778586,0.0064498493,0.00047892542,0.00025779544,0.000014966558,9.417813e-7,0.000008671176,0.000107214306],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998515,0.0003389607,0.00036651417,0.00012806023,0.00035026454,0.00030117139],"domain_scores_gemma":[0.9920324,0.0068191397,0.00043413846,0.0002148912,0.00033532994,0.00016408904],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0032203034,0.00009714581,0.000189451,0.00009234456,0.0017249243,0.000094015144,0.0004895817,0.000096048054,0.00001673311],"category_scores_gemma":[0.03098527,0.000066142835,0.00007299669,0.00022906167,0.00055832625,0.0002339531,0.00007874443,0.00035068634,0.0000056259883],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017199521,0.0001659608,0.0017452198,0.000034972978,0.00009507457,0.0000049643377,0.028876252,0.00026085513,0.0012311462,0.1642911,0.0034242526,0.7996982],"study_design_scores_gemma":[0.00064233306,0.00035385325,0.006781495,0.0002711135,0.00004886513,0.000031758358,0.010461886,0.0007839474,0.00010759442,0.0025006721,0.9778528,0.0001636322],"about_ca_topic_score_codex":0.00008293187,"about_ca_topic_score_gemma":0.00016638183,"teacher_disagreement_score":0.9744286,"about_ca_system_score_codex":0.000024021661,"about_ca_system_score_gemma":0.00010298883,"threshold_uncertainty_score":0.9995747},"labels":[],"label_agreement":null},{"id":"W2978095904","doi":"","title":"Migration de GWT vers Angular 6 en utilisant l'IDM","year":2019,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Berger (Canada)","funders":"","keywords":"Humanities; JavaScript; XML; Art; Computer science; Philosophy; World Wide Web","score_opus":0.016222552965936377,"score_gpt":0.26225557360904284,"score_spread":0.24603302064310645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2978095904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40165257,0.005747543,0.090728946,0.21139547,0.0017608509,0.0019046685,0.00016226442,0.00096588995,0.28568178],"genre_scores_gemma":[0.89106655,0.009148995,0.052253664,0.00034424008,0.00007857393,0.00012869149,0.0004849568,0.000071938404,0.046422396],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9782087,0.018352462,0.00084675767,0.0010265555,0.0007395048,0.0008259794],"domain_scores_gemma":[0.98912513,0.0039521316,0.0008638183,0.0037720697,0.0019148046,0.00037202702],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.011697957,0.00052256393,0.0006241697,0.0003131281,0.0008756642,0.00035751084,0.0034424877,0.0012594144,0.00175209],"category_scores_gemma":[0.0043834187,0.000621585,0.00041254886,0.00088245305,0.0013928264,0.00029603957,0.0016615991,0.001528481,0.00089919916],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001774164,0.00081940094,0.010786781,0.00013035565,0.00015816139,0.000005094623,0.084082656,0.00014228084,0.002835595,0.7691963,0.002805611,0.12902007],"study_design_scores_gemma":[0.001000665,0.0000013429964,0.013913795,0.0015388349,0.00015462333,0.000012602467,0.0040011937,0.06673441,0.01622206,0.011030951,0.8844033,0.0009862605],"about_ca_topic_score_codex":0.023606583,"about_ca_topic_score_gemma":0.028676577,"teacher_disagreement_score":0.88159764,"about_ca_system_score_codex":0.000850981,"about_ca_system_score_gemma":0.0011953568,"threshold_uncertainty_score":0.9998787},"labels":[],"label_agreement":null},{"id":"W2984441090","doi":"10.5703/1288284317017","title":"Streaming Video PDA: Brace Yourself, Usage Is Coming","year":2019,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Popularity; Computer science; Point (geometry); State (computer science); Control (management); Work (physics); Resource (disambiguation); Artificial intelligence; Computer network; Engineering","score_opus":0.027496230897955543,"score_gpt":0.3331785169622596,"score_spread":0.30568228606430403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2984441090","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4517332,0.000083016675,0.00021767849,0.014045157,0.00021314094,0.00019367607,0.0000013082159,0.00029782686,0.533215],"genre_scores_gemma":[0.97082365,0.0000901217,0.003369374,0.0009087871,0.000032441476,0.000004725439,0.0000015738343,0.000005854975,0.024763472],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928486,0.000088031404,0.000115164454,0.00013939055,0.00016292198,0.00020963013],"domain_scores_gemma":[0.99920505,0.00024372812,0.00005503049,0.00039764255,0.00004091592,0.000057610636],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00037938458,0.000057553632,0.000099745484,0.00006233971,0.00023769887,0.000038434766,0.00047141427,0.00011478229,0.006301976],"category_scores_gemma":[0.00013533451,0.000055484335,0.0000352537,0.00018989299,0.0001352684,0.00013764773,0.00010891458,0.00014274275,0.0013366151],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072527023,0.00014533356,0.1674811,0.00001133098,0.000042493648,0.0000021993874,0.038330313,0.0000022312947,0.0025750978,0.6021149,0.013424539,0.17586316],"study_design_scores_gemma":[0.00042871427,0.000020031264,0.006392212,0.000018306328,0.0000080918235,7.5885345e-7,0.024882808,0.00086549175,0.0015308502,0.0029355888,0.9626983,0.00021887224],"about_ca_topic_score_codex":0.002922062,"about_ca_topic_score_gemma":0.0021891124,"teacher_disagreement_score":0.9492737,"about_ca_system_score_codex":0.000044103544,"about_ca_system_score_gemma":0.00005964291,"threshold_uncertainty_score":0.99944097},"labels":[],"label_agreement":null},{"id":"W2989976804","doi":"","title":"트랜스미디어 콘텐츠-플랫폼으로서의 인터랙티브 다큐멘터리","year":2018,"lang":"ko","type":"article","venue":"문학과영상","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Interactivity; Context (archaeology); Representation (politics); Movie theater; Multimedia; Computer science; Sociology; Visual arts; Art; History; Political science","score_opus":0.04550867227554401,"score_gpt":0.3712439135675087,"score_spread":0.3257352412919647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989976804","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1763087,0.0012634603,0.00026341854,0.045757223,0.004040388,0.0005871294,0.000023863546,0.0007454868,0.77101034],"genre_scores_gemma":[0.97612435,0.0009147055,0.0016396842,0.0012472994,0.0011322735,0.000020105945,0.000007253941,0.00002002324,0.018894324],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981019,0.0002993272,0.00032448175,0.0003558273,0.00035825733,0.00056020106],"domain_scores_gemma":[0.99814695,0.0002215068,0.00017900742,0.0010424054,0.00022155757,0.0001885747],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00064153987,0.00017948032,0.0002482013,0.00013064664,0.0008769106,0.00008468903,0.0014040602,0.00044428473,0.009860863],"category_scores_gemma":[0.0005104676,0.00018291804,0.000101512094,0.0006733753,0.0022531883,0.00015159679,0.0003480243,0.0003756738,0.012002406],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004556992,0.00057697913,0.029058043,0.00003073112,0.00014122344,0.00001300243,0.05001717,2.4256042e-7,0.0014303763,0.45288008,0.14546835,0.32033822],"study_design_scores_gemma":[0.0003657374,0.00011599091,0.005593478,0.000032764692,0.000023309334,0.000001706112,0.0029224833,0.00036648277,0.0009612127,0.0047244625,0.98462284,0.0002695467],"about_ca_topic_score_codex":0.0024506117,"about_ca_topic_score_gemma":0.0037334273,"teacher_disagreement_score":0.8391545,"about_ca_system_score_codex":0.0001015377,"about_ca_system_score_gemma":0.0002308133,"threshold_uncertainty_score":0.9910443},"labels":[],"label_agreement":null},{"id":"W2998732150","doi":"10.12745/et.22.2.3964","title":"A New Performance Strategy for a Twelve-Station, One-Day York Cycle","year":2019,"lang":"en","type":"article","venue":"Early Theatre","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Schedule; Operations research; Span (engineering); Computer science; Operations management; History; Economics; Engineering; Civil engineering; Operating system","score_opus":0.035976390193498305,"score_gpt":0.3077488234922591,"score_spread":0.27177243329876083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2998732150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7429219,0.00024640054,0.0016079555,0.00638813,0.0003397824,0.000980251,0.000010593058,0.00036118517,0.24714382],"genre_scores_gemma":[0.9875448,0.00006165902,0.0032463602,0.00009893101,0.00011754105,0.000027419319,0.000008525722,0.000009975504,0.008884811],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993174,0.00006721949,0.00012138191,0.00013487945,0.00014179926,0.00021732219],"domain_scores_gemma":[0.9993565,0.00014884258,0.000058089267,0.0003167885,0.00004876161,0.00007103827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003141132,0.00006366505,0.00010080222,0.000051619263,0.00021807535,0.000048566097,0.0003841564,0.00010745266,0.0008722339],"category_scores_gemma":[0.000028965052,0.00006311237,0.00004161698,0.00018139266,0.000066696026,0.00014544683,0.000025675949,0.00010740391,0.00054321444],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046899477,0.000094236304,0.039460566,0.000020931151,0.000043781834,2.3622921e-7,0.036586747,0.00007763552,0.00037862072,0.15418594,0.0059605828,0.76314384],"study_design_scores_gemma":[0.0020152554,0.00041070572,0.047899973,0.000066490255,0.000028898816,6.3446015e-7,0.0078499885,0.002500148,0.0007276719,0.02461477,0.91342264,0.00046284692],"about_ca_topic_score_codex":0.0024329296,"about_ca_topic_score_gemma":0.0014618121,"teacher_disagreement_score":0.90746206,"about_ca_system_score_codex":0.0000323471,"about_ca_system_score_gemma":0.00018816728,"threshold_uncertainty_score":0.955035},"labels":[],"label_agreement":null},{"id":"W2998856265","doi":"10.1109/access.2020.2964630","title":"Software-Based Video–Audio Production Mixer via an IP Network","year":2020,"lang":"en","type":"article","venue":"IEEE Access","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Audio over Ethernet; Software; Audio signal processing; Computer network; Speech coding; Audio signal; Operating system; Speech recognition","score_opus":0.10037674782076043,"score_gpt":0.3766048480771001,"score_spread":0.27622810025633965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2998856265","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6404559,0.0006160462,0.12795888,0.2096399,0.006172274,0.002029278,0.00000798269,0.004353606,0.008766113],"genre_scores_gemma":[0.9919184,0.00004381792,0.0037009872,0.0031266108,0.0010401517,0.0000488451,0.000010125143,0.000013303259,0.00009775542],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988693,0.00023921113,0.000161611,0.00026275893,0.00021506746,0.0002520468],"domain_scores_gemma":[0.99913144,0.000094057614,0.00010297321,0.00041565878,0.00011218423,0.00014371006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035914461,0.0000843418,0.00012405263,0.000039495913,0.00043478762,0.00009390496,0.0010077056,0.0001347634,0.0003106487],"category_scores_gemma":[0.00045923973,0.000086572625,0.000036946345,0.0005791993,0.00023273726,0.0004319801,0.00006217946,0.00019652653,0.000117615244],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021221084,0.0004957301,0.122392565,0.00006543504,0.000079411075,0.000013191016,0.014211317,0.005721807,0.0026036948,0.004045085,0.13832465,0.7118349],"study_design_scores_gemma":[0.0010684667,0.00017751055,0.020639922,0.000048341582,0.00006281728,0.0000013742858,0.00068641553,0.0070409565,0.015619754,0.009829219,0.94396687,0.0008583657],"about_ca_topic_score_codex":0.0008611296,"about_ca_topic_score_gemma":0.0020140845,"teacher_disagreement_score":0.8056422,"about_ca_system_score_codex":0.00003888815,"about_ca_system_score_gemma":0.00011978074,"threshold_uncertainty_score":0.35303292},"labels":[],"label_agreement":null},{"id":"W3002709785","doi":"","title":"The Academic Mainstream | Streaming Video","year":2017,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mainstream; Multimedia; Computer science; World Wide Web; Media studies; Sociology; Library science; Telecommunications; Political science; Law","score_opus":0.05390609396575311,"score_gpt":0.3929315872255008,"score_spread":0.3390254932597477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3002709785","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.055985548,0.000116541465,0.00005605247,0.0720684,0.00023152473,0.00011005862,4.5777e-7,0.00017250622,0.8712589],"genre_scores_gemma":[0.9838557,0.0014152759,0.00035310167,0.00013145927,0.000066929904,0.000010094843,3.200405e-7,0.0000024600324,0.014164647],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99953,0.000056445257,0.00007579894,0.00006646533,0.000107131265,0.0001641307],"domain_scores_gemma":[0.99895245,0.00024261462,0.000077597666,0.0006598397,0.0000260482,0.00004145044],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005279749,0.000031980228,0.000038500566,0.000013890881,0.0036997271,0.00010626789,0.0013710376,0.000098754404,0.00014245452],"category_scores_gemma":[0.0012045322,0.000021164617,0.000019437215,0.000025467518,0.0007671685,0.00010567401,0.0001652681,0.00018507133,0.00013115669],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.9456225e-7,0.0000037089244,0.009046959,1.783779e-7,0.0000032375265,1.9530454e-7,0.00076446915,2.4793817e-8,0.000046613914,0.5937991,0.0023222065,0.3940125],"study_design_scores_gemma":[0.00008939516,0.0000029394455,0.011582059,0.0000032914293,0.0000019334746,1.9105109e-7,0.0037141505,0.00008136942,0.00016756928,0.01121561,0.9730957,0.000045800956],"about_ca_topic_score_codex":0.0023973086,"about_ca_topic_score_gemma":0.011901336,"teacher_disagreement_score":0.97077346,"about_ca_system_score_codex":0.000022846703,"about_ca_system_score_gemma":0.000054168242,"threshold_uncertainty_score":0.99759734},"labels":[],"label_agreement":null},{"id":"W3013658394","doi":"10.21125/inted.2020.1959","title":"IMMERSIVE MEDIA AS A MODALITY FOR LIVE MULTI-SITE VIRTUAL CONFERENCE","year":2020,"lang":"en","type":"article","venue":"INTED proceedings","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Marie curie; Modality (human–computer interaction); University hospital; Curie; Library science; Media studies; Telecommunications; Medicine; Sociology; Computer science; Family medicine; Physics; Artificial intelligence; Business; Curie temperature","score_opus":0.11040599793674798,"score_gpt":0.3625737960219823,"score_spread":0.2521677980852343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3013658394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6117339,0.00017583415,0.008503577,0.3383009,0.00051700685,0.0023242852,0.00010269714,0.0010963455,0.03724539],"genre_scores_gemma":[0.99388295,0.00008121835,0.0032674659,0.002298358,0.00011041078,0.000105129824,0.00001304775,0.0000106785465,0.00023073262],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99906844,0.000022268483,0.00019352461,0.00026378364,0.00018883262,0.0002631789],"domain_scores_gemma":[0.99867374,0.00025413386,0.00013184325,0.000084102096,0.0006535179,0.00020266518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026549216,0.00010694961,0.0001825892,0.000053045238,0.00025954953,0.000061010644,0.00060788944,0.0001995677,0.00040305703],"category_scores_gemma":[0.004574672,0.00010999159,0.00006543835,0.00026464244,0.00045423614,0.00019137983,0.00014182464,0.00025903937,0.00029913633],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015064368,0.000087285014,0.0012904553,0.00002136901,0.00005151747,0.0000010421649,0.47378832,1.9920417e-7,0.015001542,0.49480668,0.004968008,0.009832951],"study_design_scores_gemma":[0.0036011024,0.00065261254,0.00092747004,0.00012388488,0.00011447585,0.000003227888,0.5463412,0.028752772,0.024379224,0.023306778,0.3708431,0.0009541594],"about_ca_topic_score_codex":0.00096434716,"about_ca_topic_score_gemma":0.00035581103,"teacher_disagreement_score":0.4714999,"about_ca_system_score_codex":0.000049528076,"about_ca_system_score_gemma":0.00015810093,"threshold_uncertainty_score":0.547664},"labels":[],"label_agreement":null},{"id":"W3021449835","doi":"10.5555/3370272.3370281","title":"City on the river: visualizing temporal collaboration.","year":2019,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Polytechnique Montréal; University of Toronto","funders":"","keywords":"Computer science; Visualization; Data science; Artificial intelligence","score_opus":0.02268694263075721,"score_gpt":0.30038964084674297,"score_spread":0.27770269821598575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021449835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80284405,0.0004471659,0.011166413,0.12907763,0.00041792326,0.0022700152,0.000028448485,0.0017453231,0.052003037],"genre_scores_gemma":[0.9841153,0.00023456648,0.007466556,0.0046469807,0.00008869261,0.0002508241,0.000012367992,0.000023621105,0.0031610988],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99806476,0.00047859494,0.0002823712,0.00027519563,0.00043302032,0.00046607186],"domain_scores_gemma":[0.99799305,0.00047878182,0.00020380763,0.0010102699,0.00016882585,0.00014526375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014111731,0.0001698764,0.00020270144,0.00022602822,0.0008025336,0.00017522293,0.0010149361,0.00030151312,0.00054561085],"category_scores_gemma":[0.0006894546,0.00014126897,0.00008966098,0.00087130995,0.00037198694,0.00023171093,0.00017834452,0.00045769132,0.00025135904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028803293,0.00013542267,0.08743323,0.0000036557362,0.000021681077,0.0000027444687,0.0038294662,0.0000382863,0.00091626775,0.89386654,0.0075585167,0.0061654197],"study_design_scores_gemma":[0.0010254934,0.00027387688,0.04608349,0.000086497006,0.000030519128,0.000007175069,0.012968953,0.025631161,0.0067232023,0.028083043,0.8782094,0.0008771807],"about_ca_topic_score_codex":0.021770133,"about_ca_topic_score_gemma":0.020000352,"teacher_disagreement_score":0.8706509,"about_ca_system_score_codex":0.00041551073,"about_ca_system_score_gemma":0.0003897767,"threshold_uncertainty_score":0.99788207},"labels":[],"label_agreement":null},{"id":"W3022128934","doi":"10.1177/1471301220924578","title":"Virtual special issue – Using touchscreen tablets for virtual connection","year":2020,"lang":"en","type":"article","venue":"Dementia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alzheimer Society of Canada; University of British Columbia","funders":"","keywords":"Touchscreen; Connection (principal bundle); Human–computer interaction; Computer science; Dementia; Psychology; Medicine; Engineering; Mechanical engineering","score_opus":0.06668881125958465,"score_gpt":0.33977383176797177,"score_spread":0.2730850205083871,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022128934","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42837545,0.0004975183,0.2576972,0.11008405,0.008342631,0.004348873,0.00017070277,0.0018841898,0.1885994],"genre_scores_gemma":[0.99161476,0.00002993284,0.0032664235,0.0011701715,0.0034349784,0.000020678552,0.000028420522,0.000011258131,0.00042338175],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992645,0.00008286685,0.00015195778,0.00015651152,0.00014634956,0.00019785721],"domain_scores_gemma":[0.99956447,0.00008580428,0.00007397935,0.00012709107,0.0000637439,0.00008490126],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002130008,0.00006472618,0.000103836355,0.000040758438,0.00044156003,0.0000419455,0.0002819989,0.00010533441,0.0027989503],"category_scores_gemma":[0.00031064785,0.00007450297,0.000044225002,0.00018214734,0.00012902719,0.000121593526,0.00007557433,0.000085686486,0.0001107335],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001773188,0.00017824637,0.0031326383,0.000011280807,0.0002987699,0.000002994383,0.021336954,0.00013293963,0.011736044,0.4977144,0.16504765,0.30023077],"study_design_scores_gemma":[0.00045172707,0.00009580062,0.0001208742,0.000002644954,0.000034958906,1.6615152e-7,0.0034236016,0.004057455,0.00081012375,0.00025935334,0.9906449,0.000098446915],"about_ca_topic_score_codex":0.0004267488,"about_ca_topic_score_gemma":0.0007144376,"teacher_disagreement_score":0.8255972,"about_ca_system_score_codex":0.00003365552,"about_ca_system_score_gemma":0.000067554596,"threshold_uncertainty_score":0.9981126},"labels":[],"label_agreement":null},{"id":"W3022440137","doi":"10.5555/3370272.3370276","title":"A multi-dimensional quality analysis of Android applications.","year":2019,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Android (operating system); Operating system","score_opus":0.02397968667797771,"score_gpt":0.32116361682897787,"score_spread":0.29718393015100014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022440137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76110387,0.0014492255,0.21792959,0.008946221,0.00010431104,0.0023095203,0.00012427372,0.0011469617,0.006886037],"genre_scores_gemma":[0.91465557,0.00017545243,0.0828746,0.0006224723,0.000018260645,0.000345195,0.00005129934,0.0000143204325,0.001242818],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998059,0.00035401914,0.0005046155,0.00031316173,0.00040224398,0.0003669607],"domain_scores_gemma":[0.9976992,0.0003671683,0.0003514529,0.0011771389,0.00023631609,0.00016870139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014864635,0.00014310541,0.00043000642,0.0007563925,0.00023988893,0.000033245924,0.0007849098,0.00030704332,0.00044183963],"category_scores_gemma":[0.0002836282,0.00015144036,0.00023808485,0.0019821923,0.00030472607,0.0001393629,0.00018462418,0.00026611084,0.000053678043],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000600549,0.0008790587,0.5693839,0.000027185972,0.00059551763,0.0000014604108,0.0021032402,0.0012487767,0.028169362,0.37074238,0.00038084362,0.026408201],"study_design_scores_gemma":[0.001428661,0.00008226379,0.74565065,0.000027066517,0.00045511549,0.000003235221,0.0021844124,0.17282343,0.0047278767,0.0030758376,0.06876041,0.00078107265],"about_ca_topic_score_codex":0.034393582,"about_ca_topic_score_gemma":0.031749893,"teacher_disagreement_score":0.36766654,"about_ca_system_score_codex":0.00022196815,"about_ca_system_score_gemma":0.00026712817,"threshold_uncertainty_score":0.98591816},"labels":[],"label_agreement":null},{"id":"W3088076465","doi":"10.1177/1527476420959770","title":"The Illusion of Control: History and Criticism of Interactive Television","year":2020,"lang":"en","type":"article","venue":"Television & New Media","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Interactivity; Interactive television; Meaning (existential); Criticism; Term (time); Advertising; Television studies; Ideology; Control (management); Multimedia; Order (exchange); Function (biology); Computer science; Sociology; Media studies; Psychology; Political science; Business; Politics; Law","score_opus":0.04413092692679911,"score_gpt":0.3074031496863497,"score_spread":0.2632722227595506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088076465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6396576,0.049544726,0.0058008335,0.24941604,0.0028658193,0.0024269095,0.000036487585,0.0006298633,0.049621686],"genre_scores_gemma":[0.99431694,0.004137646,0.00081823085,0.0005070572,0.00008897872,0.0000028137156,0.0000016402305,0.0000073725,0.00011934648],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99880165,0.00026361243,0.0003235236,0.0001425413,0.00032862806,0.00014006122],"domain_scores_gemma":[0.9969415,0.0022618368,0.00021886695,0.00025570567,0.00016696141,0.0001551234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000520891,0.00007798732,0.00022951484,0.000057111058,0.00013868482,0.000006901832,0.00044045792,0.00010860433,0.00036507304],"category_scores_gemma":[0.004488897,0.00005686583,0.000052139447,0.0001480171,0.00078645896,0.00009372308,0.00014802991,0.00020329977,0.000012682771],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016306226,0.0000484978,0.00038924115,0.00002102769,0.000018279114,0.0000012999811,0.047528144,3.8065477e-7,0.012167834,0.029294448,0.013546431,0.8968214],"study_design_scores_gemma":[0.0012259124,0.00015801252,0.0031566168,0.00011924545,0.000026368954,6.782765e-7,0.0076811938,0.000908345,0.0013052088,0.0023288664,0.9829663,0.00012324366],"about_ca_topic_score_codex":0.00044387963,"about_ca_topic_score_gemma":0.00018969923,"teacher_disagreement_score":0.9694199,"about_ca_system_score_codex":0.000049175134,"about_ca_system_score_gemma":0.00017893018,"threshold_uncertainty_score":0.53739536},"labels":[],"label_agreement":null},{"id":"W3090560664","doi":"10.4307/jsee.68.5_68","title":"A Practical Example of System Development Education through Construction of Basketball Data Management System","year":2020,"lang":"en","type":"article","venue":"Journal of JSEE","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Basketball; PDCA; Computer science; Multimedia; Order (exchange); Management system; Engineering management; Engineering; Operations management","score_opus":0.19173903785793187,"score_gpt":0.3976380420205423,"score_spread":0.20589900416261045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090560664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34485638,0.0021625415,0.32901955,0.06375807,0.0059028454,0.002783034,0.00004302012,0.00035321448,0.25112134],"genre_scores_gemma":[0.7878473,0.000108993896,0.21191458,0.000032626518,0.00006971197,0.0000021425044,0.000003942183,0.0000032344649,0.000017465632],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99868786,0.00021211628,0.0005764875,0.000086884516,0.00035728607,0.000079380145],"domain_scores_gemma":[0.9984086,0.00011434914,0.00086454855,0.0002862723,0.0002653358,0.000060854654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009121246,0.000048118112,0.00019954266,0.00006342437,0.00007457171,0.000010924191,0.000538883,0.00006446689,0.000027282285],"category_scores_gemma":[0.00020163292,0.000043353324,0.000029436931,0.00020571642,0.0001262813,0.00023174011,0.00014462005,0.00012445213,0.0000063263374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009879399,0.00029158517,0.0024445944,0.0011005523,0.00027499924,0.0000072444855,0.01617878,0.0000039172646,0.00042185068,0.91572404,0.0057730125,0.057680603],"study_design_scores_gemma":[0.00106582,0.00012507776,0.0018467745,0.00095900334,0.00019365194,0.00010088302,0.24586792,0.0006019902,0.002030529,0.00023895988,0.74680334,0.00016603018],"about_ca_topic_score_codex":0.00023956606,"about_ca_topic_score_gemma":0.000039688784,"teacher_disagreement_score":0.9154851,"about_ca_system_score_codex":0.0001301438,"about_ca_system_score_gemma":0.00060364144,"threshold_uncertainty_score":0.17678973},"labels":[],"label_agreement":null},{"id":"W3093293472","doi":"10.1109/access.2021.3057803","title":"Design of Interactive Visualizations for Next-Generation Ultra-Large Communication Networks","year":2021,"lang":"en","type":"article","venue":"IEEE Access","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Node (physics); Visualization; Computer network; Quality of service; Network planning and design; The Internet; Service (business); Distributed computing; Network monitoring; Network management; Data mining; World Wide Web","score_opus":0.21185816026760065,"score_gpt":0.44898495563964913,"score_spread":0.23712679537204848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093293472","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005245313,0.0003581107,0.9894557,0.0017488616,0.00032306634,0.00045146118,0.00000763457,0.00007754179,0.0023323046],"genre_scores_gemma":[0.99220663,0.001307794,0.0057408283,0.0002447041,0.000075387645,0.00013470316,0.00012426056,0.000008649235,0.00015704858],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989385,0.0004785958,0.00022106591,0.00012020674,0.00010174768,0.00013991015],"domain_scores_gemma":[0.9981639,0.00070157915,0.00017992739,0.00040813995,0.0005138545,0.000032641554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049057015,0.000056634268,0.00011506675,0.00006461044,0.0004373522,0.00010079151,0.0005858928,0.0001222616,0.00014065046],"category_scores_gemma":[0.0005440889,0.000063967724,0.000036957415,0.00039075164,0.00011954038,0.00049396424,0.000046459376,0.00009731913,0.000002777609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014203103,0.002354543,0.005206508,0.000064421525,0.00036518357,0.0000018348634,0.05530009,0.028254593,0.1276285,0.6634242,0.03600502,0.08125308],"study_design_scores_gemma":[0.0020552014,0.00008275674,0.0006267856,0.000118066375,0.000116571,0.00000193541,0.0100027155,0.7029952,0.19107744,0.0114414925,0.0809176,0.0005642255],"about_ca_topic_score_codex":0.00018341075,"about_ca_topic_score_gemma":0.0017720886,"teacher_disagreement_score":0.9869613,"about_ca_system_score_codex":0.000047334408,"about_ca_system_score_gemma":0.00014552832,"threshold_uncertainty_score":0.33638036},"labels":[],"label_agreement":null},{"id":"W3114489350","doi":"10.1109/isncc49221.2020.9297201","title":"OpenISS as a Near-Realtime Composable Broadcast Service for Performing Arts and Beyond","year":2020,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Scalability; Multimedia; Suite; SOAP; Rest (music); Service (business); The Internet; Architecture; Graphics; World Wide Web; Computer graphics (images); Operating system","score_opus":0.07319022013901129,"score_gpt":0.35889383956603854,"score_spread":0.28570361942702727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114489350","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21915603,0.00022792157,0.0006260508,0.37064087,0.00009714684,0.0010836198,0.000009220676,0.00042526232,0.40773386],"genre_scores_gemma":[0.958323,0.00008817849,0.02848081,0.011598277,0.000057935955,0.0000412327,0.000012616531,0.000009971254,0.0013879846],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999396,0.000038571266,0.00011885409,0.00015226989,0.000099430225,0.00019484157],"domain_scores_gemma":[0.99939626,0.0001733418,0.000041411076,0.00014996629,0.000081915816,0.00015710756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002385718,0.000065276894,0.00012281272,0.000017027203,0.0006419542,0.00009509303,0.00031933322,0.00008503158,0.00070896576],"category_scores_gemma":[0.00012577283,0.00006109747,0.00002046897,0.0001787948,0.0001511148,0.00014721203,0.00014616786,0.000092721486,0.00014733076],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015357028,0.00014915662,0.003561195,0.00010983234,0.000059783113,0.0000033120605,0.116147324,0.000012023282,0.0025526285,0.5822946,0.019132579,0.27582398],"study_design_scores_gemma":[0.00053825404,0.000066604145,0.00009714676,0.000005049004,0.000008976121,0.0000018021155,0.009289359,0.028264388,0.00047874247,0.0016920621,0.95943254,0.00012509177],"about_ca_topic_score_codex":0.0025882823,"about_ca_topic_score_gemma":0.001629036,"teacher_disagreement_score":0.9402999,"about_ca_system_score_codex":0.000013801927,"about_ca_system_score_gemma":0.0001056108,"threshold_uncertainty_score":0.77626777},"labels":[],"label_agreement":null},{"id":"W3121008388","doi":"","title":"Veem introduces Quickbooks and Xero for Canadian users","year":2019,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science","score_opus":0.022018055978131643,"score_gpt":0.307621386707069,"score_spread":0.28560333072893734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3121008388","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6149278,0.00011133658,0.00003920529,0.049123064,0.00042295054,0.0006124326,0.0000050044846,0.00013513576,0.33462304],"genre_scores_gemma":[0.9887035,0.000052839812,0.0015901533,0.00061238935,0.000031825348,0.000013209637,0.0000024225958,0.000002855221,0.008990821],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996569,0.000022701508,0.000049181937,0.00008306033,0.000040747487,0.00014741471],"domain_scores_gemma":[0.9996231,0.000084359024,0.000014379801,0.00015519801,0.000031569063,0.000091383095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020489146,0.000028198656,0.000050650255,0.000060444057,0.00018345381,0.000021795955,0.0001738684,0.000066334986,0.0004844275],"category_scores_gemma":[0.00011228052,0.000026466296,0.000010513672,0.000046078218,0.0001147733,0.00004251118,0.00001755093,0.000041145515,0.00006413829],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037371233,0.0000075632024,0.02422011,0.0000048278416,0.000010224606,1.0287292e-7,0.0067649307,1.5645723e-7,0.00019341958,0.8933867,0.012610758,0.06279742],"study_design_scores_gemma":[0.00013758255,0.000018046285,0.001133085,0.0000014154905,0.0000016639574,1.0100778e-7,0.0041568438,0.00008703832,0.00011128489,0.0018239246,0.99247825,0.00005079108],"about_ca_topic_score_codex":0.27145553,"about_ca_topic_score_gemma":0.8437131,"teacher_disagreement_score":0.97986746,"about_ca_system_score_codex":0.000035388555,"about_ca_system_score_gemma":0.00015181536,"threshold_uncertainty_score":0.73339593},"labels":[],"label_agreement":null},{"id":"W3124934762","doi":"","title":"From TV to Twitter: How Ambient News Became Ambient Journalism","year":2010,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Citizen journalism; Journalism; Technical Journalism; News media; Digital media; Meaning (existential); The Internet; Media studies; Audience participation; Public relations; Citizen media; Political science; Sociology; Advertising; Internet privacy; Computer science; Business; World Wide Web; Psychology; Law","score_opus":0.017342432786933728,"score_gpt":0.3043566671514265,"score_spread":0.2870142343644928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3124934762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82283103,0.0004272254,0.0037133328,0.16884139,0.0014958716,0.00023285628,0.0000035038074,0.00012273199,0.0023320413],"genre_scores_gemma":[0.9900967,0.0026468695,0.001272533,0.0012965555,0.001301618,0.000014252464,0.0000060854854,0.000022964376,0.003342444],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99645805,0.0002842802,0.0003058804,0.00024772692,0.0005669708,0.002137089],"domain_scores_gemma":[0.9985308,0.00011192474,0.00025188416,0.00052542123,0.00018810647,0.0003918471],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0020974125,0.00016829676,0.00023559007,0.0002465502,0.00085708144,0.00028118494,0.0014235919,0.00024123074,0.0006631998],"category_scores_gemma":[0.0004994698,0.00015458386,0.00015032534,0.000363937,0.00021382638,0.00021916532,0.00014775667,0.0040646135,0.00023703901],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008918715,0.0004901956,0.010328155,0.0000020265159,0.0003324753,0.000019287283,0.03380286,0.000005142908,0.089142665,0.60511726,0.01793492,0.24273582],"study_design_scores_gemma":[0.0006965174,0.00015036234,0.0011558835,0.000014397954,0.000029704748,0.00007089802,0.021666413,0.000027300679,0.00090785226,0.15236354,0.8226207,0.00029646675],"about_ca_topic_score_codex":0.007586105,"about_ca_topic_score_gemma":0.113930665,"teacher_disagreement_score":0.8046858,"about_ca_system_score_codex":0.0006833967,"about_ca_system_score_gemma":0.0018131024,"threshold_uncertainty_score":0.9990225},"labels":[],"label_agreement":null},{"id":"W3125361014","doi":"10.3390/informatics8010003","title":"Thai Tattoo Wisdom’s Representation of Knowledge by Ontology","year":2021,"lang":"en","type":"article","venue":"Informatics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Humanities Research Group, University of Windsor; Khon Kaen University","keywords":"Ontology; Computer science; Automation; Process ontology; Domain (mathematical analysis); Suggested Upper Merged Ontology; Quality (philosophy); Upper ontology; Representation (politics); Knowledge representation and reasoning; Protégé; Ontology-based data integration; Information retrieval; Domain knowledge; Knowledge management; Data science; Artificial intelligence; Engineering; Mathematics; Semantic Web; Political science","score_opus":0.04248236596258875,"score_gpt":0.38005909852556946,"score_spread":0.3375767325629807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125361014","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14346994,0.0005632641,0.003908761,0.004687598,0.00039856473,0.00019162979,0.00001312098,0.00014960393,0.8466175],"genre_scores_gemma":[0.990001,0.00050878763,0.007039687,0.00021077419,0.00001679546,0.000009375699,0.000038980706,0.0000031023185,0.0021714568],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993419,0.00010278662,0.0002946143,0.00003484061,0.00011184124,0.00011402021],"domain_scores_gemma":[0.99912894,0.00023446174,0.00014886152,0.00028463302,0.00016798415,0.00003514404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020409233,0.000038552014,0.00011573946,0.000045278965,0.00010054771,0.00001101261,0.00024202748,0.00010993478,0.00030193292],"category_scores_gemma":[0.00060815574,0.00004041015,0.000030178739,0.00028194074,0.00030276092,0.00014813451,0.0000769859,0.00009322863,0.000085519474],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008445583,0.0002927425,0.011805782,0.000070153656,0.00006198708,0.0000014153138,0.3551263,0.000007265523,0.00088338216,0.36683875,0.07764837,0.1872554],"study_design_scores_gemma":[0.0005092765,0.000021061023,0.00059431524,0.000016927692,0.000014088513,0.0000034716827,0.07509688,0.0014718486,0.008398257,0.0046199765,0.90913194,0.00012192385],"about_ca_topic_score_codex":0.000226441,"about_ca_topic_score_gemma":0.0013900159,"teacher_disagreement_score":0.8465311,"about_ca_system_score_codex":0.000027390459,"about_ca_system_score_gemma":0.00015765503,"threshold_uncertainty_score":0.33059537},"labels":[],"label_agreement":null},{"id":"W3137800099","doi":"10.1145/3244410","title":"Session details: Handheld computing (HHC)","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Session (web analytics); Computer science; Mobile device; Mobile computing; Operating system; World Wide Web","score_opus":0.045258498931981035,"score_gpt":0.36951758083797015,"score_spread":0.3242590819059891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3137800099","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14485857,0.00018969722,0.005794745,0.04006178,0.0001528359,0.00013871469,2.1737655e-7,0.00069116836,0.80811226],"genre_scores_gemma":[0.98034996,0.00008518308,0.014455427,0.0006751837,0.00010266806,0.0000015624321,9.3669195e-7,0.0000027177655,0.0043263864],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99950075,0.00007662437,0.00009460584,0.000076550896,0.00010743859,0.00014403675],"domain_scores_gemma":[0.9995839,0.000126651,0.00003230013,0.0001742708,0.00003376072,0.000049110327],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00032567256,0.000034504206,0.00005415474,0.00004100378,0.00037291198,0.000023807886,0.0002719366,0.00008038501,0.00146564],"category_scores_gemma":[0.00016123794,0.00003018534,0.000020328123,0.00012533998,0.00012541322,0.00007615496,0.000071712115,0.000095339776,0.000430003],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015032092,0.00005213826,0.004508775,0.000001041908,0.000003884575,2.9628546e-7,0.0066540483,0.0000051566803,0.00035412714,0.13540033,0.005688633,0.8473301],"study_design_scores_gemma":[0.00015887171,0.000005222242,0.00078239397,0.000006687974,0.000001371641,3.6163348e-7,0.003666717,0.0036399532,0.0010331605,0.0006067225,0.9900277,0.00007081401],"about_ca_topic_score_codex":0.0005028328,"about_ca_topic_score_gemma":0.0041063745,"teacher_disagreement_score":0.9843391,"about_ca_system_score_codex":0.000032101587,"about_ca_system_score_gemma":0.000038741688,"threshold_uncertainty_score":0.99944717},"labels":[],"label_agreement":null},{"id":"W3143936383","doi":"10.18280/isi.260101","title":"A Brief of Review: Multimedia Authoring Tool Attributes","year":2021,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Multimedia; Animation; Interactive media; Interfacing; Authoring system; Scripting language; Software; Presentation (obstetrics)","score_opus":0.033087440976095166,"score_gpt":0.30492309077656093,"score_spread":0.27183564980046576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3143936383","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19340248,0.084457606,0.069995284,0.036959615,0.0044151307,0.0052399137,0.0005443587,0.0034618839,0.6015237],"genre_scores_gemma":[0.95982,0.015847897,0.022642609,0.0008111233,0.00008098397,0.000058075497,0.00043022214,0.0000090830845,0.00030003404],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986655,0.00018528043,0.000564933,0.00009380675,0.00028670952,0.00020375825],"domain_scores_gemma":[0.998172,0.00022417476,0.00031925933,0.00063171977,0.00060031394,0.000052564676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011728031,0.00008025082,0.00021468825,0.0000956889,0.00027574826,0.000050965496,0.0005160459,0.00012669481,0.0002965759],"category_scores_gemma":[0.006207777,0.000085973326,0.000050349612,0.0005919959,0.00030987713,0.0013847371,0.00022061788,0.00013145336,0.00007192847],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007883526,0.00006156942,0.0049715033,0.0011884262,0.000055413035,0.000002383269,0.022960594,0.00000623751,0.00031846156,0.046287984,0.011005779,0.91313374],"study_design_scores_gemma":[0.00050805137,0.000023870109,0.005774845,0.0015881814,0.000048223053,0.000011684843,0.0062949173,0.0035616092,0.0028517146,0.002946857,0.9760889,0.00030115232],"about_ca_topic_score_codex":0.00032459138,"about_ca_topic_score_gemma":0.00021723028,"teacher_disagreement_score":0.9650831,"about_ca_system_score_codex":0.00011337089,"about_ca_system_score_gemma":0.00033563562,"threshold_uncertainty_score":0.7431738},"labels":[],"label_agreement":null},{"id":"W3157183635","doi":"10.4000/books.editionscnrs.45382","title":"Le développement de TCL dans le domaine de la téléphonie mobile","year":2016,"lang":"fr","type":"book-chapter","venue":"CNRS Éditions eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.027157751536706146,"score_gpt":0.2984053009450662,"score_spread":0.27124754940836004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3157183635","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003873338,0.00025331337,0.014379426,0.01080587,0.00030935867,0.0006191931,0.00016862029,0.00032314777,0.9692677],"genre_scores_gemma":[0.606666,0.0016963112,0.013077814,0.00067910523,0.00037583514,0.00079258945,0.00007897473,0.000093889124,0.37653947],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99780893,0.00044415967,0.0004630086,0.00040714728,0.00026963055,0.0006071097],"domain_scores_gemma":[0.99767715,0.0006842276,0.00029250912,0.000937894,0.00012578543,0.00028243722],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0008312024,0.00033764774,0.00036016482,0.00024281764,0.004330941,0.00006224561,0.001038978,0.0008887139,0.0018114911],"category_scores_gemma":[0.00008958584,0.00036103668,0.00024898013,0.000056836852,0.010426265,0.00006797283,0.0002996331,0.0006255026,0.00059947756],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004352567,0.000101965605,0.00003979625,0.000013007678,0.0000818509,0.000016469758,0.0025695467,0.0000022629715,0.0019912713,0.95790046,0.0020486123,0.035230376],"study_design_scores_gemma":[0.0005215575,0.000041622505,0.000106584455,0.00013931302,0.00004754077,0.000023820958,0.0010516616,0.000016562273,0.0013692476,0.35537326,0.6409852,0.000323656],"about_ca_topic_score_codex":0.00088123156,"about_ca_topic_score_gemma":0.0012466466,"teacher_disagreement_score":0.6389366,"about_ca_system_score_codex":0.00069300807,"about_ca_system_score_gemma":0.0018334625,"threshold_uncertainty_score":0.9998842},"labels":[],"label_agreement":null},{"id":"W3173864908","doi":"","title":"The Future of SatCom in Canada: New Technologies Needed","year":2021,"lang":"en","type":"article","venue":"Online Journal of Space Communication","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Telecommunications; Communications satellite; Computer science; Engineering; Political science; Remote sensing; Satellite; Geography","score_opus":0.02115691796203955,"score_gpt":0.31187868277932895,"score_spread":0.2907217648172894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173864908","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22802147,0.048402008,0.000057501322,0.7211197,0.00024834403,0.00010082082,0.0000029374423,0.00002656656,0.0020206745],"genre_scores_gemma":[0.90215564,0.08559707,0.0118795,0.000089126326,0.000042547083,9.0115935e-7,0.000003974547,0.0000044681046,0.00022678566],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99889433,0.00030296893,0.00039518176,0.000043038508,0.00024388455,0.000120613535],"domain_scores_gemma":[0.9978201,0.0005118742,0.0005277058,0.00072079716,0.00038482735,0.00003474237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061447883,0.000053729313,0.00017050716,0.0000824189,0.00018998631,0.000016878546,0.0013273077,0.00009554466,0.000019238734],"category_scores_gemma":[0.0009622213,0.00004189566,0.00004203895,0.0005505983,0.00020716955,0.000092601345,0.00019763414,0.00051795505,4.3933002e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005121619,0.0002636651,0.03191234,0.000009875085,0.00006888529,0.000008135152,0.0062566474,0.000057473448,0.0016547712,0.15014605,0.02182434,0.7877466],"study_design_scores_gemma":[0.0005147594,0.000018305982,0.012428451,0.000098235636,0.0000122426645,0.000009927929,0.24916643,0.000102111335,0.001364957,0.0072192154,0.72898656,0.00007878731],"about_ca_topic_score_codex":0.43434253,"about_ca_topic_score_gemma":0.9916888,"teacher_disagreement_score":0.7876678,"about_ca_system_score_codex":0.00030119144,"about_ca_system_score_gemma":0.0037347698,"threshold_uncertainty_score":0.6625321},"labels":[],"label_agreement":null},{"id":"W3177611701","doi":"10.1145/3257017","title":"Session details: Computer mediated communication 2","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Session (web analytics); Computer science; Multimedia; World Wide Web","score_opus":0.03362215763613335,"score_gpt":0.34646350760777667,"score_spread":0.3128413499716433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177611701","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046099003,0.0003613497,0.007180414,0.11958786,0.00013318197,0.00037209262,9.043772e-7,0.0014795881,0.8247856],"genre_scores_gemma":[0.97753394,0.0005521123,0.019253697,0.0018634836,0.000024244679,0.0000039011047,0.000017206554,0.0000023643668,0.0007490382],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928737,0.0002370183,0.00012585668,0.00008085752,0.00013521072,0.00013371537],"domain_scores_gemma":[0.9991938,0.00019216035,0.000050179697,0.00043499738,0.000068732406,0.000060164675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003911721,0.00004566809,0.0000719961,0.000062280684,0.0003612068,0.000029232207,0.00052342215,0.000115447285,0.0007375533],"category_scores_gemma":[0.000118731565,0.00004058793,0.000022544666,0.00021726175,0.00015401257,0.000118950215,0.000050947638,0.00012683525,0.00026466203],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000504292,0.0001556961,0.0015446049,7.710769e-7,0.000005798426,5.1754233e-7,0.0043510348,0.000001709489,0.0004311788,0.58286977,0.012974058,0.3976598],"study_design_scores_gemma":[0.00047724118,0.00004488036,0.014763471,0.00001764253,0.0000053632943,7.28738e-7,0.0017432268,0.004029554,0.0002746771,0.013380367,0.96507955,0.00018328127],"about_ca_topic_score_codex":0.00033198256,"about_ca_topic_score_gemma":0.0009171741,"teacher_disagreement_score":0.9521055,"about_ca_system_score_codex":0.000033771055,"about_ca_system_score_gemma":0.00004091478,"threshold_uncertainty_score":0.8075691},"labels":[],"label_agreement":null},{"id":"W3179889737","doi":"10.1145/3258858","title":"Session details: Mobile interaction","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Session (web analytics); Computer science; Mobile interaction; Human–computer interaction; Mobile device; World Wide Web","score_opus":0.04143762154977686,"score_gpt":0.41056200493127504,"score_spread":0.36912438338149817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3179889737","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2314834,0.000045777993,0.005909909,0.0015552389,0.00032533903,0.00013914287,9.025802e-8,0.00035493003,0.76018614],"genre_scores_gemma":[0.993645,0.00007845792,0.0024457104,0.00015805918,0.000039587143,0.000006415186,0.0000011346158,0.0000019252016,0.003623723],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999644,0.000038537208,0.00007848635,0.000054233056,0.000080065365,0.00010471686],"domain_scores_gemma":[0.9996341,0.00013220785,0.00002737445,0.00013334934,0.00003461172,0.00003839245],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005071859,0.000023179766,0.0000319357,0.000056241923,0.0001765722,0.000011518057,0.00014465986,0.0000684482,0.0018993478],"category_scores_gemma":[0.00010344507,0.000020312527,0.0000151422655,0.00012854236,0.000079444035,0.00009390191,0.00002944016,0.000080279046,0.00027013072],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008016793,0.00008120998,0.0056582293,0.0000010500337,0.0000037638226,9.4462314e-7,0.00557818,6.8409685e-7,0.002230364,0.116789125,0.0024849924,0.8671634],"study_design_scores_gemma":[0.00006996833,0.000009995402,0.0010729136,0.0000027521746,0.0000011128435,3.9003478e-7,0.0155504495,0.00006788697,0.0030487897,0.0007409313,0.9793943,0.00004047228],"about_ca_topic_score_codex":0.0008144301,"about_ca_topic_score_gemma":0.0060944217,"teacher_disagreement_score":0.97690934,"about_ca_system_score_codex":0.000041826355,"about_ca_system_score_gemma":0.000018694136,"threshold_uncertainty_score":0.99901307},"labels":[],"label_agreement":null},{"id":"W3194548357","doi":"10.1145/2534169.2491183","title":"Empowering the creative user","year":2013,"lang":"en","type":"article","venue":"ACM SIGCOMM Computer Communication Review","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Personalization; Path (computing); Multimedia; Nonlinear system; Interface (matter); Human–computer interaction; World Wide Web; Computer network; Operating system","score_opus":0.049141000110117024,"score_gpt":0.3808352678784859,"score_spread":0.33169426776836886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194548357","genre_codex":"commentary","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030191366,0.16733311,0.00552703,0.6933997,0.00034581008,0.004226017,0.0000024441567,0.0010173385,0.12512936],"genre_scores_gemma":[0.279699,0.58620393,0.09437454,0.035766087,0.00016375695,0.0012719571,0.000056828783,0.000043431246,0.0024204312],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972613,0.0016793057,0.00040810727,0.0001664255,0.00023966249,0.00024519782],"domain_scores_gemma":[0.9938576,0.0014405147,0.00024937393,0.004058317,0.00030748566,0.00008665787],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012303593,0.00013826601,0.00026141628,0.00005090002,0.0010190912,0.00013033138,0.005048061,0.00008990722,0.0020766512],"category_scores_gemma":[0.0007579397,0.0001019307,0.000108378605,0.00047375192,0.00055121206,0.00030631252,0.0015350088,0.00043366448,0.0011300354],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.478933e-7,0.000120154895,0.0012006925,0.0000922296,0.00006361654,2.531623e-7,0.006598978,0.000001998384,0.000010829276,0.13479918,0.2081459,0.64896524],"study_design_scores_gemma":[0.00009977932,0.000009937128,0.0029366154,0.00049431407,0.000017265955,0.0000015507657,0.00041367882,0.00022504089,0.0000048996603,0.0028879298,0.99277323,0.00013577219],"about_ca_topic_score_codex":0.0022253229,"about_ca_topic_score_gemma":0.0003747777,"teacher_disagreement_score":0.7846273,"about_ca_system_score_codex":0.00006560469,"about_ca_system_score_gemma":0.00006514107,"threshold_uncertainty_score":0.9996477},"labels":[],"label_agreement":null},{"id":"W3197575505","doi":"10.1007/978-3-030-70873-3_46","title":"A Framework for Developing Custom Live Streaming Multimedia Apps","year":2021,"lang":"en","type":"book-chapter","venue":"Transactions on computational science and computational intelligence","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Computer science; Live streaming; Android (operating system); Multimedia; Reuse; Mobile device; Mobile apps; World Wide Web; App store; Engineering; Operating system","score_opus":0.08340606105548273,"score_gpt":0.3716218742171,"score_spread":0.28821581316161726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197575505","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000039823088,0.00032880635,0.97673756,0.004316802,0.00041741758,0.0006338669,0.00008041491,0.00015952415,0.017285759],"genre_scores_gemma":[0.15526998,0.0011988148,0.82661444,0.0015773121,0.00020800425,0.00016419828,0.00015571498,0.000052467287,0.014759087],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9970458,0.000052789143,0.00051225844,0.0007477795,0.0012482886,0.00039306015],"domain_scores_gemma":[0.99371004,0.0036048244,0.00026782692,0.00024079478,0.0019677272,0.00020880451],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00082062813,0.00030389678,0.00032117846,0.00044945537,0.0022514449,0.00025181484,0.00070948375,0.00035207326,0.0004806874],"category_scores_gemma":[0.00037555752,0.00034676475,0.00012845786,0.00042513714,0.0022642543,0.00026436383,0.0000354443,0.00058158074,0.00011428426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010916148,0.00003734697,0.0000010411114,0.000013661555,0.000033169523,0.0000018473835,0.0018304432,0.033140704,8.2125376e-7,0.76668763,0.000034379682,0.19820802],"study_design_scores_gemma":[0.00012839655,0.000070825685,0.00004235796,0.00040053405,0.00004027453,0.00001063527,0.0018097339,0.1522539,0.000035027337,0.81648064,0.028199445,0.0005282605],"about_ca_topic_score_codex":0.00008041066,"about_ca_topic_score_gemma":0.00017628733,"teacher_disagreement_score":0.19767976,"about_ca_system_score_codex":0.00047485708,"about_ca_system_score_gemma":0.00278588,"threshold_uncertainty_score":0.99989843},"labels":[],"label_agreement":null},{"id":"W3198699689","doi":"","title":"SatCom Today in Canada: University Research Programs","year":2021,"lang":"en","type":"article","venue":"Online Journal of Space Communication","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Telecommunications; Library science; Engineering; Computer science","score_opus":0.10677821236016297,"score_gpt":0.38913922614141605,"score_spread":0.2823610137812531,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3198699689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7710416,0.002906351,0.00004383713,0.21052274,0.00011021978,0.0001488575,0.0000031612342,0.000017403645,0.0152058685],"genre_scores_gemma":[0.97594756,0.01185402,0.0114598945,0.00004769311,0.000024730363,3.8210595e-7,0.000011979689,0.0000040507935,0.000649693],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99774367,0.0014021188,0.000224338,0.00006169393,0.00039109716,0.00017709138],"domain_scores_gemma":[0.99779063,0.00045645688,0.00019390056,0.0005504696,0.0009245034,0.00008401834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017610615,0.000042261494,0.00013628784,0.00016510364,0.00027192655,0.000020226249,0.0010375953,0.000074502794,0.00007610747],"category_scores_gemma":[0.00083242176,0.000046214627,0.000031622494,0.00090258726,0.00022631364,0.00014761725,0.00024052749,0.00078526,0.0000023546404],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001101046,0.0019305814,0.3683129,0.000023542902,0.00008481522,0.00018406837,0.019275904,0.000067281624,0.0012084515,0.21519487,0.0109525,0.382655],"study_design_scores_gemma":[0.00057666696,0.000026774727,0.041959547,0.00013846063,0.0000066868697,0.000009970193,0.08185837,0.00016862087,0.00011345888,0.0015361963,0.873522,0.000083246145],"about_ca_topic_score_codex":0.7285826,"about_ca_topic_score_gemma":0.9965428,"teacher_disagreement_score":0.8625695,"about_ca_system_score_codex":0.0011663615,"about_ca_system_score_gemma":0.004949007,"threshold_uncertainty_score":0.87793267},"labels":[],"label_agreement":null},{"id":"W3208031839","doi":"10.5281/zenodo.3946192","title":"Nanc-in-a-Can Canon Generator. SuperCollider code capable of generating and visualizing temporal canons critically and algorithmically","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Generator (circuit theory); Computer science; Programming language; Canon; Code (set theory); Code generation; Computer graphics (images); Art; Operating system; Physics; Key (lock); Set (abstract data type); Literature; Power (physics)","score_opus":0.0357335310986141,"score_gpt":0.2996950460750345,"score_spread":0.2639615149764204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3208031839","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96304536,0.00028435476,0.00036449908,0.0033467116,0.00006088354,0.00048172308,0.00008819043,0.00023334523,0.03209495],"genre_scores_gemma":[0.99565023,0.00024788184,0.003302982,0.00016638137,0.00003352714,8.4641165e-8,0.00008997718,0.00018365715,0.00032525806],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986648,0.00040230685,0.00022247765,0.00023976991,0.00020631465,0.00026432122],"domain_scores_gemma":[0.99918664,0.000058061356,0.00005008868,0.00023010405,0.0003512322,0.00012384939],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00078997057,0.00007473077,0.0001456927,0.00015387314,0.00090715557,0.00020171037,0.00038615402,0.00008615236,0.0014565354],"category_scores_gemma":[0.00075222686,0.000086019834,0.00001447347,0.00031809742,0.0003671405,0.00013299429,0.00044987624,0.00017142222,0.000081976774],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007372692,0.00048531094,0.0076273745,0.00026753865,0.00009118553,0.000026501968,0.04610432,0.00005667324,0.36122453,0.255559,0.012826061,0.31565776],"study_design_scores_gemma":[0.0011368594,0.00020390077,0.0025748813,0.00007454,0.000012033122,0.000027593142,0.006976621,0.0062108547,0.0019657305,0.0004115703,0.9800856,0.00031978602],"about_ca_topic_score_codex":0.0012193596,"about_ca_topic_score_gemma":0.00037451542,"teacher_disagreement_score":0.9672596,"about_ca_system_score_codex":0.00008288621,"about_ca_system_score_gemma":0.00002278857,"threshold_uncertainty_score":0.9994563},"labels":[],"label_agreement":null},{"id":"W3212676818","doi":"10.32920/ryerson.14663832.v1","title":"Video and Audio Fusion for Streaming Applications","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Microphone; The Internet; Multimedia; Java applet; Synchronization (alternating current); Dialog box; Robot; Java; Real-time computing; Computer graphics (images); Operating system; Computer network; Telecommunications; Artificial intelligence","score_opus":0.04542874441683581,"score_gpt":0.37023639666624786,"score_spread":0.32480765224941205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212676818","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06433404,0.006108239,0.41448593,0.09495581,0.00095344236,0.007699585,0.00007518572,0.0018905707,0.40949717],"genre_scores_gemma":[0.8930046,0.0045057335,0.09628027,0.00025888367,0.0001635876,0.0014603889,0.000151936,0.000012765096,0.0041618645],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993844,0.000056732668,0.00012931977,0.00022699626,0.00008457427,0.00011799172],"domain_scores_gemma":[0.9990553,0.00026686888,0.000074295465,0.00043198714,0.00011937659,0.000052170504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027260362,0.00006814287,0.0001250927,0.000058740618,0.00038326942,0.00007684688,0.0003185313,0.0002956845,0.00020044745],"category_scores_gemma":[0.00019265703,0.000071196875,0.000043408105,0.00007677553,0.0001728465,0.00002718,0.00057862693,0.00018735927,0.0000041813814],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024799922,0.00008925157,0.001332885,0.00008266313,0.00003597844,2.3045277e-7,0.007340034,0.0000028276502,0.0004217232,0.34900683,0.0015450678,0.64014],"study_design_scores_gemma":[0.0002167917,0.0000072452185,0.00088157965,0.000048761143,0.000033066506,3.95418e-7,0.012704924,0.000950462,0.00028242017,0.024209216,0.96042466,0.00024045406],"about_ca_topic_score_codex":0.0014087374,"about_ca_topic_score_gemma":0.0074527627,"teacher_disagreement_score":0.9588796,"about_ca_system_score_codex":0.000041025316,"about_ca_system_score_gemma":0.00017778788,"threshold_uncertainty_score":0.41588163},"labels":[],"label_agreement":null},{"id":"W3216958486","doi":"10.1109/vis49827.2021.9623264","title":"Text Visualization and Close Reading for Journalism with Storifier","year":2021,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Visualization; Context (archaeology); Reading (process); Publication; World Wide Web; Data visualization; Journalism; Data science; Information retrieval; Linguistics; Artificial intelligence; Media studies; Sociology; Political science","score_opus":0.03384657866572387,"score_gpt":0.3726914260708077,"score_spread":0.3388448474050838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3216958486","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28354242,0.001341945,0.133292,0.06927533,0.000611969,0.0009109817,0.0000054867396,0.00061129284,0.5104086],"genre_scores_gemma":[0.9771891,0.00057094835,0.011763126,0.00035713348,0.0000628694,0.000013942705,0.000005516156,0.000005389708,0.010031959],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996746,0.000053826807,0.000057723206,0.00006857803,0.000068005735,0.00007727489],"domain_scores_gemma":[0.9996127,0.000107352535,0.00002931677,0.00009436243,0.000121084886,0.000035185985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022040712,0.000025641788,0.000047089285,0.00002848082,0.0002651508,0.000038699385,0.000061853345,0.000051511728,0.00019489253],"category_scores_gemma":[0.00021565719,0.000021381551,0.000008228586,0.00012259367,0.000075323245,0.00007171915,0.000017147584,0.000042958505,0.0000024595577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031392744,0.000012913965,0.0009569102,0.0000020823177,0.0000057798343,4.9297756e-7,0.0038185255,6.311462e-8,0.00028023243,0.9734134,0.0009966004,0.020509832],"study_design_scores_gemma":[0.00044271362,0.000022885477,0.00056210946,0.000012453125,0.000010124012,0.000004037054,0.011047256,0.0003931654,0.0017154635,0.0074606664,0.978247,0.00008212625],"about_ca_topic_score_codex":0.00014186712,"about_ca_topic_score_gemma":0.0016430104,"teacher_disagreement_score":0.9772504,"about_ca_system_score_codex":0.000017770082,"about_ca_system_score_gemma":0.00007812479,"threshold_uncertainty_score":0.21339366},"labels":[],"label_agreement":null},{"id":"W330909803","doi":"","title":"Un pour tous... Coop Vidéo de Montréal","year":2012,"lang":"fr","type":"article","venue":"Érudit (Université de Montréal)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.011205921190011863,"score_gpt":0.20577238986032587,"score_spread":0.194566468670314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W330909803","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22852291,0.27343446,0.0010961151,0.42011398,0.0011986049,0.00040195728,0.00005064406,0.00047963162,0.07470169],"genre_scores_gemma":[0.767513,0.048191607,0.008354968,0.0011193873,0.00047343317,0.000011470247,0.000018390409,0.000042907453,0.17427488],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99756175,0.0005124431,0.00021950001,0.0002730614,0.00030932055,0.0011239216],"domain_scores_gemma":[0.9980462,0.00032270144,0.00022426543,0.0006916234,0.000114353046,0.0006008393],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00066710694,0.00026073772,0.00031526116,0.00017392354,0.0013389236,0.00001990324,0.0008794307,0.0006219466,0.0021760464],"category_scores_gemma":[0.00015551219,0.00032557553,0.00019462462,0.0006542846,0.00055930123,0.00037707345,0.0005497551,0.00049340236,0.001871997],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063089356,0.00052719214,0.009865884,0.00002228753,0.00019487574,0.00024667048,0.010935472,0.000023376197,0.0006319249,0.47222227,0.2200349,0.28523207],"study_design_scores_gemma":[0.000847672,0.000041005613,0.0037620252,0.000024877992,0.00014545607,0.00015025068,0.0064860163,0.0014247076,0.00028201353,0.0030736593,0.9834247,0.00033757076],"about_ca_topic_score_codex":0.06697136,"about_ca_topic_score_gemma":0.15437463,"teacher_disagreement_score":0.7633898,"about_ca_system_score_codex":0.007866275,"about_ca_system_score_gemma":0.0001392302,"threshold_uncertainty_score":0.9999612},"labels":[],"label_agreement":null},{"id":"W33822001","doi":"10.1093/brain/awab009","title":"Evolución y adaptación de los sistemas de vídeo para la gestión de múltiples instalaciones","year":2009,"lang":"en","type":"article","venue":"Seguritecnia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Political science","score_opus":0.028947972809098773,"score_gpt":0.35913350024540974,"score_spread":0.33018552743631097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W33822001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80034196,0.003311989,0.004661913,0.05505603,0.00020471575,0.0007452304,0.00002738852,0.0018555091,0.13379528],"genre_scores_gemma":[0.9830131,0.0007258442,0.013759559,0.0008394274,0.00013651214,0.000031774543,0.0000074406694,0.0000150243095,0.0014713355],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99811536,0.0005694329,0.00024800675,0.00023183628,0.00024877535,0.0005866096],"domain_scores_gemma":[0.99869794,0.0003574791,0.00010929202,0.0005281266,0.00007928257,0.00022787605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011081012,0.00015537374,0.00021077144,0.00015796597,0.00047921485,0.00007309734,0.0007214548,0.00039414823,0.000167165],"category_scores_gemma":[0.0008911556,0.0001626364,0.0000938151,0.00038773887,0.00043831446,0.00014124693,0.000070795155,0.00037453565,0.000088337845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007873257,0.0006719928,0.05447113,0.000054334443,0.00006805692,0.000094064184,0.027643256,0.000053498337,0.01571859,0.7247548,0.006835213,0.1695563],"study_design_scores_gemma":[0.0009893486,0.00012023255,0.16187404,0.0001635334,0.000057226905,0.00006659511,0.004478078,0.0027441606,0.0022022421,0.05443754,0.7722331,0.0006338838],"about_ca_topic_score_codex":0.0009820748,"about_ca_topic_score_gemma":0.0026709118,"teacher_disagreement_score":0.7653979,"about_ca_system_score_codex":0.0002442123,"about_ca_system_score_gemma":0.000453986,"threshold_uncertainty_score":0.66321194},"labels":[],"label_agreement":null},{"id":"W34793965","doi":"10.1016/j.cgh.2021.11.008","title":"Personal e-moviemaker design","year":2004,"lang":"en","type":"article","venue":"IASTED Conference on Software Engineering and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Computer science","score_opus":0.048021258126627456,"score_gpt":0.2976268184292316,"score_spread":0.24960556030260417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W34793965","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0055492925,0.0001271191,0.9867619,0.003691851,0.000049083472,0.00045012924,0.000007765885,0.0008483328,0.0025144713],"genre_scores_gemma":[0.96072525,0.00020339001,0.03831025,0.0001126484,0.000053204298,0.00032419752,0.000006538178,0.000009723038,0.00025482543],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99945486,0.000021291817,0.00009331637,0.000154616,0.00011249891,0.00016341497],"domain_scores_gemma":[0.9994963,0.00012890623,0.000028003593,0.0001857522,0.00006393803,0.00009712624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012749218,0.00008134603,0.0000827572,0.00007591783,0.00026558866,0.000040793308,0.00017428388,0.00009722801,0.00006324156],"category_scores_gemma":[0.00014865783,0.00008589748,0.000019034514,0.00020290879,0.00012469548,0.000042904987,0.000022703076,0.00016494072,0.00007283182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027952115,0.00006241375,0.000056732148,0.0000066307994,0.000012767454,6.713299e-7,0.0037734015,0.00064187,0.00021911418,0.93216217,0.00006847048,0.06299299],"study_design_scores_gemma":[0.0033235757,0.00028362745,0.007048402,0.0004172446,0.00008917663,0.000027381371,0.011548438,0.015261464,0.001710955,0.036862746,0.92144513,0.0019818698],"about_ca_topic_score_codex":0.00005492545,"about_ca_topic_score_gemma":0.000025209252,"teacher_disagreement_score":0.95517594,"about_ca_system_score_codex":0.00004006884,"about_ca_system_score_gemma":0.00010407736,"threshold_uncertainty_score":0.35027978},"labels":[],"label_agreement":null},{"id":"W36596141","doi":"10.1007/978-3-642-22410-2_35","title":"User Modeling to Build Mobile Advertising Algorithm","year":2011,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Digital signage; Computer science; Merge (version control); Broadcasting (networking); Multimedia; Signage; Algorithm; World Wide Web; Information retrieval; Advertising; Computer network","score_opus":0.0559187490813379,"score_gpt":0.34364498181585695,"score_spread":0.287726232734519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W36596141","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009086838,0.00044623707,0.30262402,0.0015242109,0.00034690596,0.0008247233,0.000012123416,0.00019799036,0.6939329],"genre_scores_gemma":[0.11509475,0.025800634,0.84359115,0.0037628324,0.0001384277,0.00027496697,0.00009776284,0.000038747927,0.011200722],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985372,0.000049821952,0.0005634079,0.00020307081,0.00037923083,0.00026728548],"domain_scores_gemma":[0.99730825,0.00013569128,0.00018224592,0.0017442778,0.00046577177,0.00016375796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013661135,0.00015719059,0.00020713857,0.0010818158,0.0010463628,0.00023542032,0.0029252095,0.00021196567,0.00008630574],"category_scores_gemma":[0.000090449605,0.0001743529,0.00003698416,0.00042667342,0.0012543873,0.00263265,0.0018607354,0.00046142185,0.00018967432],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.723366e-7,0.00000952486,0.000011921104,0.0000031291502,0.0000023219222,6.275657e-8,0.009525977,0.00014579392,5.700937e-7,0.40716428,0.00010034536,0.58303523],"study_design_scores_gemma":[0.00012331922,0.000024116687,0.00003628385,0.0001275582,0.000004646675,0.0000021237977,0.00029806435,0.17627782,0.0000024314668,0.008553451,0.81430084,0.00024935158],"about_ca_topic_score_codex":0.0004369155,"about_ca_topic_score_gemma":0.00028640722,"teacher_disagreement_score":0.8142005,"about_ca_system_score_codex":0.00020800489,"about_ca_system_score_gemma":0.0003607289,"threshold_uncertainty_score":0.80478823},"labels":[],"label_agreement":null},{"id":"W37717759","doi":"10.1016/j.scitotenv.2023.167102","title":"From Usenet to CoWebs - Interacting with social information spaces.","year":2003,"lang":"en","type":"article","venue":"Educational Technology & Society","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web; Knowledge management; Sociology; Multimedia; Mathematics education; Human–computer interaction; Psychology","score_opus":0.018856374176854634,"score_gpt":0.3355320605489936,"score_spread":0.31667568637213894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W37717759","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6803367,0.00009332385,0.0014900867,0.28663826,0.0008455466,0.0004542201,0.000020558078,0.000575713,0.029545572],"genre_scores_gemma":[0.9634485,0.00004573411,0.034746908,0.0008648222,0.00015874475,0.00012943905,0.000052506657,0.000009181887,0.00054415676],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990447,0.000077945355,0.00021701811,0.00017692757,0.00020430316,0.0002790769],"domain_scores_gemma":[0.99898505,0.00024079205,0.00017093858,0.00027669154,0.0002574718,0.00006905485],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000322005,0.00011135426,0.00013067796,0.0001300989,0.00082133524,0.00005993307,0.00045619372,0.00032487133,0.0009980671],"category_scores_gemma":[0.00088755577,0.000114235816,0.000056008364,0.0008739562,0.0004287814,0.00035120893,0.0000686497,0.0003800476,0.0002889589],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009678454,0.00017812764,0.031170439,0.0000045622337,0.00010992323,1.327002e-7,0.10407478,0.0000047385465,0.0003068631,0.73628724,0.12000536,0.007848186],"study_design_scores_gemma":[0.00027075762,0.000019419622,0.0037028955,0.000012950991,0.000013041281,0.000001878315,0.10759065,0.000014517347,0.00030649558,0.025820328,0.86204755,0.00019950849],"about_ca_topic_score_codex":0.0006275768,"about_ca_topic_score_gemma":0.00064045197,"teacher_disagreement_score":0.7420422,"about_ca_system_score_codex":0.00026792882,"about_ca_system_score_gemma":0.0005153094,"threshold_uncertainty_score":0.9999152},"labels":[],"label_agreement":null},{"id":"W40783197","doi":"10.1007/978-3-319-05290-8_2","title":"A Taste of Multimedia","year":2014,"lang":"en","type":"book-chapter","venue":"Texts in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Multimedia; Computer science; Taste; Presentation (obstetrics); Set (abstract data type); Graphics; Point (geometry); Field (mathematics); Transition (genetics); Computer graphics (images)","score_opus":0.033775115501076675,"score_gpt":0.317033894091105,"score_spread":0.28325877859002835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W40783197","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00035681072,0.00028141815,0.021609658,0.001434914,0.001297089,0.00048637952,0.000005661305,0.00018797127,0.9743401],"genre_scores_gemma":[0.5675659,0.00093371066,0.24285406,0.00087310676,0.0007633981,0.000026266014,0.000009912576,0.000060462866,0.18691316],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982759,0.000051236315,0.00035964567,0.00038490535,0.00062226376,0.00030606464],"domain_scores_gemma":[0.9982526,0.00031983832,0.00028067423,0.0008523838,0.00018650576,0.00010802664],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016016285,0.00014625475,0.00031074407,0.0005814031,0.0001830715,0.000035227335,0.0023507865,0.00025678778,0.00029939786],"category_scores_gemma":[0.0001583125,0.00014956438,0.00005778104,0.00024017134,0.004039075,0.00008877279,0.000577471,0.00035338078,0.00015809287],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014374315,0.000015389856,0.000048196263,0.0000083273735,0.0000027814824,0.000002011882,0.0028764626,0.000008942679,0.000018561139,0.4228076,0.00047358847,0.5737367],"study_design_scores_gemma":[0.00045809915,0.00008548113,0.0005474452,0.00038008156,0.00000887437,0.0000027778815,0.00002832262,0.024207532,0.00007711526,0.04277238,0.9309251,0.00050679565],"about_ca_topic_score_codex":0.0002309819,"about_ca_topic_score_gemma":0.00093134755,"teacher_disagreement_score":0.9304515,"about_ca_system_score_codex":0.0001154358,"about_ca_system_score_gemma":0.0004837321,"threshold_uncertainty_score":0.99867135},"labels":[],"label_agreement":null},{"id":"W41029254","doi":"10.1002/smr.v17:2","title":"Development and evolution of a heterogeneous continuous media server: a case study: Practice Articles","year":2005,"lang":"en","type":"article","venue":"Journal of Software Maintenance and Evolution Research and Practice","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Saskatchewan","funders":"","keywords":"Computer science; Maintainability; Interface (matter); Software; Server; File server; Programmer; Modular design; Application server; Software design; Operating system; Server farm; User interface; Software development; Software evolution; Software engineering; World Wide Web; Client–server model; Software construction","score_opus":0.08003060926736887,"score_gpt":0.40242147556590707,"score_spread":0.3223908662985382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W41029254","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9797311,0.00735414,0.0015477235,0.010777182,0.00005246941,0.00027667574,0.0000018514158,0.000020674233,0.00023819141],"genre_scores_gemma":[0.9677382,0.0032683264,0.0287741,0.00006861043,0.00006739213,0.00000869364,2.5081556e-7,0.0000058555997,0.00006856309],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9971372,0.0013212888,0.00045999727,0.00015522014,0.00062102027,0.0003053024],"domain_scores_gemma":[0.992528,0.004721418,0.0004600147,0.00015732991,0.0019126972,0.00022051016],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009730871,0.00008532617,0.00020823065,0.00026796313,0.0006245194,0.00008100929,0.00015759373,0.000103095896,0.000012168427],"category_scores_gemma":[0.027816994,0.00007314271,0.000021341177,0.00035735714,0.0006443806,0.0010210272,0.0001490672,0.00048455686,0.0000030242204],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005663046,0.004289714,0.09432613,0.00016441423,0.00064515223,0.0031171662,0.2179995,0.000023528184,0.00057808735,0.023089578,0.002484371,0.6476193],"study_design_scores_gemma":[0.0030302966,0.0013619468,0.01680927,0.00020694359,0.000119587516,0.015626155,0.653792,0.00018989683,0.000100642574,0.002326357,0.30617264,0.00026425417],"about_ca_topic_score_codex":0.0025157577,"about_ca_topic_score_gemma":0.005274047,"teacher_disagreement_score":0.6473551,"about_ca_system_score_codex":0.0002286329,"about_ca_system_score_gemma":0.00047045373,"threshold_uncertainty_score":0.98037213},"labels":[],"label_agreement":null},{"id":"W4205273260","doi":"10.1007/s42330-021-00167-1","title":"Newsround","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Environmental science","score_opus":0.021674902829260958,"score_gpt":0.3243837559074567,"score_spread":0.3027088530781958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205273260","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86715645,0.0023276082,0.00047514678,0.0772926,0.0010143492,0.00010079316,8.1119714e-7,0.000026820766,0.05160543],"genre_scores_gemma":[0.9677695,0.00024481796,0.031305477,0.00012330865,0.000037083566,0.0000020306757,2.470729e-7,0.0000028557354,0.00051470514],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99940914,0.000014230308,0.00018284818,0.00007663028,0.00013133863,0.00018579375],"domain_scores_gemma":[0.9984946,0.000043282078,0.00015180735,0.00020053607,0.00085686496,0.00025291037],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00076809834,0.000039953982,0.00009261916,0.0007677687,0.00068169576,0.00009149315,0.00044540092,0.000096171796,0.00010160107],"category_scores_gemma":[0.002058192,0.000039469774,0.000013734316,0.0013582039,0.0030256496,0.00017929268,0.000023122355,0.00015939155,0.0000060895995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[7.580389e-8,0.00002712011,0.0020030693,0.000003474637,0.0000027492363,0.00000305364,0.0047472976,5.836987e-8,0.0008264326,0.93566424,0.0003906619,0.05633177],"study_design_scores_gemma":[0.00015414182,0.000035648027,0.00095328584,0.00010445086,0.000021173479,0.00039033656,0.15545626,0.00006390235,0.0031653722,0.49942786,0.34007317,0.0001544232],"about_ca_topic_score_codex":0.0007769004,"about_ca_topic_score_gemma":0.015690645,"teacher_disagreement_score":0.43623638,"about_ca_system_score_codex":0.00013038072,"about_ca_system_score_gemma":0.012734871,"threshold_uncertainty_score":0.99968755},"labels":[],"label_agreement":null},{"id":"W4206482383","doi":"10.1080/14926150509556680","title":"Newsround","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Political science","score_opus":0.019182060354312344,"score_gpt":0.3232467373319467,"score_spread":0.30406467697763434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206482383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8478034,0.0012800102,0.00038046678,0.10526008,0.0005327579,0.00014209728,5.521833e-7,0.000031794127,0.044568833],"genre_scores_gemma":[0.9573413,0.00014561017,0.041960847,0.00012905465,0.000068660236,0.0000024775948,1.0778299e-7,0.0000028372624,0.00034907387],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999389,0.00000949383,0.00019859282,0.000068583104,0.00013211738,0.00020221651],"domain_scores_gemma":[0.99889123,0.000035587513,0.00017780215,0.00017734432,0.00044987196,0.00026813758],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000966388,0.000043687214,0.00008753897,0.0011612484,0.000693991,0.00007464184,0.00060211774,0.0000968143,0.00008336422],"category_scores_gemma":[0.0010554113,0.000041118696,0.000012425808,0.00096931733,0.0034872137,0.00027052267,0.00001732667,0.00016144056,0.000012466955],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[1.12649914e-7,0.000025748759,0.0013266808,0.0000019831016,0.0000019840695,3.3766185e-7,0.0062646596,1.9467969e-7,0.0002882536,0.81452733,0.0005388739,0.17702386],"study_design_scores_gemma":[0.00015906928,0.000049501683,0.0006783549,0.000071752016,0.000016645681,0.00014554868,0.07157507,0.00020944099,0.0009709317,0.19895738,0.727011,0.0001553001],"about_ca_topic_score_codex":0.0009535457,"about_ca_topic_score_gemma":0.01931987,"teacher_disagreement_score":0.72647214,"about_ca_system_score_codex":0.0001849117,"about_ca_system_score_gemma":0.0058544152,"threshold_uncertainty_score":0.9997815},"labels":[],"label_agreement":null},{"id":"W4210275810","doi":"10.1111/j.1741-2005.2007.oehold999.x","title":"10.1111/j.1741-2005.2007.OEhold999.x","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.01616441922820067,"score_gpt":0.2552564659812332,"score_spread":0.23909204675303253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210275810","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00074403116,0.00008943556,6.614981e-7,0.0066925804,0.000007793079,0.00020148804,0.0000049847763,0.0004239581,0.99183506],"genre_scores_gemma":[0.001955982,0.000010911202,0.000468154,0.00024353065,0.00013903555,0.000027925784,0.000008316042,0.000012517256,0.9971336],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99897647,0.00012749352,0.00015571524,0.0001731625,0.00021103745,0.0003561376],"domain_scores_gemma":[0.9991371,0.00010274289,0.00003093917,0.0004974698,0.000043608823,0.00018813074],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003782255,0.00008907311,0.00012733466,0.000092579256,0.0003149272,0.000040581257,0.00069336966,0.00013973413,0.9953674],"category_scores_gemma":[0.00014157193,0.00009483697,0.00004563352,0.0002768881,0.00020458999,0.00008750673,0.00006103709,0.00013893063,0.9744972],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011176842,0.000048952694,0.0000012193618,5.484044e-7,0.000005807002,0.0000011437074,0.00021816071,0.000002899927,0.000016198584,0.00020905459,0.24113224,0.7583526],"study_design_scores_gemma":[0.00013948862,0.00002357154,0.000034347573,0.000005192872,0.000004914248,7.3220366e-7,0.000019613815,0.000055847948,0.000021252585,0.000051725423,0.99952203,0.00012128902],"about_ca_topic_score_codex":0.00046429696,"about_ca_topic_score_gemma":0.00003074633,"teacher_disagreement_score":0.7583898,"about_ca_system_score_codex":0.000064889224,"about_ca_system_score_gemma":0.000077642486,"threshold_uncertainty_score":0.38673395},"labels":[],"label_agreement":null},{"id":"W4210706233","doi":"10.1109/tmm.2013.2294427","title":"IEEE Transactions on Multimedia publication information","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association; Toronto Metropolitan University; McMaster University","funders":"","keywords":"Computer science; Multimedia; World Wide Web; Information retrieval","score_opus":0.02528765922651188,"score_gpt":0.29539117555783234,"score_spread":0.27010351633132046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210706233","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031865737,0.000010337757,0.9642953,0.0084602125,0.0028672528,0.0010570331,0.000095660194,0.00130002,0.01872759],"genre_scores_gemma":[0.9832814,0.00026585962,0.0123147,0.0014530425,0.00014582953,0.00047020338,0.000045518333,0.00003807976,0.0019854112],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99703074,0.00050037313,0.0006696563,0.0003989941,0.0007877604,0.000612461],"domain_scores_gemma":[0.9967585,0.0011263925,0.00027264855,0.0009978131,0.0004397874,0.00040483277],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00096780184,0.00032973333,0.00032319772,0.00087274594,0.0012889164,0.00016589415,0.00081585627,0.00059200655,0.0020412356],"category_scores_gemma":[0.00020483883,0.00034935412,0.00022762366,0.0009289474,0.0005901029,0.0011302967,9.489917e-7,0.0009636478,0.0041710963],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007732967,0.0005910824,0.000010524739,0.000012475668,0.000056790283,3.6146102e-7,0.009213409,0.0016073628,0.0005425945,0.0006532104,0.001702185,0.9855327],"study_design_scores_gemma":[0.005662715,0.00056457263,0.0005704234,0.0001203205,0.0002001781,0.0000072903667,0.0039551533,0.35860023,0.054741003,0.0005732115,0.5734115,0.0015933771],"about_ca_topic_score_codex":0.0010550604,"about_ca_topic_score_gemma":0.00188561,"teacher_disagreement_score":0.9839393,"about_ca_system_score_codex":0.00031172333,"about_ca_system_score_gemma":0.00020935397,"threshold_uncertainty_score":0.9998959},"labels":[],"label_agreement":null},{"id":"W4210767459","doi":"10.1002/9780470747759.ch1","title":"Introduction","year":2009,"lang":"en","type":"other","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Victoria","funders":"","keywords":"Computer science","score_opus":0.016909189903232192,"score_gpt":0.32773133422326656,"score_spread":0.31082214432003435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210767459","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.441105e-8,0.00017109387,0.000089650595,0.033627298,0.00025702745,0.00007395971,2.8186184e-7,0.00079923996,0.9649814],"genre_scores_gemma":[0.00004252436,0.001069682,0.0028103027,0.00018043813,0.0013479989,0.000002925826,0.0000069573784,0.000028731567,0.9945104],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99971014,0.000043084638,0.00003663441,0.00007332383,0.00006811887,0.00006866934],"domain_scores_gemma":[0.99969035,0.0000068082254,0.000034968067,0.00024036464,0.000008086375,0.000019401092],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008381662,0.000034367695,0.00005471979,0.00009960357,0.00004493322,0.000007317009,0.00019657818,0.0002223388,0.072484516],"category_scores_gemma":[0.000062422216,0.000032764583,0.000014120147,0.000082441926,0.00010500656,0.0000075403746,0.000011160117,0.00008164173,0.0015213555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.816265e-8,0.0000053292033,0.0000012654609,2.4911802e-7,0.0000015410932,3.7547935e-8,0.000061723906,1.3364708e-9,5.920296e-7,0.18087222,0.7632586,0.05579838],"study_design_scores_gemma":[0.000020002155,0.000001998371,0.0000038349513,0.0000017297339,0.000001554642,5.6994487e-8,0.000104108985,4.6899365e-7,0.0000018671946,0.0006811616,0.9991448,0.000038409406],"about_ca_topic_score_codex":0.0019309724,"about_ca_topic_score_gemma":0.010477422,"teacher_disagreement_score":0.23588622,"about_ca_system_score_codex":0.00001728203,"about_ca_system_score_gemma":0.00002868588,"threshold_uncertainty_score":0.9992561},"labels":[],"label_agreement":null},{"id":"W4220918173","doi":"10.29173/cais1284","title":"Interactive video: a new business medium","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.031526477088541054,"score_gpt":0.29242735430538985,"score_spread":0.2609008772168488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220918173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8577817,0.00017275925,0.000028566912,0.05544462,0.00052154204,0.00056585646,0.000082802784,0.00014381138,0.085258335],"genre_scores_gemma":[0.99680275,0.0001427758,0.0004946534,0.00034289988,0.00008730809,0.000055896315,0.0000032843395,0.000013994046,0.002056438],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984167,0.000075703385,0.0003677275,0.00022912117,0.0005829714,0.0003277703],"domain_scores_gemma":[0.9745392,0.00029071586,0.00075228733,0.00024546534,0.024043763,0.0001285247],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008377694,0.00015240193,0.0003267538,0.00019297119,0.00046630073,0.0006336982,0.003160998,0.00011311516,0.00042801758],"category_scores_gemma":[0.027457565,0.00013401078,0.000109207416,0.0009209382,0.00075583527,0.0035992786,0.0014554223,0.00045896886,0.0000041264493],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003955847,0.0005290348,0.09551799,0.00012200181,0.00019888114,0.0000017872686,0.5179954,0.000006535173,0.013320345,0.29471603,0.041604243,0.035592113],"study_design_scores_gemma":[0.000656331,0.00013520302,0.03266523,0.00009010809,0.000055287856,0.000012024774,0.048584472,0.000100253295,0.00586519,0.022156047,0.88940877,0.00027110174],"about_ca_topic_score_codex":0.003984651,"about_ca_topic_score_gemma":0.00031370166,"teacher_disagreement_score":0.8478045,"about_ca_system_score_codex":0.00013118579,"about_ca_system_score_gemma":0.0009566007,"threshold_uncertainty_score":0.9807346},"labels":[],"label_agreement":null},{"id":"W4221064376","doi":"10.1145/3510450.3517303","title":"Standards based end-to-end metadata transport for live production workflows","year":2022,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Metadata; Workflow; Computer science; Multimedia; Codec; Key (lock); End user; Video production; Production (economics); World Wide Web; Telecommunications; Database; Operating system","score_opus":0.04967663752873969,"score_gpt":0.3535617529718144,"score_spread":0.3038851154430747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221064376","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.106998116,0.0006268827,0.19571444,0.5104165,0.005100607,0.010657687,0.0022641865,0.0030288275,0.16519275],"genre_scores_gemma":[0.96505046,0.00002248766,0.023852842,0.00070534204,0.000071352,0.00061133417,0.000106532265,0.000009562513,0.009570091],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988714,0.00014861397,0.00014673543,0.00021394955,0.00042941392,0.000189887],"domain_scores_gemma":[0.9992177,0.00012432136,0.000043671156,0.00042182047,0.00012683071,0.00006566995],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001821725,0.000058926435,0.00010895297,0.00010989382,0.00081625057,0.0000189096,0.00050757837,0.00003996811,0.007703528],"category_scores_gemma":[0.00037962044,0.000059718503,0.000054032498,0.00038052961,0.000111620335,0.00012500501,0.000050639588,0.00013093847,0.00000788286],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051213714,0.0009111418,0.0044674124,0.000032033404,0.00014969637,0.000004096338,0.03462891,0.0007072444,0.0017083703,0.35761294,0.109887496,0.4893785],"study_design_scores_gemma":[0.00018915083,0.000051606778,0.00019860672,0.0000015058725,0.000015395855,1.8561302e-7,0.004765008,0.00020478014,0.00047091435,0.0006319962,0.9933855,0.000085328975],"about_ca_topic_score_codex":0.0012291257,"about_ca_topic_score_gemma":0.01092926,"teacher_disagreement_score":0.883498,"about_ca_system_score_codex":0.00017212411,"about_ca_system_score_gemma":0.0004328986,"threshold_uncertainty_score":0.9932036},"labels":[],"label_agreement":null},{"id":"W4226443047","doi":"10.5281/zenodo.6248293","title":"What can I Expect from Hiring a Web Design Company | Amazing Advices","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; World Wide Web; Computer science","score_opus":0.08654282026314294,"score_gpt":0.3001333740081469,"score_spread":0.21359055374500394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226443047","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4866415,0.0035400577,0.010599244,0.050369907,0.0023412628,0.0036621473,0.0005392081,0.011505365,0.4308013],"genre_scores_gemma":[0.99705565,0.00044643434,0.00075930834,0.00025697245,0.00009508409,2.668704e-7,0.00039035268,0.0003852587,0.0006106811],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973148,0.0014796077,0.00017714282,0.0002851859,0.00043249005,0.00031074398],"domain_scores_gemma":[0.9990247,0.00010104693,0.000109176755,0.00046661313,0.00017248651,0.00012601652],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010879107,0.000086122855,0.00011170464,0.00021214038,0.0067829248,0.0007894012,0.0018032664,0.00004326024,0.023712149],"category_scores_gemma":[0.00048969284,0.000105836916,0.000035353136,0.00060355803,0.00025249078,0.00024186503,0.001781056,0.0003420066,0.0010387184],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001569378,0.00052177877,0.00008744925,0.000019973375,0.00016228309,0.00003322691,0.14911677,0.00075368735,0.021490049,0.029675338,0.20776409,0.5902184],"study_design_scores_gemma":[0.00028916504,0.00005681687,0.000108059205,0.000009808145,0.0000055024657,0.000004941172,0.029040774,0.0011788292,0.00017027513,0.00033291447,0.9686809,0.00012198545],"about_ca_topic_score_codex":0.00048761806,"about_ca_topic_score_gemma":0.000033583026,"teacher_disagreement_score":0.7609168,"about_ca_system_score_codex":0.000273273,"about_ca_system_score_gemma":0.00001581362,"threshold_uncertainty_score":0.9997391},"labels":[],"label_agreement":null},{"id":"W4229780021","doi":"10.1111/j.1601-5215.2007.oehold999.x","title":"10.1111/j.1601-5215.2007.OEhold999.x","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.01655088794059363,"score_gpt":0.25573202083861873,"score_spread":0.23918113289802512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229780021","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009692311,0.00007906498,8.2593266e-7,0.0051147104,0.000006760581,0.00019722678,0.0000046359896,0.00043429705,0.99319327],"genre_scores_gemma":[0.0032646891,0.000008370464,0.00047163301,0.0002491686,0.0001164883,0.000028173006,0.000008061479,0.000012408898,0.995841],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990302,0.00012288554,0.00015437821,0.00017351069,0.00021088179,0.00030816993],"domain_scores_gemma":[0.99914026,0.00011162956,0.000030995758,0.0004965637,0.000054295368,0.00016624067],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00034538185,0.00008814402,0.00012764137,0.000088316425,0.0003173436,0.000040080482,0.00070434343,0.00013795428,0.99518585],"category_scores_gemma":[0.00017723486,0.00009362617,0.000045016583,0.00034876665,0.0002076557,0.00008687971,0.00006453524,0.00013852652,0.97440594],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012123431,0.000047760765,0.000001764563,7.5308054e-7,0.0000063024877,0.0000012403348,0.0003011161,0.0000026270516,0.000016016309,0.00026285663,0.18231124,0.8170362],"study_design_scores_gemma":[0.0001363723,0.00002957185,0.000054439348,0.000004860351,0.00000516887,7.8877065e-7,0.000022245877,0.00005506976,0.000018629851,0.00007428932,0.9994787,0.00011984401],"about_ca_topic_score_codex":0.0005002573,"about_ca_topic_score_gemma":0.00001832385,"teacher_disagreement_score":0.81716746,"about_ca_system_score_codex":0.000054562814,"about_ca_system_score_gemma":0.00006869904,"threshold_uncertainty_score":0.38179645},"labels":[],"label_agreement":null},{"id":"W4230538063","doi":"10.22215/etd/2012-09645","title":"Toward interactive audiovisual cartography : motivations, design strategies, and methods","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"Social Sciences and Humanities Research Council of Canada; Deutsches Krebsforschungszentrum","keywords":"Cartography; Humanities; Geography; Visual arts; Art","score_opus":0.09632706435028948,"score_gpt":0.4571791288025555,"score_spread":0.36085206445226603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230538063","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018587863,0.0066909413,0.14253081,0.0020957377,0.0023658604,0.0020768233,0.000010328293,0.0010911762,0.82455045],"genre_scores_gemma":[0.85663193,0.0016369188,0.1351655,0.00006489732,0.00011910485,0.00016868443,0.00023789186,0.00002558336,0.00594949],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9982251,0.0009259799,0.00022446446,0.00021090423,0.00017103976,0.0002425466],"domain_scores_gemma":[0.9984594,0.00081512384,0.00018972826,0.00024498784,0.0001856098,0.00010512289],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009153446,0.00016344327,0.00023761696,0.00032457753,0.0003454948,0.00013065143,0.00034048487,0.00047042806,0.0007900652],"category_scores_gemma":[0.00040147678,0.00015875242,0.00006550302,0.00034217135,0.00020904334,0.00042664498,0.00003486034,0.0004058163,0.000016925696],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005322701,0.00016190833,0.0005882121,0.00004672704,0.00023724225,7.111001e-7,0.1250494,5.617061e-7,0.0012498241,0.43450913,0.0019805396,0.4361225],"study_design_scores_gemma":[0.0004346698,0.000096478376,0.025551317,0.00010162388,0.00023519402,0.0000019192487,0.7184824,0.00009999553,0.0047545796,0.0322692,0.21699452,0.000978147],"about_ca_topic_score_codex":0.0034057545,"about_ca_topic_score_gemma":0.0041679265,"teacher_disagreement_score":0.83804405,"about_ca_system_score_codex":0.000053030624,"about_ca_system_score_gemma":0.0003785818,"threshold_uncertainty_score":0.865066},"labels":[],"label_agreement":null},{"id":"W4230978640","doi":"10.4018/9781599043616.ch004","title":"An Approach for Delivering Personalized Advertisements in Interactive TV Customized to Both Users and Advertisers","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Advertising; Personalized marketing; Computer science; Multimedia; Business; Digital marketing","score_opus":0.040231096517119765,"score_gpt":0.3222647395452708,"score_spread":0.28203364302815104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230978640","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004117097,0.0001586486,0.0017420825,0.000094803065,0.00015572592,0.0017750846,0.00007395249,0.00016441396,0.9917182],"genre_scores_gemma":[0.9623206,0.0001049953,0.019527087,0.00073624775,0.00007136328,0.0003618289,0.00002189608,0.000056270157,0.016799698],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99855655,0.00008547369,0.00031246897,0.00047116715,0.0002199717,0.0003543572],"domain_scores_gemma":[0.9990421,0.00006521624,0.00017087048,0.00038543617,0.000095528325,0.00024085211],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028858337,0.00026673544,0.00043404213,0.00016655725,0.00019926106,0.000043445296,0.0006267184,0.00042925493,0.000079211546],"category_scores_gemma":[0.00008121988,0.0002953903,0.00010478796,0.000029499759,0.00031942275,0.00010706551,0.00017399476,0.00024353944,0.000012568927],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00067201204,0.00004476024,0.00032385194,0.000022455264,0.00010925435,0.0000040758327,0.011267499,0.0000019449587,0.000039447375,0.94641864,0.00019278155,0.04090326],"study_design_scores_gemma":[0.028647957,0.001125669,0.002742085,0.0015412482,0.00072551006,0.000018563176,0.021605141,0.0035321459,0.00016346583,0.35187846,0.5825928,0.0054269554],"about_ca_topic_score_codex":0.0050390502,"about_ca_topic_score_gemma":0.0050304714,"teacher_disagreement_score":0.9749185,"about_ca_system_score_codex":0.0005140722,"about_ca_system_score_gemma":0.00016710165,"threshold_uncertainty_score":0.9999498},"labels":[],"label_agreement":null},{"id":"W4232925388","doi":"10.4018/978-1-59140-866-6.ch016","title":"Modular Implementation of an Ontology-Driven Multimedia Content Delivery Application for Mobile Networks","year":2006,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Multimedia; Modular design; Middleware (distributed applications); World Wide Web; Service (business); Ontology; Event (particle physics); IP Multimedia Subsystem; Computer network; Quality of service; Operating system","score_opus":0.03526831471945977,"score_gpt":0.32893226813925963,"score_spread":0.29366395341979984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232925388","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012045185,0.0011928099,0.03242006,0.00034832332,0.00081686,0.009400612,0.0009592458,0.0006557235,0.9421612],"genre_scores_gemma":[0.9868226,0.0000650017,0.0069602383,0.00016579518,0.00027264142,0.00070911704,0.00037748413,0.000035022164,0.0045921067],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99855787,0.00006122586,0.0005079868,0.00034498007,0.00024215336,0.00028578923],"domain_scores_gemma":[0.9983152,0.00009736557,0.00054990785,0.00056684436,0.00037182818,0.00009881226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002456294,0.00021349102,0.00037674815,0.00007668201,0.00021159946,0.000018039787,0.0005901189,0.0006935235,0.000036381058],"category_scores_gemma":[0.000014470735,0.00024300902,0.00016027114,0.000021992082,0.00043790528,0.000053336513,0.00008373706,0.0001718238,0.000009393354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023876479,0.000029737423,0.00014620172,0.00001021376,0.000057194327,6.602464e-7,0.00027931077,0.00011590659,0.00012221007,0.8379692,0.00037360948,0.16087188],"study_design_scores_gemma":[0.0055821356,0.0010172026,0.0018592888,0.00015028873,0.00067320565,0.0000068325153,0.0039043769,0.045600735,0.00056384556,0.3173536,0.62140274,0.0018857245],"about_ca_topic_score_codex":0.008139075,"about_ca_topic_score_gemma":0.03920134,"teacher_disagreement_score":0.9747774,"about_ca_system_score_codex":0.0002952006,"about_ca_system_score_gemma":0.00022476912,"threshold_uncertainty_score":0.99846584},"labels":[],"label_agreement":null},{"id":"W4233357856","doi":"10.1145/502386.502388","title":"Phidgets","year":2001,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Debugging; Computer science; Programmer; Interface (matter); User interface; Human–computer interaction; Graphical user interface; Software; Embedded system; Operating system","score_opus":0.05505734218381079,"score_gpt":0.38735298181901723,"score_spread":0.3322956396352064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233357856","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017890725,0.000031405107,0.00026263602,0.024459757,0.00005401097,0.000030770076,3.48248e-8,0.00020780947,0.95706284],"genre_scores_gemma":[0.97777486,0.00034396577,0.0012477669,0.00044292977,0.000027088501,0.0000030990593,3.221155e-7,0.0000010170187,0.020158973],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999792,0.00002674277,0.000030118043,0.000031508538,0.000048222,0.00007144725],"domain_scores_gemma":[0.99980485,0.000032996188,0.0000073693877,0.0001140012,0.000015856192,0.000024926283],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010832385,0.000012838879,0.000020112962,0.000020555712,0.00012485246,0.0000062531203,0.00015943055,0.000032516433,0.0034381207],"category_scores_gemma":[0.000084112966,0.000011637422,0.000008386212,0.00009509273,0.000096217234,0.000027698597,0.000018174258,0.000030408892,0.00049621303],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.162792e-7,0.000018427603,0.0071212547,9.1220336e-8,0.0000013400387,7.486927e-7,0.0013268931,3.464849e-8,0.000042913773,0.86890787,0.0060650585,0.11651474],"study_design_scores_gemma":[0.000037515703,0.0000015675462,0.0012082133,2.6177443e-7,3.1542595e-7,2.4742997e-7,0.00075524824,0.000021028405,0.000025859084,0.003865348,0.9940661,0.000018246472],"about_ca_topic_score_codex":0.0007635426,"about_ca_topic_score_gemma":0.0032462706,"teacher_disagreement_score":0.9880011,"about_ca_system_score_codex":0.000008867259,"about_ca_system_score_gemma":0.00001553148,"threshold_uncertainty_score":0.9974729},"labels":[],"label_agreement":null},{"id":"W4233884817","doi":"10.22215/etd/2006-08465","title":"SIP-RTI: a high level architecture, runtime infrastructure build on a SIP-enabled conferencing mechanism","year":2006,"lang":"en","type":"dissertation","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; Canadian Heritage","funders":"Government of Ontario; International Business Machines Corporation","keywords":"Architecture; Computer science; Operating system; Mechanism (biology); Art; Physics; Visual arts","score_opus":0.020955890839266994,"score_gpt":0.29911832189462034,"score_spread":0.2781624310553533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233884817","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20094901,0.00014074225,0.0025506255,0.0038840428,0.0020753108,0.001993319,0.00011234725,0.0016398926,0.7866547],"genre_scores_gemma":[0.91352195,0.00010637538,0.009268001,0.0005309876,0.00026804,0.00013019025,0.0015510989,0.00006736752,0.074555986],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9972861,0.00029716484,0.000524115,0.0005819808,0.00070401106,0.0006066667],"domain_scores_gemma":[0.99792403,0.00034809238,0.00044096416,0.00084371166,0.0002939576,0.00014922237],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003874698,0.00046025345,0.000587975,0.00058982905,0.00077357824,0.00015860413,0.0013193336,0.001445995,0.0032545773],"category_scores_gemma":[0.00047928575,0.00042199364,0.0001738282,0.0005000246,0.0001672353,0.00007799354,0.000089299014,0.0013277923,0.00017996391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006320037,0.000105229,0.00004441521,0.000047403868,0.00009064535,0.000006235973,0.0044882963,0.0000350727,0.00238042,0.9533584,0.006062566,0.033318106],"study_design_scores_gemma":[0.0025816825,0.00028584377,0.010410117,0.0004987885,0.0002541968,0.0000046425403,0.016025469,0.0004563148,0.018002205,0.7050451,0.24400547,0.0024301668],"about_ca_topic_score_codex":0.021097472,"about_ca_topic_score_gemma":0.08930231,"teacher_disagreement_score":0.71257293,"about_ca_system_score_codex":0.00023115802,"about_ca_system_score_gemma":0.00073159294,"threshold_uncertainty_score":0.99985033},"labels":[],"label_agreement":null},{"id":"W4234514911","doi":"10.1109/tmm.2018.2831999","title":"IEEE Transactions on Multimedia","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Università degli Studi di Perugia; University of Science and Technology of China; Simon Fraser University; Tongji University; University of Hong Kong; Institute for Infocomm Research; Academia Sinica; Beijing University of Posts and Telecommunications; Samsung; Korea University; Nanyang Technological University; Microsoft Research Asia; Indiana University Bloomington; Dartmouth College; De Montfort University; Microsoft Research; Università degli Studi di Torino; LOEWE Zentrum AdRIA; Università Degli Studi di Modena e Reggio Emila; Universitat Politècnica de Catalunya; University of Technology Sydney; Cardiff University; Cisco Systems","keywords":"Computer science; Multimedia; Computer network; World Wide Web","score_opus":0.04197486961567568,"score_gpt":0.3322802217173517,"score_spread":0.290305352101676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234514911","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020752858,0.000057482357,0.9297821,0.0073180795,0.009792168,0.0016872352,0.00020983834,0.002325092,0.028075159],"genre_scores_gemma":[0.9769498,0.00043919485,0.014730965,0.0008694642,0.00039419797,0.00027789894,0.0000063479083,0.00006860269,0.006263519],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99675524,0.00045172122,0.00053991785,0.00065605243,0.0007648635,0.0008322228],"domain_scores_gemma":[0.99678254,0.0011141844,0.00016319858,0.0011300603,0.00031126034,0.00049877824],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006126995,0.00039502763,0.00039345966,0.0006424846,0.0018389105,0.00008062042,0.0009918388,0.0006511506,0.006256395],"category_scores_gemma":[0.000069076195,0.00041091425,0.00029671908,0.0009498708,0.0019281076,0.00030243146,0.0000010543461,0.0011007196,0.005754092],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002482245,0.0018073377,0.000019179746,0.000011420632,0.0001823389,0.000010394313,0.022457825,0.00043430616,0.0048233056,0.00023371211,0.0025710391,0.96720093],"study_design_scores_gemma":[0.00987922,0.0020406877,0.000561063,0.0003102663,0.00048705415,0.00002433565,0.010922344,0.13599387,0.44427225,0.0009005069,0.39135334,0.003255051],"about_ca_topic_score_codex":0.0015890728,"about_ca_topic_score_gemma":0.008944672,"teacher_disagreement_score":0.96394587,"about_ca_system_score_codex":0.00030204945,"about_ca_system_score_gemma":0.0002939085,"threshold_uncertainty_score":0.9998343},"labels":[],"label_agreement":null},{"id":"W4235839885","doi":"10.1109/tmm.2020.2973164","title":"IEEE Transactions on Multimedia","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association","funders":"Institute for Infocomm Research; Hefei University of Technology; University of Miami; Northwestern University; Hefei University; University of Science and Technology of China; Hong Kong University of Science and Technology; Università di Catania; Ball State University; Nanjing University of Science and Technology; Tongji University; Università degli Studi di Perugia; Tsinghua University; Federation University Australia; University of Hong Kong; Northwestern Polytechnical University; Murdoch University; National University of Singapore; Microsoft Research; Nanjing University; Charles Sturt University; Microsoft Research Asia; University of Technology Sydney; Cisco Systems","keywords":"Computer science; Multimedia; Computer network","score_opus":0.05512351067365925,"score_gpt":0.3193603287911619,"score_spread":0.26423681811750266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235839885","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009002941,0.00008212985,0.93973374,0.031470552,0.004012798,0.0016467426,0.00025607622,0.0024531211,0.011341916],"genre_scores_gemma":[0.98242927,0.00064602925,0.012009082,0.0025896507,0.00024139219,0.0002637917,0.000008694429,0.00007011173,0.0017420106],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99686366,0.00043948795,0.000545251,0.0006702775,0.0007638137,0.00071750913],"domain_scores_gemma":[0.99706477,0.0011032851,0.00015529363,0.0007575889,0.00016733566,0.00075174595],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003670308,0.00039279368,0.00043474085,0.00035624224,0.0011714223,0.00007617682,0.0009832807,0.00057397544,0.0043179933],"category_scores_gemma":[0.00009040493,0.00041780644,0.0003396809,0.0009776711,0.0008235359,0.00028572054,0.0000010819274,0.0013911544,0.0037094282],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034435693,0.0015980409,0.000021056576,0.000028017197,0.00023177273,0.000025734142,0.041092824,0.004888005,0.006803783,0.00020626285,0.0031750663,0.94158506],"study_design_scores_gemma":[0.011393598,0.0015940735,0.00028776532,0.00021785534,0.00054456084,0.000013331648,0.016010428,0.3463203,0.25995418,0.00035176336,0.3599633,0.0033488316],"about_ca_topic_score_codex":0.00081694254,"about_ca_topic_score_gemma":0.0019207959,"teacher_disagreement_score":0.9734263,"about_ca_system_score_codex":0.00021032224,"about_ca_system_score_gemma":0.00027527602,"threshold_uncertainty_score":0.9998274},"labels":[],"label_agreement":null},{"id":"W4235979983","doi":"10.1007/3-540-45491-8_63","title":"Accessible Digital Media","year":2002,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"NTSC; Digital television; Telecommunications; Computer science; European union; Transmission (telecommunications); Terrestrial television; Digital Revolution; Digital media; Process (computing); Multimedia; Digital broadcasting; World Wide Web; International trade; Business","score_opus":0.040749907002926446,"score_gpt":0.3035100438102257,"score_spread":0.26276013680729926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235979983","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012465009,0.00091736234,0.45401594,0.006967012,0.0022573946,0.00045255886,0.000016540875,0.00047971052,0.5347688],"genre_scores_gemma":[0.92612064,0.0012117251,0.062496837,0.0016418764,0.0013047144,0.0000142285435,0.000024305133,0.000056133664,0.007129565],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99794424,0.000025147012,0.00028141311,0.00056180975,0.0007323413,0.00045507896],"domain_scores_gemma":[0.9980077,0.0007164445,0.0001653421,0.0008156748,0.00014818544,0.00014662404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048604966,0.00022161282,0.00027730686,0.0005675797,0.00041263204,0.0004077263,0.0027158945,0.00045157084,0.00072530936],"category_scores_gemma":[0.00051333883,0.00021189448,0.00007080177,0.00044934367,0.0026872742,0.00040523705,0.0006496526,0.00069927314,0.00025695868],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010341874,0.000018000701,0.00015548756,0.0000031609009,0.0000033071137,0.000010998196,0.0028723574,0.00006449076,0.0000028146078,0.04252047,0.00008630268,0.9542616],"study_design_scores_gemma":[0.0004312704,0.000063899235,0.00024027392,0.00031115496,0.00001194043,0.000012571045,0.0000051586676,0.020622097,0.00015889305,0.57725984,0.39975443,0.001128451],"about_ca_topic_score_codex":0.000089699104,"about_ca_topic_score_gemma":0.0009126825,"teacher_disagreement_score":0.9531331,"about_ca_system_score_codex":0.00022019049,"about_ca_system_score_gemma":0.00035056492,"threshold_uncertainty_score":0.99013746},"labels":[],"label_agreement":null},{"id":"W4236328258","doi":"10.1007/978-0-387-39940-9_3277","title":"Personalized Web","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; World Wide Web; Medicine","score_opus":0.03290860257862475,"score_gpt":0.30355437286869347,"score_spread":0.2706457702900687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236328258","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000009966066,0.007516756,0.000034707256,0.0005755685,0.0008842565,0.0006374356,0.0005544377,0.00021932652,0.9895675],"genre_scores_gemma":[0.0016050545,0.045615923,0.0007894379,0.000054504344,0.0005949039,0.000028101475,0.00056234066,0.00004017078,0.9507096],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979777,0.00016071855,0.00058370066,0.00033901693,0.00066061295,0.00027829118],"domain_scores_gemma":[0.99765676,0.00028032117,0.00056349527,0.001144613,0.00019622863,0.00015858967],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008104841,0.0002571844,0.0005846948,0.00028515002,0.0001979537,0.000022112401,0.0009886523,0.0005365047,0.0013568609],"category_scores_gemma":[0.0002193858,0.00026464465,0.00015463316,0.00007482649,0.0006424466,0.00016230486,0.0001414893,0.00046266726,0.00032671585],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069816097,0.000024851894,0.0000091667835,0.000057093333,0.00004105357,0.000009534268,0.0010886706,2.6446924e-7,0.000008457429,0.94850165,0.04136095,0.008891337],"study_design_scores_gemma":[0.00026586268,0.000020124487,0.0000014523704,0.00030097368,0.000046725912,0.000002407123,0.0005394555,0.00003295332,7.079806e-7,0.0022192548,0.9963159,0.00025420365],"about_ca_topic_score_codex":0.0012062576,"about_ca_topic_score_gemma":0.0011080683,"teacher_disagreement_score":0.9549549,"about_ca_system_score_codex":0.00010337145,"about_ca_system_score_gemma":0.0006045644,"threshold_uncertainty_score":0.99998057},"labels":[],"label_agreement":null},{"id":"W4236980050","doi":"10.14745/ccdr.v43i09a03f","title":"Un guide de présentation pour les communications rapides","year":2017,"lang":"fr","type":"article","venue":"Relevé des maladies transmissibles au Canada","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Political science","score_opus":0.04457787471189178,"score_gpt":0.3208179493558387,"score_spread":0.2762400746439469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236980050","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12108398,0.09207002,0.0037715512,0.36372593,0.0019108608,0.00084307056,0.00018575965,0.00029502585,0.41611382],"genre_scores_gemma":[0.8118499,0.1336493,0.027357653,0.00028098113,0.00027290004,0.000058305995,0.000026657057,0.000038984388,0.0264653],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99737936,0.0006133848,0.00053868926,0.00030954697,0.00035132907,0.0008077003],"domain_scores_gemma":[0.99612916,0.00071588263,0.00041251295,0.002138284,0.0002475753,0.00035659331],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0006972272,0.00028622017,0.0003516592,0.000095146475,0.006016905,0.0001871206,0.0030792542,0.00033331243,0.001212194],"category_scores_gemma":[0.0006824389,0.00032452826,0.00013809341,0.00021495209,0.004327638,0.00037218235,0.0002043228,0.0004851882,0.000022055156],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020538242,0.0001959244,0.09836595,0.00079894357,0.0003116736,0.00002714675,0.007655249,0.00005817945,0.00040315732,0.22290872,0.024450473,0.64480406],"study_design_scores_gemma":[0.0005666576,0.000029626388,0.12374795,0.0010662947,0.00014641852,0.0000189912,0.006744925,0.0023885043,0.00085237174,0.006353491,0.85767126,0.00041352486],"about_ca_topic_score_codex":0.96127754,"about_ca_topic_score_gemma":0.9966841,"teacher_disagreement_score":0.8332208,"about_ca_system_score_codex":0.0012887663,"about_ca_system_score_gemma":0.0046067396,"threshold_uncertainty_score":0.99992067},"labels":[],"label_agreement":null},{"id":"W4237116693","doi":"10.32920/ryerson.14651712","title":"Xstreamulator: a rich media webcasting application for lectures and events","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Webcast; Computer science; Bitmap; Multimedia; Video Graphics Array; World Wide Web; Process (computing); Operating system; Computer graphics (images); Software","score_opus":0.048809609182076504,"score_gpt":0.36984625370998636,"score_spread":0.32103664452790986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237116693","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7409596,0.005592415,0.14921455,0.03241081,0.0017957514,0.00552241,0.00006621078,0.0017746356,0.0626636],"genre_scores_gemma":[0.9746635,0.0005201114,0.023912724,0.00011969898,0.00012929091,0.0003362095,0.000109003355,0.000010689107,0.00019879483],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990886,0.00010270446,0.00018217067,0.00030143815,0.00015259194,0.0001725337],"domain_scores_gemma":[0.9987336,0.00051467685,0.0001362193,0.000406606,0.00014087664,0.00006803886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039771525,0.000106895226,0.00018061932,0.000078328085,0.00028287427,0.000049046877,0.0003801643,0.00041863872,0.00008315234],"category_scores_gemma":[0.000945228,0.00010806097,0.000048197224,0.00010283988,0.00012288612,0.000030344938,0.00044475344,0.00025939476,0.0000034351276],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001880652,0.00024633997,0.036254823,0.00023489578,0.00018179641,8.014641e-7,0.043910682,0.000045646782,0.0008811533,0.12972787,0.0014231728,0.787074],"study_design_scores_gemma":[0.003514563,0.00006722937,0.049090605,0.0005338542,0.00046895957,0.000008123391,0.059185375,0.0516172,0.004676096,0.3480405,0.47976354,0.003033968],"about_ca_topic_score_codex":0.001536819,"about_ca_topic_score_gemma":0.008565688,"teacher_disagreement_score":0.78404003,"about_ca_system_score_codex":0.000057465488,"about_ca_system_score_gemma":0.00022645168,"threshold_uncertainty_score":0.47798544},"labels":[],"label_agreement":null},{"id":"W4238958276","doi":"10.4018/9781605669847.ch051","title":"A Framework for Analyzing Social Interaction Using Broadband Visual Communication Technologies","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Broadband; Computer science; Human–computer interaction; Telecommunications","score_opus":0.09932856730229218,"score_gpt":0.3959697957405944,"score_spread":0.2966412284383022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238958276","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00047278916,0.00077942054,0.00914453,0.0009167321,0.0003957024,0.00083413743,0.000043102886,0.001064616,0.986349],"genre_scores_gemma":[0.9628042,0.00023421546,0.029743271,0.00014039932,0.00026034642,0.00009056793,0.000019910964,0.000056050918,0.0066510695],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986848,0.0000789135,0.00039148092,0.00031034602,0.00021192209,0.0003224935],"domain_scores_gemma":[0.9983462,0.00022187778,0.0005671137,0.0005763095,0.00024189673,0.000046565292],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00033905037,0.00025705268,0.00038376724,0.00017599422,0.0010873416,0.00010094993,0.0009581648,0.0015187258,0.0000607732],"category_scores_gemma":[0.0003066384,0.000293677,0.00018611825,0.000053655127,0.0008454984,0.000091364935,0.00033218396,0.0006663954,0.000028584478],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029619008,0.000013656124,0.00002125104,0.000009937455,0.0000730271,4.9858625e-7,0.0012151161,1.6209653e-7,0.0000133406065,0.93695027,0.0001991526,0.061473977],"study_design_scores_gemma":[0.00015500288,0.000033508404,0.000005392777,0.00016894467,0.000094521376,0.0000019498875,0.0009561467,0.000049494232,0.000043866363,0.8841011,0.1141017,0.0002883527],"about_ca_topic_score_codex":0.0008969731,"about_ca_topic_score_gemma":0.0017136866,"teacher_disagreement_score":0.9796979,"about_ca_system_score_codex":0.00055992184,"about_ca_system_score_gemma":0.00022546767,"threshold_uncertainty_score":0.99995154},"labels":[],"label_agreement":null},{"id":"W4239419627","doi":"10.1109/tac.2018.2863125","title":"IEEE Transactions on Multimedia","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Multimedia","score_opus":0.023753628718462285,"score_gpt":0.30749904410178175,"score_spread":0.2837454153833195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239419627","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009771356,0.000015284935,0.96887875,0.006937689,0.0022032657,0.00095255865,0.000049439026,0.0014133686,0.009778307],"genre_scores_gemma":[0.99301475,0.000058256428,0.0028399278,0.0011290258,0.00011405601,0.00029744656,7.987944e-7,0.00003052473,0.002515198],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978775,0.00040540152,0.00042368652,0.00033039047,0.0004772956,0.00048574805],"domain_scores_gemma":[0.9977044,0.0009996525,0.00013038768,0.0007692471,0.0001638176,0.00023251575],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005190534,0.00022894084,0.00032318657,0.00037330834,0.0012787345,0.00006496309,0.00058702246,0.00031243992,0.0057608048],"category_scores_gemma":[0.000041924905,0.00022749958,0.00020886507,0.00051117595,0.0008620852,0.00015982521,2.6095066e-7,0.0004066188,0.002543034],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008224737,0.0009824905,0.0000042230618,0.000010982782,0.0001881845,0.0000037273342,0.009044311,0.0003506373,0.0017170392,0.0006135924,0.000722324,0.98628026],"study_design_scores_gemma":[0.0114293285,0.0014043546,0.00035258298,0.00024489535,0.0005267454,0.000015598916,0.0048278044,0.866298,0.040857155,0.0014036923,0.07115853,0.0014812866],"about_ca_topic_score_codex":0.00059793587,"about_ca_topic_score_gemma":0.0043130447,"teacher_disagreement_score":0.98479897,"about_ca_system_score_codex":0.00019539264,"about_ca_system_score_gemma":0.00020703506,"threshold_uncertainty_score":0.9982336},"labels":[],"label_agreement":null},{"id":"W4239767255","doi":"10.1109/tac.2018.2853858","title":"IEEE Transactions on Multimedia","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Multimedia","score_opus":0.023753628718462285,"score_gpt":0.30749904410178175,"score_spread":0.2837454153833195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239767255","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009771356,0.000015284935,0.96887875,0.006937689,0.0022032657,0.00095255865,0.000049439026,0.0014133686,0.009778307],"genre_scores_gemma":[0.99301475,0.000058256428,0.0028399278,0.0011290258,0.00011405601,0.00029744656,7.987944e-7,0.00003052473,0.002515198],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978775,0.00040540152,0.00042368652,0.00033039047,0.0004772956,0.00048574805],"domain_scores_gemma":[0.9977044,0.0009996525,0.00013038768,0.0007692471,0.0001638176,0.00023251575],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005190534,0.00022894084,0.00032318657,0.00037330834,0.0012787345,0.00006496309,0.00058702246,0.00031243992,0.0057608048],"category_scores_gemma":[0.000041924905,0.00022749958,0.00020886507,0.00051117595,0.0008620852,0.00015982521,2.6095066e-7,0.0004066188,0.002543034],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008224737,0.0009824905,0.0000042230618,0.000010982782,0.0001881845,0.0000037273342,0.009044311,0.0003506373,0.0017170392,0.0006135924,0.000722324,0.98628026],"study_design_scores_gemma":[0.0114293285,0.0014043546,0.00035258298,0.00024489535,0.0005267454,0.000015598916,0.0048278044,0.866298,0.040857155,0.0014036923,0.07115853,0.0014812866],"about_ca_topic_score_codex":0.00059793587,"about_ca_topic_score_gemma":0.0043130447,"teacher_disagreement_score":0.98479897,"about_ca_system_score_codex":0.00019539264,"about_ca_system_score_gemma":0.00020703506,"threshold_uncertainty_score":0.9982336},"labels":[],"label_agreement":null},{"id":"W4240858350","doi":"10.1080/14926150109556456","title":"Newsround","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Business","score_opus":0.02404733527702673,"score_gpt":0.32699685166604464,"score_spread":0.3029495163890179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240858350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9044048,0.0008478129,0.00043002938,0.04671436,0.0006054443,0.0001168028,3.1851684e-7,0.000025714315,0.046854716],"genre_scores_gemma":[0.98395735,0.00034076913,0.01512575,0.000094705385,0.00004247377,0.0000026335101,1.2377006e-7,0.0000029758248,0.00043322463],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99938154,0.000010498395,0.00019075428,0.000070754904,0.00013424088,0.00021220259],"domain_scores_gemma":[0.9988349,0.000038191774,0.00017643411,0.00018522023,0.0004891212,0.00027610298],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009482654,0.00004436392,0.00009076037,0.0012365592,0.0007501191,0.000078368525,0.0006094556,0.00009860545,0.000088113164],"category_scores_gemma":[0.0012151601,0.000041637843,0.000012519339,0.0013656701,0.0036701218,0.00022311848,0.000017377528,0.0001572762,0.00000847242],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.1500055e-7,0.0000286885,0.0069763088,0.0000022054348,0.0000024942851,0.0000019497895,0.005493601,8.4972484e-8,0.00029073286,0.8863832,0.00040656296,0.100413986],"study_design_scores_gemma":[0.00015126647,0.000059967806,0.0014403178,0.00007728609,0.000016288812,0.00035890454,0.09530049,0.0000980023,0.00028623754,0.41464984,0.4874124,0.00014900348],"about_ca_topic_score_codex":0.0018488156,"about_ca_topic_score_gemma":0.015789384,"teacher_disagreement_score":0.48700583,"about_ca_system_score_codex":0.00014227722,"about_ca_system_score_gemma":0.005496392,"threshold_uncertainty_score":0.9990413},"labels":[],"label_agreement":null},{"id":"W4241317003","doi":"10.1007/978-3-030-62124-7_2","title":"A Taste of Multimedia","year":2021,"lang":"en","type":"book-chapter","venue":"Texts in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Multimedia; Computer science; Taste; Presentation (obstetrics); Set (abstract data type); Graphics; Point (geometry); Field (mathematics); Transition (genetics); State (computer science); Simple (philosophy); Computer graphics (images)","score_opus":0.040740004207612424,"score_gpt":0.3257821171508229,"score_spread":0.28504211294321047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241317003","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00054317765,0.001035137,0.0051494087,0.0017575393,0.0015008517,0.0004309402,0.000009061555,0.00015516448,0.98941875],"genre_scores_gemma":[0.2704118,0.003148546,0.39635178,0.0009949465,0.0007998254,0.000033087887,0.000024174728,0.00007328049,0.32816258],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982537,0.000049900696,0.00035037956,0.00041260265,0.00064016314,0.00029326565],"domain_scores_gemma":[0.99830294,0.00026943212,0.00023024078,0.00083837955,0.0002572891,0.00010173719],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011112789,0.00013914712,0.0003074407,0.00048308284,0.0001784859,0.000044987377,0.0019303326,0.00024864788,0.00058392057],"category_scores_gemma":[0.00016438446,0.00014907082,0.00006493312,0.00034454162,0.0033448818,0.00012675674,0.0007393357,0.0003796168,0.00007234486],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013858903,0.000037293143,0.00006130852,0.000011539767,0.000005365565,0.000014346725,0.004522977,0.000009411401,0.00005093216,0.4402841,0.00041205934,0.5545893],"study_design_scores_gemma":[0.0006682428,0.000083213585,0.0008686137,0.00083806517,0.000015748785,0.000008345394,0.00015007559,0.016397914,0.00029209704,0.03728244,0.9425975,0.00079772563],"about_ca_topic_score_codex":0.00021906827,"about_ca_topic_score_gemma":0.0012787667,"teacher_disagreement_score":0.94218546,"about_ca_system_score_codex":0.00013582488,"about_ca_system_score_gemma":0.00096221076,"threshold_uncertainty_score":0.9993674},"labels":[],"label_agreement":null},{"id":"W4241360398","doi":"10.4016/38691.01","title":"Website Design Toronto","year":2012,"lang":"en","type":"dataset","venue":"SciVee","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Website design; World Wide Web; Computer science","score_opus":0.08146499436182142,"score_gpt":0.3861102849878236,"score_spread":0.3046452906260022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241360398","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[9.3205966e-7,0.0029770539,0.00008764032,0.0018110777,0.0013752965,0.00041696374,0.9651911,0.00020047395,0.027939415],"genre_scores_gemma":[0.00007963153,0.006167506,0.002370274,0.00043128198,0.0006893217,0.00007146255,0.98577833,0.000012154224,0.004400008],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987179,0.0003862575,0.0001381614,0.00016446086,0.0002629204,0.00033031974],"domain_scores_gemma":[0.9986826,0.00019824386,0.000119090284,0.0008136942,0.000058143083,0.00012819422],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00082610606,0.00011662551,0.0001682424,0.000051878942,0.00042006405,0.000038783543,0.0012216246,0.00047846534,0.01862746],"category_scores_gemma":[0.00031650683,0.00011529701,0.00005028821,0.00009811891,0.00036080874,0.00013215204,0.00018673696,0.00025730015,0.0045826435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001950421,0.000029989063,0.0000045156535,0.0000034880306,0.00001058332,6.2345305e-7,0.0003740843,3.2046113e-8,0.0000015401712,0.0011651962,0.9944604,0.0039475956],"study_design_scores_gemma":[0.00006507461,0.000008660497,0.000016757274,0.000009781912,0.000019098823,3.055761e-7,0.00031140476,8.7574733e-7,0.0000029514492,0.00031121902,0.9991186,0.00013527295],"about_ca_topic_score_codex":0.018420963,"about_ca_topic_score_gemma":0.06885306,"teacher_disagreement_score":0.050432097,"about_ca_system_score_codex":0.00021321137,"about_ca_system_score_gemma":0.00021251747,"threshold_uncertainty_score":0.9961924},"labels":[],"label_agreement":null},{"id":"W4241648807","doi":"10.1080/14926150409556613","title":"Newsround","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Environmental science","score_opus":0.019290206966560156,"score_gpt":0.3181403151482497,"score_spread":0.29885010818168956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241648807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9142237,0.00075893954,0.0007481423,0.061379865,0.0006422743,0.00013217166,4.715101e-7,0.000027210363,0.022087246],"genre_scores_gemma":[0.9661962,0.00012499996,0.033445477,0.00009049578,0.000032772714,0.0000024967605,1.1431888e-7,0.0000028502661,0.000104597224],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99940467,0.000006681234,0.00018509709,0.00006980578,0.00013385138,0.0001999178],"domain_scores_gemma":[0.9989088,0.000023581713,0.00017207196,0.00017554268,0.00045081865,0.00026917583],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00082351186,0.000044061537,0.000088143344,0.0011568716,0.0007391157,0.00007423316,0.00058949774,0.00009855211,0.000032088014],"category_scores_gemma":[0.001150296,0.000041397438,0.0000126569485,0.0011420532,0.004094706,0.0002196294,0.000016903743,0.00016197101,0.000007819787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[9.742339e-8,0.00002385896,0.00073910784,0.0000022611962,0.0000017674764,8.538193e-7,0.0062154913,3.6454543e-7,0.00032157492,0.9654913,0.00006985909,0.027133489],"study_design_scores_gemma":[0.00018077243,0.00005246533,0.000528732,0.00008346883,0.000011614519,0.00013666842,0.06918468,0.00001161467,0.00092094316,0.8616026,0.067178994,0.00010744072],"about_ca_topic_score_codex":0.0027749587,"about_ca_topic_score_gemma":0.017888863,"teacher_disagreement_score":0.103888676,"about_ca_system_score_codex":0.00023709323,"about_ca_system_score_gemma":0.009805538,"threshold_uncertainty_score":0.99861556},"labels":[],"label_agreement":null},{"id":"W4241816490","doi":"10.1007/978-1-4939-7131-2_101348","title":"Time-Aware Social Network-Based Social Profile Building Process","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Social network (sociolinguistics); Process (computing); Computer science; Business; Process management; World Wide Web; Social media; Operating system","score_opus":0.04064079916690026,"score_gpt":0.3428323302967847,"score_spread":0.30219153112988445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241816490","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000088392546,0.000049641487,0.00026172842,0.0060489224,0.00027817022,0.00063291594,0.000029343,0.0009152254,0.99169564],"genre_scores_gemma":[0.022074768,0.000031924406,0.0026863771,0.0011042133,0.005189921,0.000109399974,0.0002035804,0.000113491034,0.9684863],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99808556,0.00009915066,0.00035009117,0.00040249716,0.00053757214,0.00052514503],"domain_scores_gemma":[0.9986836,0.00014214196,0.00037393603,0.00030120873,0.00040757295,0.000091543814],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005912439,0.0002913684,0.0004297286,0.00013824996,0.001961283,0.000076005956,0.0011013532,0.0013647855,0.037341345],"category_scores_gemma":[0.0000669587,0.00030515983,0.0001959328,0.00011915019,0.0017508086,0.00008030451,0.000165019,0.0005968686,0.0016313683],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029348237,0.000048329865,0.000016588052,0.00004425006,0.00009303872,0.0000033483059,0.006183822,0.0000011003482,0.00000668276,0.6519837,0.31598443,0.025605364],"study_design_scores_gemma":[0.0002792238,0.000026921338,0.000005088014,0.000049057257,0.00004569112,2.3108176e-7,0.00041059154,0.0003794951,0.00002131,0.035891674,0.96240985,0.00048087045],"about_ca_topic_score_codex":0.00007862691,"about_ca_topic_score_gemma":0.00072679576,"teacher_disagreement_score":0.6464254,"about_ca_system_score_codex":0.00019270215,"about_ca_system_score_gemma":0.0007700335,"threshold_uncertainty_score":0.99994004},"labels":[],"label_agreement":null},{"id":"W4242528249","doi":"10.1109/tac.2018.2826281","title":"IEEE Transactions on Multimedia","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Multimedia","score_opus":0.023753628718462285,"score_gpt":0.30749904410178175,"score_spread":0.2837454153833195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242528249","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009771356,0.000015284935,0.96887875,0.006937689,0.0022032657,0.00095255865,0.000049439026,0.0014133686,0.009778307],"genre_scores_gemma":[0.99301475,0.000058256428,0.0028399278,0.0011290258,0.00011405601,0.00029744656,7.987944e-7,0.00003052473,0.002515198],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978775,0.00040540152,0.00042368652,0.00033039047,0.0004772956,0.00048574805],"domain_scores_gemma":[0.9977044,0.0009996525,0.00013038768,0.0007692471,0.0001638176,0.00023251575],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005190534,0.00022894084,0.00032318657,0.00037330834,0.0012787345,0.00006496309,0.00058702246,0.00031243992,0.0057608048],"category_scores_gemma":[0.000041924905,0.00022749958,0.00020886507,0.00051117595,0.0008620852,0.00015982521,2.6095066e-7,0.0004066188,0.002543034],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008224737,0.0009824905,0.0000042230618,0.000010982782,0.0001881845,0.0000037273342,0.009044311,0.0003506373,0.0017170392,0.0006135924,0.000722324,0.98628026],"study_design_scores_gemma":[0.0114293285,0.0014043546,0.00035258298,0.00024489535,0.0005267454,0.000015598916,0.0048278044,0.866298,0.040857155,0.0014036923,0.07115853,0.0014812866],"about_ca_topic_score_codex":0.00059793587,"about_ca_topic_score_gemma":0.0043130447,"teacher_disagreement_score":0.98479897,"about_ca_system_score_codex":0.00019539264,"about_ca_system_score_gemma":0.00020703506,"threshold_uncertainty_score":0.9982336},"labels":[],"label_agreement":null},{"id":"W4242607224","doi":"10.32920/ryerson.14651712.v1","title":"Xstreamulator: a rich media webcasting application for lectures and events","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Webcast; Computer science; Bitmap; Multimedia; Video Graphics Array; World Wide Web; Process (computing); Operating system; Computer graphics (images); Software","score_opus":0.048809609182076504,"score_gpt":0.36984625370998636,"score_spread":0.32103664452790986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242607224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7409596,0.005592415,0.14921455,0.03241081,0.0017957514,0.00552241,0.00006621078,0.0017746356,0.0626636],"genre_scores_gemma":[0.9746635,0.0005201114,0.023912724,0.00011969898,0.00012929091,0.0003362095,0.000109003355,0.000010689107,0.00019879483],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990886,0.00010270446,0.00018217067,0.00030143815,0.00015259194,0.0001725337],"domain_scores_gemma":[0.9987336,0.00051467685,0.0001362193,0.000406606,0.00014087664,0.00006803886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039771525,0.000106895226,0.00018061932,0.000078328085,0.00028287427,0.000049046877,0.0003801643,0.00041863872,0.00008315234],"category_scores_gemma":[0.000945228,0.00010806097,0.000048197224,0.00010283988,0.00012288612,0.000030344938,0.00044475344,0.00025939476,0.0000034351276],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001880652,0.00024633997,0.036254823,0.00023489578,0.00018179641,8.014641e-7,0.043910682,0.000045646782,0.0008811533,0.12972787,0.0014231728,0.787074],"study_design_scores_gemma":[0.003514563,0.00006722937,0.049090605,0.0005338542,0.00046895957,0.000008123391,0.059185375,0.0516172,0.004676096,0.3480405,0.47976354,0.003033968],"about_ca_topic_score_codex":0.001536819,"about_ca_topic_score_gemma":0.008565688,"teacher_disagreement_score":0.78404003,"about_ca_system_score_codex":0.000057465488,"about_ca_system_score_gemma":0.00022645168,"threshold_uncertainty_score":0.47798544},"labels":[],"label_agreement":null},{"id":"W4242638286","doi":"10.1145/500249.500258","title":"Java multimedia telecollaboration","year":2001,"lang":"en","type":"article","venue":"Proceedings of the ninth ACM international conference on Multimedia - MULTIMEDIA '01","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Java; Computer science; Multimedia; Real time Java; Quality (philosophy); World Wide Web; Programming language","score_opus":0.06315225643134739,"score_gpt":0.3507427358992781,"score_spread":0.2875904794679307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242638286","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5050256,0.00021791397,0.00012356428,0.11410482,0.009307745,0.0042081345,0.00021918981,0.0013366353,0.36545637],"genre_scores_gemma":[0.961636,0.0015121723,0.029996242,0.0006043436,0.000875115,0.0002984831,0.000070741175,0.00006560619,0.0049412977],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953351,0.00013033862,0.001043255,0.0007931722,0.0018721466,0.0008259875],"domain_scores_gemma":[0.9944753,0.00095937325,0.0010707799,0.00082672667,0.0022622244,0.0004056083],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013295886,0.00051402743,0.00057161984,0.00062756264,0.0006615604,0.0002368602,0.0052984664,0.00060381915,0.004189971],"category_scores_gemma":[0.014484578,0.00044089963,0.00028397772,0.0011854469,0.0016843305,0.00074423896,0.00084217376,0.0010332424,0.0004890325],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015031417,0.0030289488,0.1517791,0.00009817815,0.00073365594,0.000013988806,0.05414067,0.000034090488,0.08977494,0.102456585,0.045698572,0.55073816],"study_design_scores_gemma":[0.013064088,0.0006480102,0.070351616,0.0012207283,0.00033628452,0.00004597751,0.038722444,0.21726441,0.0726688,0.021215174,0.5610187,0.0034437939],"about_ca_topic_score_codex":0.0011072808,"about_ca_topic_score_gemma":0.0012285168,"teacher_disagreement_score":0.5472943,"about_ca_system_score_codex":0.00044669674,"about_ca_system_score_gemma":0.0005222851,"threshold_uncertainty_score":0.99980426},"labels":[],"label_agreement":null},{"id":"W4243374602","doi":"10.4018/978-1-60566-982-3.ch111","title":"On the Use of Web Services in Content Adaptation","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Ontario Tech University","funders":"","keywords":"Computer science; World Wide Web; Adaptation (eye); Content adaptation; Interoperability; Multimedia; The Internet; Web service; Context (archaeology); Multi-frequency network; Coding (social sciences); Heterogeneous network; Ubiquitous computing; Telecommunications; Human–computer interaction","score_opus":0.1826117567055318,"score_gpt":0.30030677049865917,"score_spread":0.11769501379312736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243374602","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027066588,0.00008094166,0.0000052487844,0.0005883037,0.0001320482,0.00035549962,0.000032020715,0.000054478296,0.9960448],"genre_scores_gemma":[0.97238654,0.00007429518,0.00017128253,0.00060647883,0.000021033957,0.000017418166,0.000002319548,0.00000894187,0.0267117],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992036,0.0000775313,0.00023768561,0.00013511028,0.00022076888,0.00012529787],"domain_scores_gemma":[0.9990026,0.00019298008,0.00024013437,0.0004275655,0.0001029262,0.000033815762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018411594,0.00011446643,0.00017687795,0.000058628768,0.0000805943,0.000018316132,0.0005214312,0.00031821348,0.00014625407],"category_scores_gemma":[0.00006324463,0.000088667366,0.00006558619,0.00001843063,0.00032173452,0.000028270606,0.00008198544,0.00020182176,0.00007490305],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015303553,0.000009025019,0.00003241866,0.0000039480265,0.000013528868,0.0000010790206,0.0015774709,5.0095144e-7,0.0000043770838,0.99093235,0.00014718523,0.0072628115],"study_design_scores_gemma":[0.0002782692,0.0000559881,0.00017222091,0.0002723844,0.000022574523,4.7386277e-7,0.0008839096,0.00013317191,0.000015183141,0.6940862,0.3038891,0.00019055775],"about_ca_topic_score_codex":0.008851202,"about_ca_topic_score_gemma":0.06970715,"teacher_disagreement_score":0.9696799,"about_ca_system_score_codex":0.00009748543,"about_ca_system_score_gemma":0.00013822435,"threshold_uncertainty_score":0.997749},"labels":[],"label_agreement":null},{"id":"W4243827353","doi":"10.1145/1218063.1217969","title":"URICA","year":2006,"lang":"en","type":"article","venue":"ACM SIGOPS Operating Systems Review","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Adaptation (eye); Content adaptation; Mobile device; Multimedia; Human–computer interaction; Fidelity; Bandwidth (computing); World Wide Web; Ubiquitous computing; Computer network; Telecommunications","score_opus":0.04060085066111734,"score_gpt":0.36054198941591653,"score_spread":0.3199411387547992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243827353","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032523742,0.5714324,0.00021954151,0.032244,0.000815765,0.0022422026,0.000004986565,0.00090559246,0.3888831],"genre_scores_gemma":[0.92011994,0.062315702,0.0048608887,0.0014901063,0.0005329786,0.00038177532,0.00002586768,0.000025827967,0.010246883],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99834675,0.00059723994,0.0004208504,0.00017128073,0.00023364682,0.00023023871],"domain_scores_gemma":[0.99854934,0.00028800312,0.0001404066,0.0008353265,0.00013661922,0.00005031947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013449435,0.000093580304,0.00028213693,0.00003603651,0.0005104463,0.00008347043,0.00088945025,0.0000930923,0.00022907548],"category_scores_gemma":[0.0021570197,0.000080660604,0.000055930588,0.00035843832,0.00011695493,0.0000971672,0.0001190616,0.00014654061,0.00041803936],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.9854366e-7,0.00016008428,0.00825375,0.0019850943,0.000038260936,0.000011840399,0.0015209959,0.00001856988,0.00066932465,0.6838547,0.22214697,0.08133972],"study_design_scores_gemma":[0.000067466186,0.0000066422144,0.00010798518,0.0011368181,0.000011783664,0.0000038826347,0.00023274745,0.00005611444,0.000009063055,0.00011955247,0.9981309,0.000117033764],"about_ca_topic_score_codex":0.006733167,"about_ca_topic_score_gemma":0.0005019348,"teacher_disagreement_score":0.9168676,"about_ca_system_score_codex":0.00006126596,"about_ca_system_score_gemma":0.0000996999,"threshold_uncertainty_score":0.9998811},"labels":[],"label_agreement":null},{"id":"W4243838894","doi":"10.24124/2006/bpgub1306","title":"VirtualBC.com: a website revitalization","year":2006,"lang":"en","type":"dissertation","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"","keywords":"Multinational corporation; Plan (archaeology); Resource (disambiguation); Engineering; Business; Public relations; Marketing; Political science; Computer science; Geography","score_opus":0.01838986643381138,"score_gpt":0.3486215044112669,"score_spread":0.33023163797745547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243838894","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031706274,0.00046956984,0.00024214428,0.00146344,0.0005802081,0.00034255435,0.0000035619803,0.000497515,0.9932304],"genre_scores_gemma":[0.15762739,0.0015830705,0.001126597,0.00027957946,0.00020818283,0.00009140806,0.0034738781,0.000037046466,0.83557284],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99896383,0.00014643236,0.00024612705,0.00018996831,0.00027258592,0.0001810331],"domain_scores_gemma":[0.9991523,0.00008099571,0.0001841156,0.0003712886,0.00016538677,0.000045912475],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026459957,0.000121073484,0.00017648087,0.00019030867,0.00035300822,0.000059224003,0.00046860857,0.0005411884,0.0021744876],"category_scores_gemma":[0.0002499356,0.00012659992,0.00007102696,0.00035316602,0.00008937329,0.000093470924,0.000019145047,0.00020641272,0.0005252188],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009980245,0.00012419336,0.00058527815,0.00004394624,0.000027308037,0.0000016823601,0.005085992,9.2489245e-7,0.00021598632,0.79922926,0.13452618,0.060149267],"study_design_scores_gemma":[0.000111901594,0.000008331094,0.00083768746,0.00004275542,0.000021399823,1.2610651e-7,0.0028891533,0.00006242011,0.0001474396,0.003075959,0.9926024,0.00020039116],"about_ca_topic_score_codex":0.004409485,"about_ca_topic_score_gemma":0.060034424,"teacher_disagreement_score":0.8580763,"about_ca_system_score_codex":0.00008059337,"about_ca_system_score_gemma":0.00018287881,"threshold_uncertainty_score":0.99873763},"labels":[],"label_agreement":null},{"id":"W4244346392","doi":"10.1145/585060.585063","title":"Multimedia document engineering in MCF","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Reuse; Multimedia; Abstraction; Software engineering; Granularity; Human–computer interaction; Abstraction layer; Formalism (music); Encapsulation (networking); Software; Programming language; Engineering","score_opus":0.02877819487212382,"score_gpt":0.29566286936633146,"score_spread":0.26688467449420766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244346392","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14564738,0.00046878483,0.00036911253,0.023596082,0.00033677413,0.00041445947,3.2983297e-7,0.0008225509,0.8283445],"genre_scores_gemma":[0.9899681,0.00029472468,0.006386973,0.00010346329,0.000021249647,0.0000165617,3.6453338e-7,0.0000027518533,0.0032057762],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995926,0.000028136947,0.00008565335,0.0000639599,0.00008648289,0.00014314067],"domain_scores_gemma":[0.99969536,0.00009475988,0.000012074014,0.000147532,0.000010103359,0.0000401527],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016921294,0.000032583503,0.00004921638,0.00008356718,0.000043838416,0.000010900851,0.00020902102,0.000059616734,0.004227121],"category_scores_gemma":[0.00019321962,0.000032463737,0.000012803891,0.00017835225,0.000049793387,0.00005881754,0.000033017368,0.00008888458,0.0003689076],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018792631,0.00023259524,0.019773873,0.0000056767144,0.00001234574,0.000009127131,0.039593082,0.00006267285,0.00041023912,0.5241822,0.009488087,0.40622824],"study_design_scores_gemma":[0.0006918421,0.000012706292,0.0039528054,0.000009436415,0.0000015655362,3.9066222e-7,0.0015628447,0.036983255,0.0003212804,0.00060935214,0.95568484,0.00016968844],"about_ca_topic_score_codex":0.0013984819,"about_ca_topic_score_gemma":0.002516578,"teacher_disagreement_score":0.94619673,"about_ca_system_score_codex":0.000048042068,"about_ca_system_score_gemma":0.0000053988615,"threshold_uncertainty_score":0.9966832},"labels":[],"label_agreement":null},{"id":"W4244732519","doi":"10.1080/14926150409556636","title":"Newsround","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Business","score_opus":0.019290206966560156,"score_gpt":0.3181403151482497,"score_spread":0.29885010818168956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244732519","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9142237,0.00075893954,0.0007481423,0.061379865,0.0006422743,0.00013217166,4.715101e-7,0.000027210363,0.022087246],"genre_scores_gemma":[0.9661962,0.00012499996,0.033445477,0.00009049578,0.000032772714,0.0000024967605,1.1431888e-7,0.0000028502661,0.000104597224],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99940467,0.000006681234,0.00018509709,0.00006980578,0.00013385138,0.0001999178],"domain_scores_gemma":[0.9989088,0.000023581713,0.00017207196,0.00017554268,0.00045081865,0.00026917583],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00082351186,0.000044061537,0.000088143344,0.0011568716,0.0007391157,0.00007423316,0.00058949774,0.00009855211,0.000032088014],"category_scores_gemma":[0.001150296,0.000041397438,0.0000126569485,0.0011420532,0.004094706,0.0002196294,0.000016903743,0.00016197101,0.000007819787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[9.742339e-8,0.00002385896,0.00073910784,0.0000022611962,0.0000017674764,8.538193e-7,0.0062154913,3.6454543e-7,0.00032157492,0.9654913,0.00006985909,0.027133489],"study_design_scores_gemma":[0.00018077243,0.00005246533,0.000528732,0.00008346883,0.000011614519,0.00013666842,0.06918468,0.00001161467,0.00092094316,0.8616026,0.067178994,0.00010744072],"about_ca_topic_score_codex":0.0027749587,"about_ca_topic_score_gemma":0.017888863,"teacher_disagreement_score":0.103888676,"about_ca_system_score_codex":0.00023709323,"about_ca_system_score_gemma":0.009805538,"threshold_uncertainty_score":0.99861556},"labels":[],"label_agreement":null},{"id":"W4246753335","doi":"10.1016/b978-155860651-7/50162-5","title":"A Multimedia System for Authoring Motion Pictures  Permission to make digital/hard copies of all or part of this material for personal or classroom use is granted without fee provided that the copies are not made or distributed for profit or commercial advantage, the copyright notice, the title of the publication and its date appear, and notice is given that copyright is by permission of the ACM, Inc. To copy otherwise, to republish, to post on servers or to redistribute to lists, requires specific permission and/or fee.","year":2002,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Multimedia; Variety (cybernetics); Presentation (obstetrics); Key (lock); Process (computing); Representation (politics); Motion (physics); Permission; Authoring system; Human–computer interaction; Software; Artificial intelligence; Programming language","score_opus":0.08706098285765508,"score_gpt":0.3182545321364828,"score_spread":0.23119354927882774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246753335","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2123621,0.00051685254,0.00085241685,0.53189373,0.0032782122,0.10516036,0.1378257,0.00045439624,0.0076562446],"genre_scores_gemma":[0.45969015,0.0002552775,0.002968381,0.005089492,0.00032843262,0.0019134107,0.00055722834,0.00019575524,0.5290019],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99759513,0.00018307618,0.00067102147,0.0005713387,0.0006399871,0.00033945142],"domain_scores_gemma":[0.9962137,0.0010883325,0.0007215356,0.0009924679,0.000763111,0.0002208881],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007027914,0.00039757582,0.00067079585,0.00014006706,0.00071219035,0.0002802911,0.0012892945,0.0003351735,0.0003359357],"category_scores_gemma":[0.0021888732,0.00016001218,0.00012299612,0.00016876684,0.00030941717,0.00017201735,0.0006720782,0.0002086131,0.0000026304313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.06160509,0.00023704606,0.0009185955,0.0034279814,0.0005709618,0.0000031004513,0.12610038,0.0000016051418,0.0108075505,0.0013826827,0.5076994,0.28724566],"study_design_scores_gemma":[0.0009714926,0.00058060157,0.00069372973,0.0018293527,0.00016549829,0.0000050983585,0.0038203802,0.00016565621,0.012665202,0.000013022061,0.97880524,0.00028469323],"about_ca_topic_score_codex":0.00004250365,"about_ca_topic_score_gemma":0.00068098365,"teacher_disagreement_score":0.5268042,"about_ca_system_score_codex":0.00013359403,"about_ca_system_score_gemma":0.00020962793,"threshold_uncertainty_score":0.6525107},"labels":[],"label_agreement":null},{"id":"W4246799043","doi":"10.1109/iwmc.1992.666173","title":"Real-Time Synchronization Control in Multimedia Distributed Systems","year":2005,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Synchronization (alternating current); Multimedia; Real-time computing; Control (management); Time synchronization; Distributed computing; Computer network; Artificial intelligence","score_opus":0.011993584011626493,"score_gpt":0.2897586902464913,"score_spread":0.27776510623486483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246799043","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14096427,0.0009296466,0.10927185,0.0901981,0.0011100643,0.0049520945,0.00013101535,0.0047800373,0.64766294],"genre_scores_gemma":[0.9964566,0.00022991464,0.0015496479,0.00006850746,0.00009058693,0.000041559295,0.00004664455,0.0000058371834,0.0015107004],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990461,0.00023727525,0.0002201875,0.0001213561,0.00015581404,0.00021926514],"domain_scores_gemma":[0.9992976,0.00025015473,0.000065370725,0.00024288075,0.00007644706,0.0000675532],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049333664,0.0000622015,0.0001320322,0.00009639783,0.00012843145,0.000031503252,0.00029072998,0.00015716902,0.0007868387],"category_scores_gemma":[0.0003499842,0.000060557628,0.000019310026,0.00031824247,0.00015593154,0.00012901243,0.000023943914,0.000094425115,0.00055850786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000088482266,0.0014550735,0.10082004,0.0000347852,0.00010744728,0.000013938746,0.02175216,0.005174112,0.0072151464,0.4563651,0.042351335,0.36462238],"study_design_scores_gemma":[0.0015144397,0.000013805946,0.003484804,0.000017525903,0.000007151067,6.7244207e-7,0.0014950859,0.816088,0.000032513784,0.00010244444,0.17705755,0.00018598085],"about_ca_topic_score_codex":0.00556287,"about_ca_topic_score_gemma":0.00509695,"teacher_disagreement_score":0.85549235,"about_ca_system_score_codex":0.0002252394,"about_ca_system_score_gemma":0.00009069079,"threshold_uncertainty_score":0.86153316},"labels":[],"label_agreement":null},{"id":"W4247176353","doi":"10.1145/571990.571991","title":"Customizable physical interfaces for interacting with conventional applications","year":2002,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Graphical user interface; Computer science; Personalization; Human–computer interaction; User interface; Interface (matter); Control (management); Function (biology); Post-WIMP; Graphical user interface testing; User interface design; Programming language; World Wide Web; User experience design; Operating system; Artificial intelligence","score_opus":0.054716478063334816,"score_gpt":0.3609336706821385,"score_spread":0.3062171926188037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247176353","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029352294,0.00010082469,0.13180786,0.029946707,0.0001568257,0.0015365094,0.000008228563,0.0007201731,0.80637056],"genre_scores_gemma":[0.978699,0.000015304962,0.011492745,0.00008091581,0.00006441154,0.0003011642,0.0000036972704,0.000004117948,0.009338587],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99963903,0.000025413796,0.00006629811,0.00008967462,0.00007113805,0.000108436536],"domain_scores_gemma":[0.99937177,0.0003553548,0.00004331831,0.0001266543,0.00007193874,0.000030960695],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009247435,0.000036405785,0.00005853634,0.000032962376,0.00028887056,0.00002668428,0.00020916622,0.000029372579,0.0011072931],"category_scores_gemma":[0.00007048748,0.000030129739,0.000022248485,0.00010597524,0.00017721107,0.00009571783,0.000024318226,0.00006612859,0.0001385345],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011247259,0.00033838322,0.0005700082,0.0000065206596,0.000029833696,7.770144e-8,0.004729528,0.000008401037,0.00027145943,0.9143524,0.01049735,0.06918475],"study_design_scores_gemma":[0.00036238335,0.000027536478,0.000015857167,0.000007659763,0.00000776368,5.9910394e-7,0.004581697,0.0133092245,0.0006452539,0.002287412,0.9786733,0.00008133061],"about_ca_topic_score_codex":0.0000964378,"about_ca_topic_score_gemma":0.00039998154,"teacher_disagreement_score":0.96817595,"about_ca_system_score_codex":0.000024062423,"about_ca_system_score_gemma":0.000012695889,"threshold_uncertainty_score":0.9998058},"labels":[],"label_agreement":null},{"id":"W4247820400","doi":"10.32920/ryerson.14639475","title":"The Other Mobile TV: ATSC MDTV Broadcasting In Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Broadcasting (networking); Telecommunications; Digital broadcasting; Service (business); Commercial broadcasting; Terrestrial television; Mobile service; Computer science; Digital television; Advertising; Business; Public broadcasting; Multimedia; Computer security; Marketing","score_opus":0.036114580448432645,"score_gpt":0.32513981319836127,"score_spread":0.28902523274992864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247820400","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3142413,0.0036154292,0.000121452875,0.023490647,0.0019408358,0.0009935839,0.00000821899,0.00021970713,0.65536886],"genre_scores_gemma":[0.99383795,0.0008449707,0.000782493,0.00036078808,0.000054380318,0.00014388713,0.00000462819,0.000008638541,0.003962279],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988417,0.00029964998,0.00021224805,0.00018520177,0.00021662448,0.0002445617],"domain_scores_gemma":[0.9986372,0.0005306043,0.000099795725,0.00062124373,0.000066388915,0.000044742865],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00054617925,0.000083483596,0.00013587801,0.000030659732,0.0003036899,0.00007954852,0.00096600933,0.00017320612,0.0013451223],"category_scores_gemma":[0.0003865398,0.00006594092,0.000034435434,0.0001626873,0.0001567343,0.00001867487,0.000708075,0.00059335615,0.000009399515],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056377958,0.00008871016,0.06391793,0.00003172385,0.000074029296,0.000024512958,0.02522715,0.0005136564,0.000048250917,0.065392725,0.011079598,0.83359605],"study_design_scores_gemma":[0.00009263461,0.0000020231794,0.0018038714,0.0000461313,0.0000034381098,3.6656093e-7,0.053489774,0.0016556695,0.00005716599,0.00085888075,0.9418087,0.00018137394],"about_ca_topic_score_codex":0.9981618,"about_ca_topic_score_gemma":0.99988776,"teacher_disagreement_score":0.9307291,"about_ca_system_score_codex":0.00052904675,"about_ca_system_score_gemma":0.0037733372,"threshold_uncertainty_score":0.9995678},"labels":[],"label_agreement":null},{"id":"W4248294699","doi":"10.1145/1453805","title":"Proceedings of the 1st international conference on Designing interactive user experiences for TV and video","year":2008,"lang":"en","type":"paratext","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"IPTV; Interactive television; The Internet; Computer science; Multimedia; Internet television; Field (mathematics); Schematic; World Wide Web; Telecommunications; Engineering","score_opus":0.08755228454958634,"score_gpt":0.3805943893395816,"score_spread":0.29304210478999526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248294699","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017404797,0.00007536242,0.00025044216,0.0054227896,0.0012041347,0.00073690386,0.000014461474,0.000034438224,0.9748567],"genre_scores_gemma":[0.89077204,0.0016529902,0.0025456175,0.0002427713,0.000112802045,0.000348234,0.000006929043,0.000009173747,0.104309425],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992731,0.000029366558,0.00018081121,0.00018957394,0.00020688935,0.00012023799],"domain_scores_gemma":[0.99895257,0.00029918388,0.00026773603,0.00010048201,0.000350889,0.00002915209],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016370689,0.00010169362,0.00016324672,0.00009105617,0.00028847062,0.000052566553,0.00083663414,0.00020264901,0.00183102],"category_scores_gemma":[0.00037641,0.00007105246,0.00004857315,0.0000970829,0.00081333873,0.00012266613,0.0001485751,0.00020969484,0.000027604272],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011038547,0.0001461953,0.00042427203,0.000032176726,0.000118475065,1.18784236e-7,0.2345929,5.4431354e-7,0.0014338592,0.26775664,0.48628145,0.009102993],"study_design_scores_gemma":[0.0003361753,0.00007600251,0.00007544057,0.00022418966,0.000009478183,0.0000014442019,0.15734436,0.0002358514,0.010492463,0.00074243254,0.83025,0.00021212855],"about_ca_topic_score_codex":0.00037964853,"about_ca_topic_score_gemma":0.00020163387,"teacher_disagreement_score":0.87336725,"about_ca_system_score_codex":0.000049423164,"about_ca_system_score_gemma":0.00014783833,"threshold_uncertainty_score":0.99908143},"labels":[],"label_agreement":null},{"id":"W4248438633","doi":"10.1109/tmm.2020.2980724","title":"IEEE Transactions on Multimedia","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association","funders":"Institute for Infocomm Research; Hefei University of Technology; University of Miami; Northwestern University; Hefei University; University of Science and Technology of China; Hong Kong University of Science and Technology; Università di Catania; Ball State University; Nanjing University of Science and Technology; Tongji University; Università degli Studi di Perugia; Tsinghua University; Federation University Australia; University of Hong Kong; Northwestern Polytechnical University; Murdoch University; National University of Singapore; Microsoft Research; Nanjing University; Charles Sturt University; Microsoft Research Asia; University of Technology Sydney; Cisco Systems","keywords":"Computer science; Multimedia; Computer network","score_opus":0.05512351067365925,"score_gpt":0.3193603287911619,"score_spread":0.26423681811750266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248438633","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009002941,0.00008212985,0.93973374,0.031470552,0.004012798,0.0016467426,0.00025607622,0.0024531211,0.011341916],"genre_scores_gemma":[0.98242927,0.00064602925,0.012009082,0.0025896507,0.00024139219,0.0002637917,0.000008694429,0.00007011173,0.0017420106],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99686366,0.00043948795,0.000545251,0.0006702775,0.0007638137,0.00071750913],"domain_scores_gemma":[0.99706477,0.0011032851,0.00015529363,0.0007575889,0.00016733566,0.00075174595],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003670308,0.00039279368,0.00043474085,0.00035624224,0.0011714223,0.00007617682,0.0009832807,0.00057397544,0.0043179933],"category_scores_gemma":[0.00009040493,0.00041780644,0.0003396809,0.0009776711,0.0008235359,0.00028572054,0.0000010819274,0.0013911544,0.0037094282],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034435693,0.0015980409,0.000021056576,0.000028017197,0.00023177273,0.000025734142,0.041092824,0.004888005,0.006803783,0.00020626285,0.0031750663,0.94158506],"study_design_scores_gemma":[0.011393598,0.0015940735,0.00028776532,0.00021785534,0.00054456084,0.000013331648,0.016010428,0.3463203,0.25995418,0.00035176336,0.3599633,0.0033488316],"about_ca_topic_score_codex":0.00081694254,"about_ca_topic_score_gemma":0.0019207959,"teacher_disagreement_score":0.9734263,"about_ca_system_score_codex":0.00021032224,"about_ca_system_score_gemma":0.00027527602,"threshold_uncertainty_score":0.9998274},"labels":[],"label_agreement":null},{"id":"W4249439891","doi":"10.4018/978-1-60566-652-5.ch033","title":"Adopting Tools for Online Synchronous Communication","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval; Memorial University of Newfoundland","funders":"","keywords":"Immediacy; Computer science; Videoconferencing; Multimedia; Compatibility (geochemistry); Engineering","score_opus":0.06052929430078116,"score_gpt":0.34187339041929105,"score_spread":0.28134409611850986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249439891","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000039230596,0.0009806268,0.0002608061,0.0028633194,0.00013860533,0.0008554948,0.00015206737,0.00042950633,0.99428034],"genre_scores_gemma":[0.21629173,0.0018640034,0.2519008,0.005458463,0.0015224224,0.0002541629,0.00061685854,0.00016974584,0.5219218],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986735,0.00006283572,0.00039254778,0.00026575997,0.00027986968,0.0003254958],"domain_scores_gemma":[0.9978719,0.0003488828,0.00036606606,0.0010210329,0.00027758363,0.00011454712],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000400058,0.00022731227,0.00034486936,0.00007341217,0.0005582456,0.00013397518,0.0013065434,0.0007594691,0.00006282114],"category_scores_gemma":[0.0004109919,0.00025913696,0.00017655936,0.00002506749,0.00033157787,0.000075558404,0.0001822145,0.00037621867,0.000063405765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005652887,0.000011251414,7.551909e-7,0.00000423901,0.000016006798,5.4104635e-7,0.00016062536,3.2997556e-7,9.1618074e-7,0.60865724,0.0007734484,0.39036897],"study_design_scores_gemma":[0.00022525148,0.000039740335,0.000009049909,0.00010727342,0.00003629288,0.0000017586581,0.00014706404,0.00001896011,0.0000017353112,0.21728119,0.7819131,0.00021858256],"about_ca_topic_score_codex":0.00047709962,"about_ca_topic_score_gemma":0.0070120604,"teacher_disagreement_score":0.7811397,"about_ca_system_score_codex":0.00062096614,"about_ca_system_score_gemma":0.00039309706,"threshold_uncertainty_score":0.9999861},"labels":[],"label_agreement":null},{"id":"W4249808682","doi":"10.1017/9789048542055.003","title":"Low-Resolution Media Façades in a Data Society","year":2019,"lang":"en","type":"other","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Resolution (logic); Geography; Computer science; Artificial intelligence","score_opus":0.08640357658148619,"score_gpt":0.371243259407378,"score_spread":0.28483968282589184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249808682","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000005194264,0.0006517117,0.00018187951,0.0043378696,0.00031441188,0.00029265758,0.000036825986,0.0003712042,0.99380827],"genre_scores_gemma":[0.0015976186,0.0057040504,0.006862006,0.0003049153,0.0002136315,0.00001526476,0.00030836774,0.00008490884,0.98490924],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99911916,0.000116263895,0.00012328851,0.0002439813,0.0001991317,0.00019817524],"domain_scores_gemma":[0.9985196,0.00015366157,0.000090457084,0.0011891765,0.000012119737,0.000034978922],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004628049,0.0000882564,0.00016345203,0.00011257384,0.000046251796,0.000018187033,0.0015709526,0.0006034164,0.005423976],"category_scores_gemma":[0.00025947497,0.0000834519,0.00003346175,0.00021462454,0.00030801242,0.00005147109,0.0004156108,0.00025925334,0.00095308723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.6400365e-7,0.000032600175,0.00012189127,0.000008621856,0.00000939284,1.8452735e-7,0.0014259183,4.106941e-8,0.0000027576286,0.02459673,0.96645993,0.007341466],"study_design_scores_gemma":[0.0001563625,0.0000011946257,0.0000427291,0.00004315405,0.0000034270029,4.494085e-8,0.0017977868,0.00035473515,0.0000011857458,0.00018205793,0.99731666,0.000100671285],"about_ca_topic_score_codex":0.013990951,"about_ca_topic_score_gemma":0.18409993,"teacher_disagreement_score":0.17010897,"about_ca_system_score_codex":0.000058825943,"about_ca_system_score_gemma":0.00019593252,"threshold_uncertainty_score":0.99982476},"labels":[],"label_agreement":null},{"id":"W4250597793","doi":"10.1109/tmm.2020.2966202","title":"IEEE Transactions on Multimedia","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association","funders":"Institute for Infocomm Research; Hefei University of Technology; University of Miami; Northwestern University; Hefei University; University of Science and Technology of China; Hong Kong University of Science and Technology; Università di Catania; Ball State University; Nanjing University of Science and Technology; Tongji University; Università degli Studi di Perugia; Tsinghua University; Federation University Australia; University of Hong Kong; Northwestern Polytechnical University; Beijing University of Posts and Telecommunications; Murdoch University; University of Technology Sydney; National University of Singapore; Microsoft Research; Nanjing University; Charles Sturt University; Microsoft Research Asia","keywords":"Computer science; Multimedia; Computer network","score_opus":0.05512351067365925,"score_gpt":0.3193603287911619,"score_spread":0.26423681811750266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250597793","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009002941,0.00008212985,0.93973374,0.031470552,0.004012798,0.0016467426,0.00025607622,0.0024531211,0.011341916],"genre_scores_gemma":[0.98242927,0.00064602925,0.012009082,0.0025896507,0.00024139219,0.0002637917,0.000008694429,0.00007011173,0.0017420106],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99686366,0.00043948795,0.000545251,0.0006702775,0.0007638137,0.00071750913],"domain_scores_gemma":[0.99706477,0.0011032851,0.00015529363,0.0007575889,0.00016733566,0.00075174595],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003670308,0.00039279368,0.00043474085,0.00035624224,0.0011714223,0.00007617682,0.0009832807,0.00057397544,0.0043179933],"category_scores_gemma":[0.00009040493,0.00041780644,0.0003396809,0.0009776711,0.0008235359,0.00028572054,0.0000010819274,0.0013911544,0.0037094282],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034435693,0.0015980409,0.000021056576,0.000028017197,0.00023177273,0.000025734142,0.041092824,0.004888005,0.006803783,0.00020626285,0.0031750663,0.94158506],"study_design_scores_gemma":[0.011393598,0.0015940735,0.00028776532,0.00021785534,0.00054456084,0.000013331648,0.016010428,0.3463203,0.25995418,0.00035176336,0.3599633,0.0033488316],"about_ca_topic_score_codex":0.00081694254,"about_ca_topic_score_gemma":0.0019207959,"teacher_disagreement_score":0.9734263,"about_ca_system_score_codex":0.00021032224,"about_ca_system_score_gemma":0.00027527602,"threshold_uncertainty_score":0.9998274},"labels":[],"label_agreement":null},{"id":"W4253237288","doi":"10.32920/ryerson.14663832","title":"Video and Audio Fusion for Streaming Applications","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Microphone; The Internet; Java applet; Multimedia; Synchronization (alternating current); Dialog box; Robot; Java; Real-time computing; Computer graphics (images); Operating system; Telecommunications; Artificial intelligence","score_opus":0.04542874441683581,"score_gpt":0.37023639666624786,"score_spread":0.32480765224941205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253237288","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06433404,0.006108239,0.41448593,0.09495581,0.00095344236,0.007699585,0.00007518572,0.0018905707,0.40949717],"genre_scores_gemma":[0.8930046,0.0045057335,0.09628027,0.00025888367,0.0001635876,0.0014603889,0.000151936,0.000012765096,0.0041618645],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993844,0.000056732668,0.00012931977,0.00022699626,0.00008457427,0.00011799172],"domain_scores_gemma":[0.9990553,0.00026686888,0.000074295465,0.00043198714,0.00011937659,0.000052170504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027260362,0.00006814287,0.0001250927,0.000058740618,0.00038326942,0.00007684688,0.0003185313,0.0002956845,0.00020044745],"category_scores_gemma":[0.00019265703,0.000071196875,0.000043408105,0.00007677553,0.0001728465,0.00002718,0.00057862693,0.00018735927,0.0000041813814],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024799922,0.00008925157,0.001332885,0.00008266313,0.00003597844,2.3045277e-7,0.007340034,0.0000028276502,0.0004217232,0.34900683,0.0015450678,0.64014],"study_design_scores_gemma":[0.0002167917,0.0000072452185,0.00088157965,0.000048761143,0.000033066506,3.95418e-7,0.012704924,0.000950462,0.00028242017,0.024209216,0.96042466,0.00024045406],"about_ca_topic_score_codex":0.0014087374,"about_ca_topic_score_gemma":0.0074527627,"teacher_disagreement_score":0.9588796,"about_ca_system_score_codex":0.000041025316,"about_ca_system_score_gemma":0.00017778788,"threshold_uncertainty_score":0.41588163},"labels":[],"label_agreement":null},{"id":"W4253324824","doi":"10.1145/500249.500256","title":"A broadband web-based application for video sharing and annotation","year":2001,"lang":"en","type":"article","venue":"Proceedings of the ninth ACM international conference on Multimedia - MULTIMEDIA '01","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Computer science; Broadband; Annotation; Multimedia; Work (physics); Broadband networks; World Wide Web; Web application; Telecommunications; Engineering; Artificial intelligence","score_opus":0.060630218234455045,"score_gpt":0.3518983980906248,"score_spread":0.29126817985616976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253324824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8945693,0.00012461355,0.0009693074,0.0591353,0.001651333,0.004248886,0.00012678372,0.0005880461,0.038586445],"genre_scores_gemma":[0.9787305,0.0002574355,0.01912905,0.00040496548,0.00025480022,0.000606646,0.000043669894,0.000029279592,0.00054366456],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978387,0.000030479841,0.00052576105,0.0005423897,0.0006839788,0.00037873487],"domain_scores_gemma":[0.9971353,0.0006469825,0.0006170778,0.0003856268,0.0010414881,0.0001735652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088462257,0.00025203222,0.00029082462,0.00033831142,0.0004187339,0.00013184885,0.0021393127,0.0002398108,0.0002685835],"category_scores_gemma":[0.005766263,0.00022271453,0.0001290284,0.00037220467,0.0007969269,0.00034430894,0.00032325488,0.000357881,0.000023879424],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016885513,0.0011854883,0.2983069,0.00018398075,0.00028127406,0.0000011715562,0.01707975,0.000044031898,0.112310246,0.14622861,0.0046463055,0.41804367],"study_design_scores_gemma":[0.0061246655,0.0001774452,0.016940521,0.00037509244,0.00009489813,0.0000053362355,0.0043395148,0.8547979,0.014869763,0.017363813,0.08420796,0.00070311246],"about_ca_topic_score_codex":0.00048950146,"about_ca_topic_score_gemma":0.0004981804,"teacher_disagreement_score":0.85475385,"about_ca_system_score_codex":0.0001659215,"about_ca_system_score_gemma":0.00020308071,"threshold_uncertainty_score":0.9082035},"labels":[],"label_agreement":null},{"id":"W4253723659","doi":"10.22215/etd/2007-10708","title":"Architecture + media digital augmentations through meta media, mappings, real-time communication and interactivity","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Interactivity; Computer science; Architecture; Digital media; Multimedia; Art; World Wide Web; Visual arts","score_opus":0.044612334498689614,"score_gpt":0.3806578799407642,"score_spread":0.3360455454420746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253723659","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047413923,0.0016894013,0.0005600094,0.007340271,0.0005676471,0.0010677556,0.00014142305,0.0008797979,0.94033974],"genre_scores_gemma":[0.87577313,0.0221369,0.04385426,0.0005125474,0.00034523598,0.0003892439,0.017397964,0.00013332114,0.039457384],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980459,0.00031493764,0.0004623241,0.00036748085,0.000482488,0.0003268446],"domain_scores_gemma":[0.99566585,0.0027223562,0.00042252554,0.00082262617,0.00022935828,0.00013725675],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006425,0.00029140248,0.00049723603,0.0003069726,0.0006627836,0.00022396784,0.0008913855,0.0006372053,0.0020012916],"category_scores_gemma":[0.0012432339,0.0002748239,0.00015743187,0.00041865525,0.0005777471,0.00054618093,0.0001475776,0.000767774,0.000119959266],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016001552,0.0006273278,0.00033787164,0.000101920305,0.0019441068,0.000006608292,0.43118185,0.0000015897026,0.0011156071,0.23539476,0.011579136,0.3175492],"study_design_scores_gemma":[0.0015363456,0.00007125541,0.007262377,0.0002892127,0.0019943933,0.0000113229125,0.19415662,0.000105401574,0.0016646673,0.13277902,0.65801585,0.0021135325],"about_ca_topic_score_codex":0.0068151797,"about_ca_topic_score_gemma":0.07006163,"teacher_disagreement_score":0.90088236,"about_ca_system_score_codex":0.00011875088,"about_ca_system_score_gemma":0.00019374937,"threshold_uncertainty_score":0.9999704},"labels":[],"label_agreement":null},{"id":"W4254212766","doi":"10.22215/etd/2007-07749","title":"A framework for multimedia collaborative spaces","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; Canadian Heritage","funders":"","keywords":"Multimedia; Computer science","score_opus":0.03884817373539421,"score_gpt":0.4466577450660229,"score_spread":0.4078095713306287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254212766","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0036852467,0.0018290498,0.010661586,0.0064363647,0.0035301389,0.003162401,0.000059785132,0.00090674387,0.9697287],"genre_scores_gemma":[0.047356833,0.0025162955,0.7711283,0.0005774649,0.0008249459,0.0008404496,0.0014475205,0.00007602231,0.1752322],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99886954,0.00008468337,0.000231486,0.0002367047,0.0002659934,0.00031160837],"domain_scores_gemma":[0.99721736,0.0015721865,0.00023778257,0.000329032,0.00054174644,0.00010187684],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005660507,0.00015508522,0.00025111376,0.00022964469,0.00047535123,0.0000684072,0.0005611843,0.0011648693,0.0012943893],"category_scores_gemma":[0.0028823013,0.00015343253,0.00008289984,0.00051098276,0.0002066874,0.000060231254,0.000015852107,0.0003706112,0.000110506015],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064698586,0.000063989275,0.000057844234,0.000022471197,0.000047124835,5.445858e-7,0.043815747,7.841469e-8,0.000025786945,0.8547649,0.007908,0.09322881],"study_design_scores_gemma":[0.0002201916,0.000030341862,0.00012976318,0.000057676454,0.000027805912,3.5880348e-8,0.11699762,0.000050960694,0.0007047215,0.037742425,0.8437853,0.00025317157],"about_ca_topic_score_codex":0.00075799675,"about_ca_topic_score_gemma":0.049601886,"teacher_disagreement_score":0.8358773,"about_ca_system_score_codex":0.00008254666,"about_ca_system_score_gemma":0.00052021764,"threshold_uncertainty_score":0.9996186},"labels":[],"label_agreement":null},{"id":"W4254575898","doi":"10.1111/j.1748-121x.2007.oehold999.x","title":"10.1111/j.1748-121X.2007.OEhold999.x","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Engineering","score_opus":0.016585270538688423,"score_gpt":0.2558263780056051,"score_spread":0.23924110746691668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254575898","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009271727,0.00007617462,7.798942e-7,0.0054988633,0.0000072168204,0.00020296127,0.000004489389,0.0004221289,0.9928602],"genre_scores_gemma":[0.0033010915,0.000008664712,0.0004649491,0.00023872813,0.00012080751,0.000028664985,0.000008073854,0.000012385232,0.99581665],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990192,0.00012866354,0.00015531108,0.00017646473,0.00021123193,0.0003091109],"domain_scores_gemma":[0.9991279,0.000108533546,0.00003116905,0.0005134841,0.000052419637,0.00016644207],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00035558207,0.000088149136,0.0001281859,0.00008905902,0.00032089878,0.00004072742,0.00069310085,0.00013728975,0.9950689],"category_scores_gemma":[0.0001656307,0.000093800016,0.000045942925,0.00034237563,0.00020840933,0.00008688252,0.000066228065,0.00013747517,0.972153],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011699021,0.00004949832,0.0000015780964,7.3747145e-7,0.0000061239116,0.000001368532,0.00029425087,0.000002604585,0.000015357005,0.00027140105,0.18615253,0.81319284],"study_design_scores_gemma":[0.00013653112,0.000029430548,0.00005067704,0.0000049098435,0.0000049232817,8.236941e-7,0.000021852258,0.000055069417,0.000018794584,0.00007667545,0.9994803,0.00012002015],"about_ca_topic_score_codex":0.0005314739,"about_ca_topic_score_gemma":0.000019238703,"teacher_disagreement_score":0.8133277,"about_ca_system_score_codex":0.00005448011,"about_ca_system_score_gemma":0.00006740035,"threshold_uncertainty_score":0.38250536},"labels":[],"label_agreement":null},{"id":"W4254988289","doi":"10.1109/tmm.2018.2824220","title":"IEEE Transactions on Multimedia","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Università degli Studi di Perugia; University of Science and Technology of China; Simon Fraser University; Tongji University; University of Hong Kong; Institute for Infocomm Research; Academia Sinica; Beijing University of Posts and Telecommunications; Samsung; Korea University; Nanyang Technological University; Microsoft Research Asia; Indiana University Bloomington; Dartmouth College; De Montfort University; Microsoft Research; Università degli Studi di Torino; LOEWE Zentrum AdRIA; Università Degli Studi di Modena e Reggio Emila; Universitat Politècnica de Catalunya; University of Technology Sydney; Cardiff University; Cisco Systems","keywords":"Computer science; Multimedia; Computer network","score_opus":0.04197486961567568,"score_gpt":0.3322802217173517,"score_spread":0.290305352101676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254988289","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020752858,0.000057482357,0.9297821,0.0073180795,0.009792168,0.0016872352,0.00020983834,0.002325092,0.028075159],"genre_scores_gemma":[0.9769498,0.00043919485,0.014730965,0.0008694642,0.00039419797,0.00027789894,0.0000063479083,0.00006860269,0.006263519],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99675524,0.00045172122,0.00053991785,0.00065605243,0.0007648635,0.0008322228],"domain_scores_gemma":[0.99678254,0.0011141844,0.00016319858,0.0011300603,0.00031126034,0.00049877824],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006126995,0.00039502763,0.00039345966,0.0006424846,0.0018389105,0.00008062042,0.0009918388,0.0006511506,0.006256395],"category_scores_gemma":[0.000069076195,0.00041091425,0.00029671908,0.0009498708,0.0019281076,0.00030243146,0.0000010543461,0.0011007196,0.005754092],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002482245,0.0018073377,0.000019179746,0.000011420632,0.0001823389,0.000010394313,0.022457825,0.00043430616,0.0048233056,0.00023371211,0.0025710391,0.96720093],"study_design_scores_gemma":[0.00987922,0.0020406877,0.000561063,0.0003102663,0.00048705415,0.00002433565,0.010922344,0.13599387,0.44427225,0.0009005069,0.39135334,0.003255051],"about_ca_topic_score_codex":0.0015890728,"about_ca_topic_score_gemma":0.008944672,"teacher_disagreement_score":0.96394587,"about_ca_system_score_codex":0.00030204945,"about_ca_system_score_gemma":0.0002939085,"threshold_uncertainty_score":0.9998343},"labels":[],"label_agreement":null},{"id":"W4255095580","doi":"10.16995/dm.57","title":"CATview","year":2015,"lang":"en","type":"article","venue":"Digital Medievalist","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Visualization; Computer science; World Wide Web; Computer graphics (images); Programming language; Artificial intelligence","score_opus":0.1497890446209353,"score_gpt":0.39626397258955187,"score_spread":0.24647492796861656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255095580","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006314347,0.0005154126,0.000051072704,0.013799555,0.0004031397,0.000107427186,0.000007645902,0.00028142077,0.97852],"genre_scores_gemma":[0.9942473,0.000080657344,0.0002207775,0.0003189042,0.00011560109,0.000010599188,0.000018484332,0.000005435933,0.00498223],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99937046,0.000044240758,0.00009795017,0.00008394107,0.00024537483,0.00015804346],"domain_scores_gemma":[0.999353,0.000075728945,0.000033486653,0.00024031948,0.00009968257,0.0001977799],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030111376,0.00004544445,0.00007656075,0.000036548234,0.00009594836,0.00007938971,0.00035960547,0.000061955776,0.00009167039],"category_scores_gemma":[0.0017880815,0.00004262491,0.000024845345,0.00016815694,0.00040109776,0.0001980433,0.0000660281,0.000073227275,0.000678017],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009972007,0.00017247073,0.0074021546,0.0000063604393,0.000016928512,0.000009228004,0.017445054,2.3992416e-7,0.000008702032,0.5147693,0.07307695,0.38708264],"study_design_scores_gemma":[0.00012542249,0.000011423414,0.000069396796,0.0000044615267,0.000001789614,8.332582e-7,0.0028101958,0.000009955745,0.000011324153,0.0065399213,0.9903582,0.00005711335],"about_ca_topic_score_codex":0.00045917777,"about_ca_topic_score_gemma":0.0006444891,"teacher_disagreement_score":0.987933,"about_ca_system_score_codex":0.000059927926,"about_ca_system_score_gemma":0.00014812652,"threshold_uncertainty_score":0.8714763},"labels":[],"label_agreement":null},{"id":"W4255226784","doi":"10.4108/icst.mobimedia2007.1602","title":"Improving the delivery of multimedia embedded in HTML over HTTP on wireless networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Multimedia; Wireless network; Wireless; Protocol (science); Computer network; World Wide Web; Web server; Hypertext Transfer Protocol; The Internet; Operating system","score_opus":0.019661067246147582,"score_gpt":0.3084890154484695,"score_spread":0.28882794820232194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255226784","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95563275,0.00009097671,0.0014962055,0.000857062,0.00021735366,0.0002757129,4.995454e-7,0.000093958326,0.041335464],"genre_scores_gemma":[0.99819607,0.00011696769,0.00093359937,0.00035349032,0.000053949618,0.0000061689725,0.0000014086477,0.000005258461,0.0003330829],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991274,0.00011593629,0.00021999117,0.0001104092,0.0001809731,0.00024527736],"domain_scores_gemma":[0.99857503,0.0008987959,0.000096642645,0.00034068123,0.00004752315,0.000041310184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012611803,0.00006203606,0.000106747204,0.00009295883,0.00012992175,0.000010351521,0.0004910583,0.00016499459,0.0002388815],"category_scores_gemma":[0.0002043166,0.000044774286,0.0000364053,0.00033010656,0.00035453268,0.00005378225,0.00008656616,0.0002568732,0.000013354398],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007893797,0.00026861488,0.033666804,0.0000050830886,0.000018053832,0.0000045459906,0.013171597,0.00008975352,0.0022558686,0.11045846,0.0007713321,0.8392109],"study_design_scores_gemma":[0.0055215564,0.0002619551,0.34269905,0.00017029974,0.000042865227,0.0000016401222,0.062441178,0.5366075,0.0141556095,0.002090985,0.034832947,0.0011743982],"about_ca_topic_score_codex":0.0079405,"about_ca_topic_score_gemma":0.03175178,"teacher_disagreement_score":0.83803654,"about_ca_system_score_codex":0.000052463238,"about_ca_system_score_gemma":0.000052003303,"threshold_uncertainty_score":0.9986657},"labels":[],"label_agreement":null},{"id":"W4255254988","doi":"10.1109/tmm.2014.2298932","title":"IEEE Transactions on Multimedia publication information","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association; Toronto Metropolitan University; McMaster University","funders":"","keywords":"Computer science; Multimedia; Computer network; World Wide Web","score_opus":0.02528765922651188,"score_gpt":0.29539117555783234,"score_spread":0.27010351633132046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255254988","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031865737,0.000010337757,0.9642953,0.0084602125,0.0028672528,0.0010570331,0.000095660194,0.00130002,0.01872759],"genre_scores_gemma":[0.9832814,0.00026585962,0.0123147,0.0014530425,0.00014582953,0.00047020338,0.000045518333,0.00003807976,0.0019854112],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99703074,0.00050037313,0.0006696563,0.0003989941,0.0007877604,0.000612461],"domain_scores_gemma":[0.9967585,0.0011263925,0.00027264855,0.0009978131,0.0004397874,0.00040483277],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00096780184,0.00032973333,0.00032319772,0.00087274594,0.0012889164,0.00016589415,0.00081585627,0.00059200655,0.0020412356],"category_scores_gemma":[0.00020483883,0.00034935412,0.00022762366,0.0009289474,0.0005901029,0.0011302967,9.489917e-7,0.0009636478,0.0041710963],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007732967,0.0005910824,0.000010524739,0.000012475668,0.000056790283,3.6146102e-7,0.009213409,0.0016073628,0.0005425945,0.0006532104,0.001702185,0.9855327],"study_design_scores_gemma":[0.005662715,0.00056457263,0.0005704234,0.0001203205,0.0002001781,0.0000072903667,0.0039551533,0.35860023,0.054741003,0.0005732115,0.5734115,0.0015933771],"about_ca_topic_score_codex":0.0010550604,"about_ca_topic_score_gemma":0.00188561,"teacher_disagreement_score":0.9839393,"about_ca_system_score_codex":0.00031172333,"about_ca_system_score_gemma":0.00020935397,"threshold_uncertainty_score":0.9998959},"labels":[],"label_agreement":null},{"id":"W4255279474","doi":"10.1109/tmm.2020.2993156","title":"IEEE Transactions on Multimedia","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Standards Association","funders":"Institute for Infocomm Research; Hefei University of Technology; University of Miami; Northwestern University; Hefei University; University of Science and Technology of China; Hong Kong University of Science and Technology; Università di Catania; Ball State University; Nanjing University of Science and Technology; Tongji University; Università degli Studi di Perugia; Tsinghua University; Federation University Australia; University of Hong Kong; Northwestern Polytechnical University; Murdoch University; National University of Singapore; Microsoft Research; Nanjing University; Charles Sturt University; Microsoft Research Asia; University of Technology Sydney; Cisco Systems","keywords":"Computer science; Multimedia; Computer network","score_opus":0.05512351067365925,"score_gpt":0.3193603287911619,"score_spread":0.26423681811750266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255279474","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009002941,0.00008212985,0.93973374,0.031470552,0.004012798,0.0016467426,0.00025607622,0.0024531211,0.011341916],"genre_scores_gemma":[0.98242927,0.00064602925,0.012009082,0.0025896507,0.00024139219,0.0002637917,0.000008694429,0.00007011173,0.0017420106],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99686366,0.00043948795,0.000545251,0.0006702775,0.0007638137,0.00071750913],"domain_scores_gemma":[0.99706477,0.0011032851,0.00015529363,0.0007575889,0.00016733566,0.00075174595],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003670308,0.00039279368,0.00043474085,0.00035624224,0.0011714223,0.00007617682,0.0009832807,0.00057397544,0.0043179933],"category_scores_gemma":[0.00009040493,0.00041780644,0.0003396809,0.0009776711,0.0008235359,0.00028572054,0.0000010819274,0.0013911544,0.0037094282],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034435693,0.0015980409,0.000021056576,0.000028017197,0.00023177273,0.000025734142,0.041092824,0.004888005,0.006803783,0.00020626285,0.0031750663,0.94158506],"study_design_scores_gemma":[0.011393598,0.0015940735,0.00028776532,0.00021785534,0.00054456084,0.000013331648,0.016010428,0.3463203,0.25995418,0.00035176336,0.3599633,0.0033488316],"about_ca_topic_score_codex":0.00081694254,"about_ca_topic_score_gemma":0.0019207959,"teacher_disagreement_score":0.9734263,"about_ca_system_score_codex":0.00021032224,"about_ca_system_score_gemma":0.00027527602,"threshold_uncertainty_score":0.9998274},"labels":[],"label_agreement":null},{"id":"W4255571305","doi":"10.32920/ryerson.14639475.v1","title":"The Other Mobile TV: ATSC MDTV Broadcasting In Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Broadcasting (networking); Telecommunications; Digital broadcasting; Service (business); Commercial broadcasting; Terrestrial television; Digital television; Mobile service; Computer science; Advertising; Business; Multimedia; Public broadcasting; Computer security; Marketing","score_opus":0.036114580448432645,"score_gpt":0.32513981319836127,"score_spread":0.28902523274992864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255571305","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3142413,0.0036154292,0.000121452875,0.023490647,0.0019408358,0.0009935839,0.00000821899,0.00021970713,0.65536886],"genre_scores_gemma":[0.99383795,0.0008449707,0.000782493,0.00036078808,0.000054380318,0.00014388713,0.00000462819,0.000008638541,0.003962279],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988417,0.00029964998,0.00021224805,0.00018520177,0.00021662448,0.0002445617],"domain_scores_gemma":[0.9986372,0.0005306043,0.000099795725,0.00062124373,0.000066388915,0.000044742865],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00054617925,0.000083483596,0.00013587801,0.000030659732,0.0003036899,0.00007954852,0.00096600933,0.00017320612,0.0013451223],"category_scores_gemma":[0.0003865398,0.00006594092,0.000034435434,0.0001626873,0.0001567343,0.00001867487,0.000708075,0.00059335615,0.000009399515],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056377958,0.00008871016,0.06391793,0.00003172385,0.000074029296,0.000024512958,0.02522715,0.0005136564,0.000048250917,0.065392725,0.011079598,0.83359605],"study_design_scores_gemma":[0.00009263461,0.0000020231794,0.0018038714,0.0000461313,0.0000034381098,3.6656093e-7,0.053489774,0.0016556695,0.00005716599,0.00085888075,0.9418087,0.00018137394],"about_ca_topic_score_codex":0.9981618,"about_ca_topic_score_gemma":0.99988776,"teacher_disagreement_score":0.9307291,"about_ca_system_score_codex":0.00052904675,"about_ca_system_score_gemma":0.0037733372,"threshold_uncertainty_score":0.9995678},"labels":[],"label_agreement":null},{"id":"W4255617061","doi":"10.1016/s1701-2163(16)35452-4","title":"Broken IUD","year":2012,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Gynecology; Obstetrics","score_opus":0.021920001059035372,"score_gpt":0.2772096979320189,"score_spread":0.25528969687298353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255617061","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8557072,0.022159494,0.000059479986,0.01012719,0.029531585,0.00012783479,0.0000046087034,0.000016641116,0.08226592],"genre_scores_gemma":[0.99805665,0.0005624153,0.0006279242,0.00039543232,0.000042673582,6.218874e-7,2.741552e-7,0.00000279281,0.00031120045],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992869,0.0001018957,0.00019388103,0.000032789703,0.0001743568,0.00021016414],"domain_scores_gemma":[0.9976171,0.0017597293,0.0001987425,0.0000841345,0.00014774276,0.00019250855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004917585,0.00004103994,0.00012644619,0.00012054963,0.00020639366,0.000009751701,0.00022561873,0.00010191071,0.00045433696],"category_scores_gemma":[0.0053524887,0.000036591457,0.000020675461,0.00022081667,0.00012685309,0.000093145514,0.000037836475,0.00021137789,0.0000013993514],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.834381e-7,0.00008186312,0.56299525,0.0000044792023,0.00005230723,0.00006171361,0.0020607193,0.0000011107405,0.000008646603,0.04497866,0.014377604,0.37537688],"study_design_scores_gemma":[0.00028206504,0.000022349683,0.17153458,4.7189332e-7,0.000011005304,0.0000051748707,0.001459307,0.000004078062,0.00001021127,0.00029659556,0.82632595,0.00004817241],"about_ca_topic_score_codex":0.04708768,"about_ca_topic_score_gemma":0.15257692,"teacher_disagreement_score":0.81194836,"about_ca_system_score_codex":0.00040601226,"about_ca_system_score_gemma":0.000950208,"threshold_uncertainty_score":0.95925784},"labels":[],"label_agreement":null},{"id":"W4281484131","doi":"10.32920/ifmj.v2i2.1585","title":"Korsakow Film Workshop","year":2022,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Filmmaking; Perspective (graphical); Computer science; Focus (optics); Compositing; Process (computing); Polyphony; Dimension (graph theory); Human–computer interaction; Premise; Multimedia; Visual arts; Epistemology; Sociology; Artificial intelligence; Art; Movie theater; Mathematics","score_opus":0.03220914726127634,"score_gpt":0.3441328722611781,"score_spread":0.3119237249999018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281484131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.658216,0.0037356326,0.0008901962,0.10913267,0.010055235,0.00035944168,0.000042982276,0.00019593001,0.21737193],"genre_scores_gemma":[0.9935314,0.00087044976,0.00068322656,0.0006690823,0.00029267784,0.000023877943,0.0000045377265,0.000006397817,0.003918353],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989396,0.00039227228,0.00014269343,0.000092398106,0.0002348735,0.0001981715],"domain_scores_gemma":[0.99874383,0.0008028634,0.00011859304,0.00010677111,0.00007693731,0.00015102101],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00056554633,0.00005985066,0.00009978895,0.00012952287,0.0010014455,0.000055140295,0.00033198216,0.000046970537,0.009745032],"category_scores_gemma":[0.0010479486,0.000058477075,0.000045481695,0.00015640761,0.00024147019,0.00018398487,0.00017823045,0.00085128634,0.000026918873],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017957693,0.00037903673,0.006867823,0.000003726478,0.00013107686,0.00013848976,0.2592453,0.00003708936,0.0005134462,0.07164311,0.13815726,0.52270406],"study_design_scores_gemma":[0.00029592487,0.000029208239,0.0013601262,0.000010486462,0.000007878646,0.00011215373,0.0638895,0.00023553665,0.000045309236,0.0044925045,0.92944175,0.00007962847],"about_ca_topic_score_codex":0.00010160016,"about_ca_topic_score_gemma":0.0004792783,"teacher_disagreement_score":0.7912845,"about_ca_system_score_codex":0.00012492173,"about_ca_system_score_gemma":0.00013996902,"threshold_uncertainty_score":0.9911602},"labels":[],"label_agreement":null},{"id":"W4283390023","doi":"10.32920/ifmj.v2i3.1508","title":"Forking Paths' Interactive Films","year":2022,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Interactivity; Perspective (graphical); TRACE (psycholinguistics); Computer science; Point (geometry); The arts; Human–computer interaction; Multimedia; Visual arts; Art; Artificial intelligence; Linguistics; Mathematics; Philosophy","score_opus":0.028704838619821343,"score_gpt":0.33768416591880734,"score_spread":0.30897932729898603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283390023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7810879,0.0015398017,0.0010835908,0.01928885,0.009841985,0.00053511554,0.00006660587,0.00022588577,0.1863303],"genre_scores_gemma":[0.99730515,0.0005169006,0.00071910606,0.0005689988,0.00022221784,0.000040402298,0.0000067400383,0.0000098896435,0.00061060145],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99859023,0.0004863634,0.00021195435,0.0001410284,0.00031263632,0.00025776547],"domain_scores_gemma":[0.9983777,0.0009675674,0.00023645112,0.00013095456,0.00012334672,0.00016397312],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006986147,0.00009145032,0.00014852399,0.00021791895,0.001306685,0.00008976201,0.00040690997,0.000051981147,0.00558591],"category_scores_gemma":[0.0010452413,0.0000886114,0.000069511996,0.00017299343,0.00020950052,0.00032814709,0.0002865725,0.0011488793,0.000018741637],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039546765,0.00044661257,0.0077591958,0.000004903434,0.00021973674,0.00017921932,0.43771765,0.00001346973,0.0016957446,0.02238471,0.035500243,0.49368304],"study_design_scores_gemma":[0.00068920525,0.0001168114,0.001840502,0.0000323443,0.000018554001,0.00023169919,0.2137178,0.00049816596,0.00025094,0.0059166504,0.7765057,0.00018161345],"about_ca_topic_score_codex":0.0001688615,"about_ca_topic_score_gemma":0.0003054216,"teacher_disagreement_score":0.7410055,"about_ca_system_score_codex":0.00016815875,"about_ca_system_score_gemma":0.0001656417,"threshold_uncertainty_score":0.9999935},"labels":[],"label_agreement":null},{"id":"W4285279390","doi":"10.2139/ssrn.4141235","title":"Optimise Along the Way: An Industrial Case Study on Web Performance","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Business; World Wide Web; Engineering","score_opus":0.059939709030873804,"score_gpt":0.33491102868363315,"score_spread":0.27497131965275934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285279390","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99197465,0.00016731137,0.000007587227,0.004989136,0.00030120998,0.00031837233,0.0000010083247,0.0000630564,0.0021776394],"genre_scores_gemma":[0.99827915,0.000582994,0.0000106948955,0.00012757478,0.00027432464,0.000044669283,0.0000010275554,0.000010265726,0.0006693169],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.997117,0.0010864687,0.00019699715,0.00013242693,0.00041648737,0.0010506159],"domain_scores_gemma":[0.9992617,0.00012090132,0.00013951538,0.00036685658,0.000040027346,0.00007103685],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0055479943,0.000083862586,0.00009850982,0.000111032015,0.0038427822,0.000060607807,0.000959169,0.000056712397,0.0002897344],"category_scores_gemma":[0.00011133818,0.00006486921,0.00004460672,0.00035291357,0.00013750659,0.00013313859,0.00013619821,0.0037928263,0.000012918783],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031965374,0.0025006365,0.06180032,8.668206e-7,0.00030256077,0.000392032,0.073654,0.00081580086,0.000040432074,0.19335313,0.0009113318,0.66590923],"study_design_scores_gemma":[0.0027632224,0.0031980248,0.00043895174,0.0000034636814,0.00005137212,0.0032620346,0.8984278,0.0017747182,0.000007795999,0.004257266,0.085537866,0.00027751445],"about_ca_topic_score_codex":0.0020360292,"about_ca_topic_score_gemma":0.026610747,"teacher_disagreement_score":0.8247738,"about_ca_system_score_codex":0.00090032973,"about_ca_system_score_gemma":0.0024723941,"threshold_uncertainty_score":0.9985055},"labels":[],"label_agreement":null},{"id":"W4285289195","doi":"10.1007/978-3-030-87459-9_12","title":"Content Provider, Service, Message Broadcasting, and Multimedia Player","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Broadcasting (networking); Computer science; Multimedia; Service (business); Service provider; Computer network; Business; Marketing","score_opus":0.10003625039424188,"score_gpt":0.3078523667649152,"score_spread":0.2078161163706733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285289195","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006496734,0.0012569792,0.000013829109,0.009315439,0.0002885141,0.000643224,0.000024149023,0.00040122078,0.9879917],"genre_scores_gemma":[0.004321095,0.0051241834,0.0027959973,0.002189739,0.00012827292,0.000093919516,0.000077534234,0.00005360305,0.98521566],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998572,0.000079836216,0.00030656887,0.00036166795,0.0004121986,0.00026771368],"domain_scores_gemma":[0.9985863,0.00036983407,0.00023650279,0.0005154698,0.00013700406,0.00015487251],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004372988,0.00022432877,0.00031744962,0.00016811753,0.00058874604,0.000051818508,0.0006405445,0.00042805966,0.0247951],"category_scores_gemma":[0.00018103409,0.00022135339,0.00006616907,0.000052909632,0.0003975884,0.00009823027,0.0005985279,0.00067784666,0.00018837154],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009953127,0.000027759996,0.00010542617,0.00002587072,0.000066231325,0.000011224167,0.0046717767,1.3684675e-7,0.000024031964,0.9073519,0.0061118463,0.08159382],"study_design_scores_gemma":[0.00033884446,0.000020548365,0.000034956658,0.000025179794,0.000027931399,0.0000028366098,0.00129151,0.00013948357,0.000005133156,0.004005102,0.99385375,0.00025470718],"about_ca_topic_score_codex":0.0045685363,"about_ca_topic_score_gemma":0.015139642,"teacher_disagreement_score":0.98774195,"about_ca_system_score_codex":0.00010553481,"about_ca_system_score_gemma":0.0002027076,"threshold_uncertainty_score":0.9760964},"labels":[],"label_agreement":null},{"id":"W4285310436","doi":"10.1007/978-3-030-87459-9_6","title":"User Interface Essential Classes, Layouts, Styles, Themes, and Dimensions","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Interface (matter); Human–computer interaction; Computer science; User interface; Engineering drawing; Engineering; Programming language; Operating system","score_opus":0.028347212896044284,"score_gpt":0.315194038528495,"score_spread":0.2868468256324507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285310436","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008060179,0.0022173496,0.000053558855,0.0062874467,0.0002590066,0.00031654263,0.000029576917,0.0003345019,0.9904214],"genre_scores_gemma":[0.05260756,0.010269783,0.0011015702,0.00035007577,0.000086936576,0.000021553007,0.00005782001,0.000039497285,0.9354652],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988309,0.000090953865,0.0002330816,0.00031480705,0.00031321312,0.00021700269],"domain_scores_gemma":[0.998847,0.00024961613,0.00014275486,0.0005924844,0.0000606239,0.00010753036],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024365846,0.00018683403,0.00025320318,0.00014992671,0.000612306,0.000052278385,0.0006069119,0.0003785521,0.026391035],"category_scores_gemma":[0.00007139186,0.00018081724,0.00007080813,0.00004407749,0.00064183044,0.000079362995,0.00082500087,0.00066247873,0.00013633732],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035396786,0.00001620433,0.000021900767,0.0000029936323,0.000039192935,0.000002536287,0.0006769389,1.4390415e-7,0.000019404124,0.97716796,0.018880235,0.0031689503],"study_design_scores_gemma":[0.00013223273,0.000016632968,0.000006059486,0.00001365275,0.00003064557,0.000001897262,0.0013546292,0.000009562402,0.000013079197,0.008582455,0.989635,0.00020417201],"about_ca_topic_score_codex":0.0017799151,"about_ca_topic_score_gemma":0.009058054,"teacher_disagreement_score":0.97075474,"about_ca_system_score_codex":0.000094738716,"about_ca_system_score_gemma":0.00018771665,"threshold_uncertainty_score":0.974499},"labels":[],"label_agreement":null},{"id":"W4285465196","doi":"10.32920/ryerson.14639811","title":"Exploring the contradictions of mobility: a case study of BlackBerry users in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Chose; Mobile device; Perception; Advertising; Internet privacy; Business; World Wide Web; Psychology; Computer science; Political science","score_opus":0.2185127979586573,"score_gpt":0.3493910050641406,"score_spread":0.1308782071054833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285465196","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99482775,0.0000674717,0.000007928359,0.0011558271,0.0002708991,0.00061833434,0.0000049485984,0.000018557104,0.0030282892],"genre_scores_gemma":[0.9994013,0.00025627675,0.00008913874,0.000018514618,0.0000074611844,0.00019208754,0.0000012686108,0.000003599105,0.00003037575],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9986965,0.0004623633,0.00036397722,0.00015200162,0.00021109046,0.00011407744],"domain_scores_gemma":[0.99838746,0.0005348596,0.00014829036,0.00077273854,0.00012358656,0.00003304831],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056224293,0.00006811939,0.00024486313,0.00007893495,0.00010329871,0.000008564835,0.00048879144,0.000060898714,0.0001084766],"category_scores_gemma":[0.00031179414,0.00005691343,0.00003778514,0.00029123185,0.00022274713,0.000037010286,0.00037272688,0.0004174438,1.0471581e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015192679,0.002345728,0.33907476,0.000107466236,0.00044292377,0.00041716004,0.6191594,0.0019511069,0.00003850264,0.0103242835,0.00014794873,0.025975527],"study_design_scores_gemma":[0.00020463168,0.000010803897,0.012494775,0.000024371493,0.00002264771,0.0000035867743,0.98626727,0.00044904576,0.00004001672,0.00006719224,0.00035135986,0.00006432652],"about_ca_topic_score_codex":0.99942654,"about_ca_topic_score_gemma":0.9999426,"teacher_disagreement_score":0.36710784,"about_ca_system_score_codex":0.00030378992,"about_ca_system_score_gemma":0.0025046251,"threshold_uncertainty_score":0.44430974},"labels":[],"label_agreement":null},{"id":"W4293462114","doi":"10.1561/1100000085","title":"Modes of Uncertainty in HCI","year":2022,"lang":"en","type":"article","venue":"Foundations and Trends® in Human–Computer Interaction","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","score_opus":0.06597583286604947,"score_gpt":0.3987217597260813,"score_spread":0.33274592686003185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293462114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9786616,0.000034209334,0.0004972429,0.0020153262,0.00034143304,0.00011328307,0.000005992862,0.00005260824,0.018278332],"genre_scores_gemma":[0.9989418,0.000022077604,0.000549271,0.000035779427,0.000030828163,0.00005291659,0.000059518232,0.0000034533225,0.00030435552],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99922633,0.00020596555,0.0002287737,0.00013189763,0.00010654037,0.00010047864],"domain_scores_gemma":[0.9996033,0.000109936635,0.00009558078,0.00014557726,0.000028025812,0.000017584702],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029019118,0.000049710474,0.000096805255,0.0006329624,0.00032882698,0.000027528482,0.00016576552,0.00003287671,0.0010234688],"category_scores_gemma":[0.000013558921,0.000057986286,0.000025288315,0.00045489342,0.00010769497,0.0001766942,0.00011970867,0.00021110875,0.0000018125861],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002850383,0.0006443169,0.013675676,0.000007808709,0.000020615089,0.000002659977,0.024567463,0.01241563,0.00032894127,0.4131653,0.00061783474,0.5345253],"study_design_scores_gemma":[0.0032755402,0.0004155986,0.16793719,0.00008929262,0.000025012512,0.000013907954,0.027882919,0.28407654,0.00010542206,0.03855548,0.47697806,0.00064504],"about_ca_topic_score_codex":0.00719821,"about_ca_topic_score_gemma":0.019885136,"teacher_disagreement_score":0.53388023,"about_ca_system_score_codex":0.00015696601,"about_ca_system_score_gemma":0.000019294857,"threshold_uncertainty_score":0.99988973},"labels":[],"label_agreement":null},{"id":"W4298079551","doi":"10.1007/978-0-387-78414-4_155","title":"Multimedia Synchronization – Infrastructure and Engineering","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Synchronization (alternating current); Computer science; Time synchronization; Telecommunications; Computer network","score_opus":0.009732714819651794,"score_gpt":0.24333058842788388,"score_spread":0.2335978736082321,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298079551","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00063689135,0.005758267,0.00035451204,0.00068777613,0.0014336528,0.0010454513,0.00009716181,0.0005181036,0.98946816],"genre_scores_gemma":[0.041908618,0.39530337,0.12574784,0.0002009692,0.0028410705,0.00011841153,0.0007666964,0.0004330604,0.43267998],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99795526,0.000052938256,0.00060562324,0.00043632687,0.0005690319,0.0003808027],"domain_scores_gemma":[0.9977291,0.0006704906,0.00046880523,0.0006165946,0.0002476494,0.00026734185],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026537175,0.000411999,0.00060995633,0.00045306384,0.00022891501,0.000016896613,0.0006244421,0.0011963889,0.0012238693],"category_scores_gemma":[0.0011167572,0.00045443478,0.00011996236,0.000111528454,0.0010525625,0.00015702962,0.0002344085,0.0008001359,0.00009042187],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003418784,0.00009083807,0.0020345908,0.00024361566,0.0003094168,0.00005270699,0.040821623,0.000046033565,0.00012061595,0.03538947,0.037781943,0.88307494],"study_design_scores_gemma":[0.0005044243,0.000029305573,0.0012536065,0.000139348,0.00005907737,0.0000068813924,0.00012754093,0.0019996176,0.000015405905,0.0004990796,0.9948929,0.00047281382],"about_ca_topic_score_codex":0.0001821837,"about_ca_topic_score_gemma":0.00022084898,"teacher_disagreement_score":0.95711094,"about_ca_system_score_codex":0.00014445036,"about_ca_system_score_gemma":0.0003955509,"threshold_uncertainty_score":0.9997907},"labels":[],"label_agreement":null},{"id":"W4298196079","doi":"","title":"Personalizable Pen-Based Interface Using Life-Long Learning","year":2010,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Interface (matter); Human–computer interaction; Operating system","score_opus":0.030860022092446142,"score_gpt":0.29886976068594473,"score_spread":0.2680097385934986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298196079","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4070461,0.002955448,0.35150257,0.047976352,0.0010808078,0.0013264609,0.00003397855,0.0018452085,0.18623307],"genre_scores_gemma":[0.92505425,0.00046647852,0.064726606,0.00015227465,0.000051157018,0.00006141354,0.00016303126,0.00006209034,0.009262698],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9883865,0.009132459,0.000542821,0.0007593584,0.0006097003,0.0005691321],"domain_scores_gemma":[0.992406,0.0021849351,0.0007408055,0.0021873089,0.0021318702,0.00034905772],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008584812,0.0003506708,0.0004470949,0.00033511216,0.001569542,0.0005778317,0.0026965402,0.0009303271,0.0014720383],"category_scores_gemma":[0.008417871,0.00041807222,0.00024902742,0.000502274,0.001089387,0.00015259253,0.0016048808,0.0025727132,0.000093024515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000935142,0.0034498682,0.054512843,0.0008138463,0.0005506616,0.000025339295,0.29741585,0.00510119,0.021039149,0.46087947,0.0031457583,0.1529725],"study_design_scores_gemma":[0.0019010791,0.0000012952572,0.0020332735,0.0037613101,0.00021714285,0.000008219177,0.0072903414,0.53919417,0.033682145,0.0053309407,0.40434718,0.0022328896],"about_ca_topic_score_codex":0.013420981,"about_ca_topic_score_gemma":0.020092783,"teacher_disagreement_score":0.53409296,"about_ca_system_score_codex":0.0002527666,"about_ca_system_score_gemma":0.0016043158,"threshold_uncertainty_score":0.9999347},"labels":[],"label_agreement":null},{"id":"W4300091579","doi":"","title":"Shakuhachi honkyoku: Motivic analysis of Sokaku Reibo","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Mathematics","score_opus":0.4412377807378417,"score_gpt":0.6504534619981838,"score_spread":0.20921568126034207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300091579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8825797,0.005333783,0.00034795678,0.002983855,0.00055073394,0.00054489373,0.000053037522,0.00008148064,0.10752458],"genre_scores_gemma":[0.9857734,0.012632877,0.00048495474,0.0001246576,0.00007991002,0.000023831553,0.0000096827525,0.000019858342,0.0008508415],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997116,0.00056492985,0.00080955634,0.00034893915,0.00077658275,0.0003839903],"domain_scores_gemma":[0.9949263,0.0005447961,0.0019890086,0.0018275277,0.00047167917,0.00024073465],"candidate_categories":["sts","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0028825244,0.00020241854,0.00095571345,0.0014547533,0.001334995,0.0009908299,0.009513994,0.00022722587,0.015211435],"category_scores_gemma":[0.0023607367,0.00019302618,0.00036777958,0.0014358363,0.0011119498,0.0017807498,0.0016831652,0.00044327724,0.000021886852],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004378506,0.0002895226,0.93433726,0.000018162527,0.0009952298,0.0000065726103,0.0015992606,0.000041834683,0.00856455,0.0047789617,0.006077309,0.04324757],"study_design_scores_gemma":[0.0003122798,0.0000048511906,0.9570064,0.00008304691,0.00041505918,5.079075e-7,0.00046930215,0.0003032641,0.0024565423,0.006994409,0.03170587,0.00024845608],"about_ca_topic_score_codex":0.016479855,"about_ca_topic_score_gemma":0.0071205003,"teacher_disagreement_score":0.10667374,"about_ca_system_score_codex":0.000091173446,"about_ca_system_score_gemma":0.00023691618,"threshold_uncertainty_score":0.99996513},"labels":[],"label_agreement":null},{"id":"W4306772492","doi":"","title":"The Physical Internet: The Network of Logistics Networks","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"The Internet; Computer science; Internet privacy; World Wide Web","score_opus":0.019838956197822083,"score_gpt":0.273720715696235,"score_spread":0.25388175949841296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306772492","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013534625,0.0037973477,0.61867136,0.10539866,0.0013588355,0.0012633762,0.000017001697,0.0005005827,0.25545824],"genre_scores_gemma":[0.9862722,0.002655963,0.004696382,0.00014248659,0.00016347908,0.00008362019,0.00006132828,0.000026727432,0.0058978167],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9869062,0.011316999,0.00050190516,0.00038403933,0.00045092317,0.00043998417],"domain_scores_gemma":[0.9846576,0.009695023,0.0008087013,0.003018886,0.0017132938,0.00010649983],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.011032719,0.00022548516,0.00034141794,0.000030369443,0.0011123816,0.00028748182,0.004287731,0.00038079065,0.00005408129],"category_scores_gemma":[0.0052272924,0.00016021791,0.00023588592,0.00036850915,0.0027305898,0.00003574496,0.002368904,0.0012143936,0.000023269331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061109217,0.00013848225,0.0007143485,0.000013546346,0.000062311046,2.395059e-7,0.011516152,0.0007812824,0.000008547963,0.90648,0.0055895974,0.074689366],"study_design_scores_gemma":[0.00029975685,6.863594e-7,0.0016174936,0.00070481235,0.00008827154,0.0000012359741,0.0008516896,0.33530816,0.0004821292,0.08070933,0.5795297,0.0004067199],"about_ca_topic_score_codex":0.0036402503,"about_ca_topic_score_gemma":0.015475681,"teacher_disagreement_score":0.97273755,"about_ca_system_score_codex":0.00009348289,"about_ca_system_score_gemma":0.00030119423,"threshold_uncertainty_score":0.99998343},"labels":[],"label_agreement":null},{"id":"W4307921671","doi":"","title":"La disposition Coeur 2.0 (ÉWOPY) comme disposition de clavier bureautique français: Réponse à l’enquête publique de l’AFNOR pour une norme PR NF Z71-300 (clôture : 9 juillet 2017)","year":2017,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Page layout; Computer science; Computer graphics (images); Art; Visual arts","score_opus":0.026221728952107008,"score_gpt":0.3000505484117483,"score_spread":0.27382881945964127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307921671","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13826025,0.004138149,0.14824714,0.5016972,0.00090228085,0.0027500642,0.00060827675,0.0012240668,0.2021726],"genre_scores_gemma":[0.92609745,0.015424943,0.032930482,0.0015892264,0.00017165142,0.0007265727,0.002028034,0.00016502153,0.020866593],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.96821123,0.026279114,0.0013866405,0.0015884923,0.0009730919,0.0015614514],"domain_scores_gemma":[0.98354244,0.0043865317,0.0021051816,0.005889463,0.0031403261,0.0009360313],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.01600869,0.0010629809,0.0011533665,0.00053809653,0.0034471774,0.0013330157,0.006082082,0.002970258,0.0006981626],"category_scores_gemma":[0.0050473358,0.0012105438,0.0007288855,0.0010039319,0.0032706987,0.00086177594,0.002345479,0.00394931,0.0003545392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017279695,0.0031968148,0.012292745,0.00038948486,0.00041477827,0.000071960334,0.06912292,0.00010755223,0.0077225436,0.80969983,0.018088274,0.07872027],"study_design_scores_gemma":[0.00336151,0.000009081252,0.09417897,0.006983019,0.0006019314,0.0002731699,0.0021538206,0.032609902,0.012326298,0.073370025,0.7713351,0.0027971438],"about_ca_topic_score_codex":0.051457074,"about_ca_topic_score_gemma":0.057473328,"teacher_disagreement_score":0.7878372,"about_ca_system_score_codex":0.0012625355,"about_ca_system_score_gemma":0.0023601318,"threshold_uncertainty_score":0.9997037},"labels":[],"label_agreement":null},{"id":"W4313567956","doi":"10.1145/3245479","title":"Session details: Handheld computing (HHC)","year":2006,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Session (web analytics); Computer science; Mobile device; Multimedia; Operating system; World Wide Web","score_opus":0.03096391120921922,"score_gpt":0.34066268870905614,"score_spread":0.30969877749983693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313567956","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15419586,0.000120036435,0.006144791,0.008309019,0.00015445071,0.00010532204,2.242486e-7,0.0005351659,0.83043516],"genre_scores_gemma":[0.9885256,0.000023681023,0.0057860464,0.00018728351,0.000076069206,0.0000015721176,0.000002357856,0.0000027273063,0.005394611],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99950075,0.00007676012,0.00009797645,0.00007616767,0.00010737709,0.00014096108],"domain_scores_gemma":[0.999617,0.00012681629,0.000035300105,0.00015850333,0.00003539371,0.000026983249],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002694013,0.00003443758,0.000054063417,0.000041288393,0.00038876667,0.00002719189,0.00023030175,0.00007991715,0.00065881177],"category_scores_gemma":[0.00008485077,0.000030211379,0.000020485146,0.0001466421,0.00014072424,0.00004898751,0.00005902074,0.00007832356,0.0001669899],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002430646,0.00010785161,0.035182167,0.0000027635872,0.0000042660686,0.0000015580322,0.0024406181,0.0000080356685,0.0012334649,0.76364815,0.017983252,0.17938542],"study_design_scores_gemma":[0.00033498977,0.000010641819,0.008934203,0.000014256137,0.0000030962076,7.1541285e-7,0.004719713,0.0028125152,0.0021557694,0.012255713,0.9685991,0.00015931785],"about_ca_topic_score_codex":0.005254843,"about_ca_topic_score_gemma":0.007259549,"teacher_disagreement_score":0.9506158,"about_ca_system_score_codex":0.000023205846,"about_ca_system_score_gemma":0.000033949735,"threshold_uncertainty_score":0.7943786},"labels":[],"label_agreement":null},{"id":"W4362575055","doi":"10.1055/s-0040-1720063","title":"SynOpen is Fast, Fair, and Flexible","year":2023,"lang":"en","type":"article","venue":"SynOpen","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science","score_opus":0.06167854619190296,"score_gpt":0.3940531802894922,"score_spread":0.33237463409758927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362575055","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10510286,0.0002607193,0.000046364454,0.07177521,0.00027416664,0.00064625137,0.000012343415,0.0010633508,0.8208187],"genre_scores_gemma":[0.93367475,0.00094997615,0.00068942975,0.000771618,0.000050623836,0.00005460184,0.000008485177,0.000011208895,0.0637893],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99926263,0.000092152164,0.00010476137,0.00016056158,0.00015096927,0.0002289197],"domain_scores_gemma":[0.9993941,0.00012183137,0.000036260953,0.00033173483,0.000034746357,0.000081331855],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005298249,0.000058702626,0.000107761654,0.00009883989,0.0003946019,0.000074778516,0.00054511655,0.0000996148,0.001392117],"category_scores_gemma":[0.00017270798,0.000057364865,0.000020599628,0.00046287195,0.00026024168,0.00013989766,0.0003518163,0.00010794512,0.0020066618],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001419613,0.000059524828,0.0171679,0.000019244779,0.000058534428,0.0000119373035,0.041211054,0.0000010463552,0.0008287355,0.27362156,0.27900738,0.3879989],"study_design_scores_gemma":[0.00017666775,0.000012902945,0.004407818,0.000010352542,0.0000044386356,6.37485e-7,0.004755805,0.00012865971,0.00033563923,0.0072884844,0.9827762,0.000102346195],"about_ca_topic_score_codex":0.0022454713,"about_ca_topic_score_gemma":0.0010716438,"teacher_disagreement_score":0.8285719,"about_ca_system_score_codex":0.000020834472,"about_ca_system_score_gemma":0.00007550051,"threshold_uncertainty_score":0.9995207},"labels":[],"label_agreement":null},{"id":"W4383186312","doi":"10.1007/s40258-023-00820-w","title":"Values in Modelling: Video Series Development and Evaluation Survey","year":2023,"lang":"en","type":"letter","venue":"Applied Health Economics and Health Policy","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; University of British Columbia; Royal Columbian Hospital; Centre for Advancing Health Outcomes; St. Paul's Hospital; University of British Columbia Hospital","funders":"Michael Smith Health Research BC","keywords":"Quality of Life Research; Health administration; Series (stratigraphy); Health economics; Public health; Health informatics; Health services research; Computer science; Medicine; Nursing; Geology","score_opus":0.3006820943086955,"score_gpt":0.45382620460947787,"score_spread":0.15314411030078234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383186312","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0048376876,0.0010694884,0.00002045206,0.99048483,0.00016365258,0.0014295499,0.000038821403,0.000091634225,0.0018638697],"genre_scores_gemma":[0.01565135,0.18152085,0.0037652773,0.7953756,0.0013357949,0.0006601169,0.00097224524,0.000082573686,0.000636214],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973381,0.00047802427,0.0008407562,0.00046107307,0.00014386463,0.00073815463],"domain_scores_gemma":[0.9985211,0.00036802486,0.0005249766,0.00032379202,0.000051244482,0.0002108849],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007702422,0.000205748,0.0005879964,0.0005872324,0.00085757417,0.000069372654,0.00025387897,0.0005813195,0.000009233735],"category_scores_gemma":[0.00006335605,0.00024707924,0.000016398317,0.00024167406,0.0002490337,0.00006226169,0.00013934345,0.00080334995,0.000026416783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024902001,0.000043657863,0.0012239058,0.0009023639,0.00004457596,7.07369e-7,0.06858571,0.00025893885,2.1436108e-8,0.26113883,0.34463298,0.3231434],"study_design_scores_gemma":[0.00034088365,0.000022087219,0.0037239648,0.000038862217,0.0000015913412,4.3779133e-7,0.000631273,0.0019556708,1.4595149e-7,0.020989416,0.9720959,0.00019976619],"about_ca_topic_score_codex":0.13732733,"about_ca_topic_score_gemma":0.18911482,"teacher_disagreement_score":0.6274629,"about_ca_system_score_codex":0.0012187099,"about_ca_system_score_gemma":0.008304014,"threshold_uncertainty_score":0.99999815},"labels":[],"label_agreement":null},{"id":"W4383682964","doi":"10.1145/3563657.3596099","title":"Multimodal Direct Manipulation in Video Conferencing: Challenges and Opportunities","year":2023,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Gesture; Modality (human–computer interaction); Multimedia; Human–computer interaction; Usability; Videoconferencing; Popularity; Embodied cognition; Component (thermodynamics); Teleconference; Augmented reality; Interactive media; Artificial intelligence","score_opus":0.27826935006069603,"score_gpt":0.3673489412130724,"score_spread":0.08907959115237635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383682964","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35281995,0.00065171503,0.000011508595,0.036247235,0.000091403235,0.00018415428,5.9835276e-7,0.00061516016,0.6093783],"genre_scores_gemma":[0.98039305,0.01744108,0.0001521833,0.000063318024,0.000014493458,0.00001873386,0.000003878331,0.0000033530707,0.0019099135],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99948144,0.000118403936,0.000094322764,0.00009359662,0.0000864242,0.0001258359],"domain_scores_gemma":[0.999576,0.00022196025,0.000022935941,0.00011736021,0.000025124715,0.000036646677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048424813,0.000040266925,0.00007683035,0.00017135391,0.00009996397,0.000014115906,0.0001100557,0.000082258906,0.000103746206],"category_scores_gemma":[0.00017091657,0.00003973381,0.000008964584,0.00008923875,0.00013899808,0.000084504456,0.000058233953,0.000060472605,0.000024334546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022480422,0.000014630066,0.004436733,0.000005343125,0.0000034213124,0.0000027522417,0.019753538,0.0000014170591,0.000041657415,0.6800488,0.00013767423,0.29555175],"study_design_scores_gemma":[0.00087576534,0.000038730486,0.53025573,0.00004412896,0.0000064273167,8.9313767e-7,0.14615104,0.016102882,0.00014574084,0.027693603,0.2783313,0.00035371436],"about_ca_topic_score_codex":0.0017317274,"about_ca_topic_score_gemma":0.017633848,"teacher_disagreement_score":0.65235525,"about_ca_system_score_codex":0.000019053721,"about_ca_system_score_gemma":0.000036305322,"threshold_uncertainty_score":0.9840101},"labels":[],"label_agreement":null},{"id":"W4383768110","doi":"10.53829/ntr201906fa8","title":"Video Delivery Technology with QoE Control","year":2019,"lang":"en","type":"article","venue":"NTT technical review","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Future Earth","funders":"","keywords":"Computer science; Content delivery; Multimedia; Computer network","score_opus":0.014126360358873777,"score_gpt":0.32199914106025157,"score_spread":0.3078727807013778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383768110","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009814035,0.26347697,0.0031622672,0.29606757,0.00035594578,0.0076335357,0.00001238218,0.005544071,0.41393322],"genre_scores_gemma":[0.89648604,0.09145401,0.0060137524,0.004938418,0.000027872542,0.00024632912,0.000003543646,0.00001841486,0.0008115915],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99862003,0.00016852217,0.00030453547,0.00027808,0.0002961096,0.00033270448],"domain_scores_gemma":[0.9983507,0.00028727532,0.0001363296,0.0009710925,0.00016034768,0.00009427233],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008231803,0.00012683458,0.00043269547,0.00011776052,0.00014400206,0.000013831215,0.0010377631,0.0003094491,0.001428323],"category_scores_gemma":[0.0008451459,0.00009764107,0.00008317544,0.00087200716,0.0005700313,0.000086895845,0.0001219275,0.00047152315,0.0014129817],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019171617,0.00015056842,0.007559139,0.00028533844,0.000036479563,0.000008163636,0.000038491355,2.404203e-7,0.00075602595,0.62644565,0.009287,0.35541373],"study_design_scores_gemma":[0.0003836947,0.00008567654,0.00029856633,0.0008690017,0.000038193335,0.000008139779,0.000043489727,0.0000064001133,0.000028806255,0.0018662311,0.99621713,0.00015468475],"about_ca_topic_score_codex":0.00008308959,"about_ca_topic_score_gemma":0.00034642438,"teacher_disagreement_score":0.98693013,"about_ca_system_score_codex":0.00008679031,"about_ca_system_score_gemma":0.00017170432,"threshold_uncertainty_score":0.9994845},"labels":[],"label_agreement":null},{"id":"W4385256172","doi":"10.1007/s43678-023-00559-2","title":"Building a better mousetrap","year":2023,"lang":"en","type":"editorial","venue":"Canadian Journal of Emergency Medicine","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"South Okanagan General Hospital; University of Calgary","funders":"","keywords":"Medicine","score_opus":0.10858855097492581,"score_gpt":0.42048266558261194,"score_spread":0.3118941146076861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385256172","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015031715,0.002319998,0.00005574795,0.021601774,0.968845,0.00009619535,0.000027656528,0.000037168607,0.00686611],"genre_scores_gemma":[0.00092629006,0.0073696994,0.00032710063,0.000068388836,0.9858663,0.0000021963947,0.000027484799,0.00005379185,0.0053587486],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973739,0.00023887046,0.0008876863,0.00015883491,0.0008041481,0.00053656654],"domain_scores_gemma":[0.9962565,0.00074907974,0.0006939698,0.0003846377,0.00095224794,0.0009635802],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022901467,0.00018476856,0.0004953328,0.0010924087,0.0004147083,0.000010350637,0.0015572268,0.00082564703,0.0065498874],"category_scores_gemma":[0.019836208,0.00016678599,0.00015276483,0.00080004084,0.0004886426,0.000088891684,0.000024029596,0.0015326764,0.0000719302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019315596,0.0000032848964,0.00006831115,0.000014617345,0.00006142274,0.00004699468,0.0036546302,3.434288e-7,0.0000096194935,0.0010062483,0.9924269,0.0027057203],"study_design_scores_gemma":[0.00021946775,0.000069976486,0.000020821952,0.00022605575,0.00007144739,3.9816848e-7,0.0012339667,0.0000020788286,8.9030243e-7,0.002202507,0.99580836,0.00014404663],"about_ca_topic_score_codex":0.0945719,"about_ca_topic_score_gemma":0.46911302,"teacher_disagreement_score":0.3745411,"about_ca_system_score_codex":0.00035586656,"about_ca_system_score_gemma":0.0041987435,"threshold_uncertainty_score":0.99435824},"labels":[],"label_agreement":null},{"id":"W4385869085","doi":"10.59962/9780774851329","title":"From UI to EI","year":2007,"lang":"kn","type":"book","venue":"University of British Columbia Press eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography","score_opus":0.026278367342528277,"score_gpt":0.24110574630579468,"score_spread":0.2148273789632664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385869085","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014328619,0.00034457791,0.00022579829,0.00012873627,0.00049226347,0.001007986,0.0014557628,0.00024974105,0.9817665],"genre_scores_gemma":[0.025761072,0.00075850164,0.0035317836,0.00017172522,0.00021653477,0.0000012031217,0.00011216651,0.000035178335,0.96941185],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99739057,0.000288545,0.00039403455,0.00069801655,0.00067988003,0.00054892775],"domain_scores_gemma":[0.9971836,0.00042078452,0.00048041667,0.0010338973,0.0004627568,0.00041853555],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004435742,0.00018921134,0.000716595,0.00013294305,0.00069126114,0.00018577262,0.0027581947,0.0012479882,0.002242708],"category_scores_gemma":[0.000105733,0.0005333473,0.0002824344,0.000075030846,0.002127932,0.00009134684,0.0012444765,0.00075249985,0.00013533552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063738786,0.00021200455,0.00027000668,0.00007574455,0.00038889298,0.00034668893,0.013434336,0.000001064295,0.00004346231,0.0032744445,0.49982396,0.48206565],"study_design_scores_gemma":[0.00078267604,0.000073231495,0.0012316932,0.0005510044,0.00015590215,0.0000034105751,0.003628823,0.000020237121,0.0000067175188,0.0013607484,0.9916982,0.00048734175],"about_ca_topic_score_codex":0.9269065,"about_ca_topic_score_gemma":0.8987328,"teacher_disagreement_score":0.49187425,"about_ca_system_score_codex":0.00034071057,"about_ca_system_score_gemma":0.00054288603,"threshold_uncertainty_score":0.9997118},"labels":[],"label_agreement":null},{"id":"W4386160989","doi":"10.1038/s41587-023-01924-3","title":"Tenure time loopers","year":2023,"lang":"en","type":"letter","venue":"Nature Biotechnology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Biology","score_opus":0.016087733632814686,"score_gpt":0.31819460745676886,"score_spread":0.3021068738239542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386160989","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000044327877,0.0012167187,0.000005935432,0.962901,0.001608294,0.00042393713,0.000052602285,0.00464075,0.02910641],"genre_scores_gemma":[0.0011153127,0.0039036998,0.0015210435,0.8760355,0.004169808,0.00012456728,0.00068914215,0.00017592723,0.11226497],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975183,0.00026883624,0.00028594673,0.0006481657,0.00046926955,0.000809482],"domain_scores_gemma":[0.9975966,0.00042530987,0.00022733667,0.0015550304,0.00014262227,0.000053076783],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00047344732,0.00031788292,0.0004854086,0.0009848129,0.00045703066,0.000043256343,0.0022778378,0.028541116,0.0008925368],"category_scores_gemma":[0.001919998,0.00031294982,0.00016500636,0.0013859195,0.0017634243,0.000047020552,0.0004508833,0.014052215,0.0069601214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016917767,0.000010097389,0.000004392461,0.00001037025,0.000048483325,0.00016466915,0.00014693006,3.2387454e-8,0.00014843469,0.010818655,0.97933185,0.009314393],"study_design_scores_gemma":[0.00012913151,0.00002442903,0.0000057851335,0.000028956285,0.000026260006,0.000009458323,0.00014224634,0.000009705026,0.00016680725,0.002525804,0.99660665,0.00032479333],"about_ca_topic_score_codex":0.00030795482,"about_ca_topic_score_gemma":0.00046878765,"teacher_disagreement_score":0.08686549,"about_ca_system_score_codex":0.00023425042,"about_ca_system_score_gemma":0.0003211805,"threshold_uncertainty_score":0.9999322},"labels":[],"label_agreement":null},{"id":"W4386293054","doi":"10.4000/communication.17115","title":"1877 : Enregistrement total, transmission sensible à distance et lecture digitale","year":2023,"lang":"fr","type":"article","venue":"Communication","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Transmission (telecommunications); Computer science; Telecommunications","score_opus":0.05039861621741533,"score_gpt":0.3480144264638448,"score_spread":0.29761581024642947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386293054","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025830463,0.09650578,0.015071476,0.6883317,0.0009990861,0.0011450067,0.000064517204,0.0017017395,0.17035021],"genre_scores_gemma":[0.8877825,0.08426448,0.003099367,0.0003737875,0.000041470706,0.000057500198,0.00034582935,0.000027205222,0.024007827],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99783075,0.0008250996,0.0003616666,0.00026619757,0.00032694684,0.00038934586],"domain_scores_gemma":[0.9971685,0.00050424825,0.0001980366,0.0018601229,0.00013933156,0.00012979168],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00088978687,0.00018330243,0.00021060366,0.00012550765,0.00074600935,0.000110129986,0.0010814171,0.00032323183,0.00057032396],"category_scores_gemma":[0.00016299813,0.00020364508,0.0001067972,0.0013590462,0.00090539915,0.00034729106,0.0003336152,0.0005219965,0.0007870271],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018000437,0.00034705593,0.00042900798,0.00007432762,0.000060645594,0.0000032312018,0.015943985,0.0002581418,0.0011456909,0.1954611,0.070532225,0.7157266],"study_design_scores_gemma":[0.00030747041,0.000030441768,0.001298058,0.0002255952,0.000026191386,0.000002953199,0.0018174169,0.0072796987,0.00046297768,0.014052251,0.97426724,0.00022970569],"about_ca_topic_score_codex":0.00081490766,"about_ca_topic_score_gemma":0.0014383096,"teacher_disagreement_score":0.90373504,"about_ca_system_score_codex":0.0002003113,"about_ca_system_score_gemma":0.0001692829,"threshold_uncertainty_score":0.999991},"labels":[],"label_agreement":null},{"id":"W4387775653","doi":"10.2139/ssrn.4583322","title":"Make it Personal: Standardization and Prosocial Behavior","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Prosocial behavior; Standardization; Psychology; Social psychology; Internet privacy; Applied psychology; Computer science; Political science; Law","score_opus":0.023004700566269763,"score_gpt":0.3442355623251756,"score_spread":0.32123086175890586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387775653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89394975,0.001577247,0.0019503862,0.07964169,0.00059135584,0.0006850247,0.000011062077,0.0006846835,0.020908808],"genre_scores_gemma":[0.98461175,0.011086141,0.000059700724,0.00007747907,0.0001676227,0.000016848138,0.0000051561124,0.000009511535,0.0039658155],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99844694,0.00014234424,0.00012359084,0.00009499172,0.00026170295,0.0009304235],"domain_scores_gemma":[0.99966145,0.000046897785,0.00007458759,0.00007291852,0.000086099986,0.00005805065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002002386,0.000056072604,0.00008139966,0.000115820454,0.00081243867,0.00006073381,0.0001931769,0.0001036107,0.000060946953],"category_scores_gemma":[0.00021686795,0.000055903827,0.000035256027,0.00033399975,0.00018758448,0.00008331067,0.000039856088,0.0007369028,0.00003160989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018073633,0.000046569257,0.014318954,0.0000024063042,0.00004488073,0.000003689249,0.013964466,4.702829e-7,0.00023770421,0.64218944,0.0013981054,0.32777524],"study_design_scores_gemma":[0.0017805314,0.0002669767,0.014023769,0.000024245193,0.00009486711,0.00010237529,0.13615622,0.0002513819,0.000061921404,0.27152002,0.5752672,0.0004504974],"about_ca_topic_score_codex":0.00013759646,"about_ca_topic_score_gemma":0.012230193,"teacher_disagreement_score":0.5738691,"about_ca_system_score_codex":0.00040737583,"about_ca_system_score_gemma":0.0014241189,"threshold_uncertainty_score":0.6824735},"labels":[],"label_agreement":null},{"id":"W4390241183","doi":"10.1016/j.nsa.2023.102762","title":"Understanding video streaming: characteristics of a large internet sample","year":2023,"lang":"en","type":"article","venue":"Neuroscience Applied","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences; McMaster University","funders":"","keywords":"The Internet; Sample (material); Computer science; Video streaming; Environmental science; World Wide Web; Computer network; Physics","score_opus":0.1727233349370874,"score_gpt":0.36063884320048556,"score_spread":0.18791550826339815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390241183","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9022734,0.0000058722876,0.032687835,0.0043109353,0.0010667861,0.0006696372,0.000084227024,0.0011725203,0.057728752],"genre_scores_gemma":[0.99920845,0.00006914045,0.00020011999,0.00026654504,0.000018947721,0.000015026809,0.000006820736,0.00000602459,0.00020895181],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99904656,0.000044271444,0.00016831407,0.0001857365,0.00026666888,0.00028841876],"domain_scores_gemma":[0.9992103,0.00032770404,0.00010998847,0.0002692732,0.000020970649,0.00006177643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005472086,0.000058755908,0.00011395265,0.00016170071,0.00025001893,0.00003306166,0.0006017679,0.00006267089,0.000068818066],"category_scores_gemma":[0.0007465081,0.00006094337,0.000024070885,0.00093922426,0.0005124009,0.000058464328,0.0001877219,0.000112516,0.000037407543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062647705,0.000057322097,0.0068958984,0.0000065321474,0.0000012849395,0.0000014097844,0.005628477,0.0000010102672,0.024768673,0.95810795,0.000801625,0.0037235767],"study_design_scores_gemma":[0.0018565252,0.00018712424,0.14207003,0.00006782154,0.000030887284,0.0000019879815,0.040430322,0.0176438,0.013806658,0.0651934,0.7177904,0.00092104595],"about_ca_topic_score_codex":0.00014379047,"about_ca_topic_score_gemma":0.00020387181,"teacher_disagreement_score":0.89291453,"about_ca_system_score_codex":0.000048117698,"about_ca_system_score_gemma":0.000069407346,"threshold_uncertainty_score":0.24851985},"labels":[],"label_agreement":null},{"id":"W4390271010","doi":"10.5539/nct.v8n2p35","title":"Future Hybrid Technology for Pay TV Platform","year":2023,"lang":"en","type":"article","venue":"Network and Communication Technologies","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Broadcasting (networking); The Internet; Computer science; Telecommunications; Multimedia; Computer network; World Wide Web","score_opus":0.0321641111630031,"score_gpt":0.3179821752179025,"score_spread":0.2858180640548994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390271010","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.089308545,0.025230367,0.0030296035,0.79378146,0.000989404,0.0034126625,0.000041126856,0.042749655,0.041457195],"genre_scores_gemma":[0.9184787,0.06549611,0.013934351,0.00015545996,0.00010091983,0.00070087856,0.00007239598,0.00002056339,0.0010406025],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988549,0.00006631713,0.00025489248,0.00023042287,0.00012881383,0.00046465851],"domain_scores_gemma":[0.9978993,0.00047292982,0.00015206424,0.0013072963,0.00013474625,0.000033691766],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00076154846,0.00013631843,0.00021481967,0.00035526307,0.0015932882,0.00005851295,0.0015930741,0.00048352993,0.000018604695],"category_scores_gemma":[0.0004719251,0.000116803385,0.000042489224,0.0013773476,0.0012477934,0.00013745006,0.0007221009,0.00046260786,0.00004241042],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006103881,0.000012936643,0.0010556068,0.0000051285683,0.000013901038,2.8334662e-7,0.00032281884,0.0000033772712,0.000019225166,0.52188784,0.02498371,0.45168906],"study_design_scores_gemma":[0.00020567156,0.000031153384,0.000328345,0.000017489263,0.000007574693,0.0000015608678,0.012093765,0.00052342954,0.0001169136,0.27566344,0.7108819,0.00012879664],"about_ca_topic_score_codex":0.000052061805,"about_ca_topic_score_gemma":0.0005008287,"teacher_disagreement_score":0.82917017,"about_ca_system_score_codex":0.00004452251,"about_ca_system_score_gemma":0.000061455656,"threshold_uncertainty_score":0.9997065},"labels":[],"label_agreement":null},{"id":"W4391457347","doi":"10.7202/1108692ar","title":"Le réseau classe comme prototype du réseau numérique","year":2023,"lang":"fr","type":"article","venue":"Revue de recherches en littératie médiatique multimodale","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","score_opus":0.12538891794989435,"score_gpt":0.36717750033125024,"score_spread":0.2417885823813559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391457347","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056605633,0.007730731,0.0055065188,0.75112176,0.0021259028,0.0056179026,0.00017301607,0.0029599736,0.16815859],"genre_scores_gemma":[0.8277091,0.047516327,0.037177466,0.0016607181,0.0025035946,0.002683092,0.00027266453,0.00027186418,0.08020521],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9897196,0.0067348247,0.0009547414,0.0008128742,0.00037836505,0.0013995359],"domain_scores_gemma":[0.99281013,0.0043284083,0.00045068187,0.0014860878,0.00038088646,0.00054381555],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005888703,0.00056097825,0.0008210254,0.00040567107,0.00078415865,0.00016617133,0.0018112392,0.0025362137,0.00028067126],"category_scores_gemma":[0.005080944,0.00069174153,0.00038322312,0.0026250607,0.00114059,0.0005406994,0.00052291265,0.0024193935,0.0015984855],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011292661,0.0014311881,0.019537445,0.0009296266,0.0002958934,0.00011188701,0.09754336,0.00042439674,0.0018247303,0.74166644,0.020025251,0.11609687],"study_design_scores_gemma":[0.0013421257,0.00026116573,0.0074165324,0.00042310398,0.000046790912,0.000031880525,0.0104200365,0.0674092,0.0017234373,0.033807926,0.87607586,0.0010419469],"about_ca_topic_score_codex":0.019612163,"about_ca_topic_score_gemma":0.009641129,"teacher_disagreement_score":0.8560506,"about_ca_system_score_codex":0.0021341587,"about_ca_system_score_gemma":0.004359823,"threshold_uncertainty_score":0.99988204},"labels":[],"label_agreement":null},{"id":"W4391863612","doi":"10.51644/9781554582334","title":"Big Picture Realities","year":2008,"lang":"en","type":"book","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.06562470869557906,"score_gpt":0.32105678721916536,"score_spread":0.2554320785235863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391863612","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000002268151,0.0005078328,0.000022529905,0.004259198,0.0003177315,0.00012962104,0.0000065740664,0.00044661417,0.99430764],"genre_scores_gemma":[0.00026825775,0.008758962,0.00045934928,0.00062780373,0.00042209614,0.0000109272405,0.000052557603,0.0000120757795,0.989388],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99929565,0.0000711139,0.00013014094,0.00012674407,0.00021594463,0.00016041973],"domain_scores_gemma":[0.99917173,0.00015074262,0.00007724372,0.00047329647,0.00007103601,0.000055949014],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012487601,0.00009756852,0.00016206776,0.000108373475,0.00032889235,0.000015878275,0.0006248675,0.0006767559,0.0016443991],"category_scores_gemma":[0.00011450108,0.00008860502,0.000065294225,0.000051486735,0.00073682255,0.000019394882,0.00008548066,0.00035486047,0.00041108736],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.5238855e-7,0.000003696552,0.0000043806413,0.0000019680517,0.0000069216344,0.0000013139522,0.002698907,8.639574e-9,1.1452957e-7,0.5989665,0.38423693,0.014078929],"study_design_scores_gemma":[0.00003865262,0.000004146164,0.0000057140073,0.000009175083,0.000003993345,8.379798e-7,0.00066049484,5.4853655e-7,0.0000015375471,0.026818555,0.97235477,0.0001015739],"about_ca_topic_score_codex":0.0009902824,"about_ca_topic_score_gemma":0.008148939,"teacher_disagreement_score":0.58811784,"about_ca_system_score_codex":0.00012539914,"about_ca_system_score_gemma":0.0008279801,"threshold_uncertainty_score":0.99926823},"labels":[],"label_agreement":null},{"id":"W4392574186","doi":"10.33871/21750769.2013.5.2.282","title":"ELABORAÇÂO DO ROTEIRO CINEMATOGRÁFICO: Métodos e manuais","year":2014,"lang":"pt","type":"article","venue":"O Mosaico","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bibliothèque et Archives nationales du Québec","funders":"","keywords":"Art","score_opus":0.02926914164192054,"score_gpt":0.3277369568753637,"score_spread":0.2984678152334432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392574186","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17466776,0.0052056774,0.0031544084,0.16198693,0.00454027,0.0020764666,0.00010284066,0.00188426,0.6463814],"genre_scores_gemma":[0.974325,0.001699261,0.0010064299,0.0013157242,0.00034712037,0.00006058675,0.000029226549,0.00004488387,0.02117174],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99721086,0.00069631834,0.00048425805,0.00050608855,0.00043128215,0.0006711839],"domain_scores_gemma":[0.9973131,0.0003848514,0.00029355095,0.0015366591,0.00018009082,0.00029174212],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011140521,0.00029904363,0.0004459114,0.00019748455,0.0006978288,0.0001770535,0.0015455851,0.0006090792,0.004158437],"category_scores_gemma":[0.00075816707,0.00030699838,0.00015317682,0.00086850935,0.0006107466,0.00017033865,0.00036679188,0.0005574316,0.0027832454],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003059059,0.0005871942,0.00744722,0.00008033946,0.00011829742,0.000006098368,0.0153586855,0.000011195145,0.0005337065,0.5985703,0.14355472,0.23370166],"study_design_scores_gemma":[0.0006739394,0.00008005177,0.0009892152,0.00006918468,0.00004188103,0.0000027738429,0.003647423,0.0017607892,0.00042473688,0.0036586982,0.98825186,0.00039947013],"about_ca_topic_score_codex":0.0008703328,"about_ca_topic_score_gemma":0.0012067792,"teacher_disagreement_score":0.8446971,"about_ca_system_score_codex":0.000077776785,"about_ca_system_score_gemma":0.00013159387,"threshold_uncertainty_score":0.9999382},"labels":[],"label_agreement":null},{"id":"W4394023732","doi":"10.5281/zenodo.3950116","title":"The Many Faces of CI - Reproduction Package","year":2020,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Reproduction; R package; Computer science; Biology; Programming language; Ecology","score_opus":0.060055096946638624,"score_gpt":0.30828548060051675,"score_spread":0.24823038365387812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394023732","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000047440273,0.0003839976,0.00010483629,0.024084015,0.00040689798,0.00093433575,0.9311447,0.0008910057,0.042002752],"genre_scores_gemma":[0.0024656442,0.0064071016,0.00009897496,0.000096385316,0.00030025872,1.1145388e-7,0.98937327,0.00042847425,0.00082978304],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977086,0.000951849,0.00029178365,0.00034158138,0.00045486254,0.00025128783],"domain_scores_gemma":[0.9978938,0.00010476609,0.0003039151,0.001132743,0.00046378735,0.00010096266],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013868421,0.00011127586,0.0001632467,0.000145575,0.004043211,0.0003836223,0.0027069221,0.00017108423,0.006499491],"category_scores_gemma":[0.0056512374,0.00009970831,0.00005735278,0.00060845487,0.0009772722,0.00009166481,0.0014300859,0.00052275695,0.009304817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015019806,0.00004136534,1.3809723e-7,0.000027245966,0.000026003137,0.0000012251567,0.00080245425,3.455521e-7,0.000059621754,0.0040828483,0.9604046,0.034539167],"study_design_scores_gemma":[0.00010558274,0.00007146362,0.000011803432,0.000016013593,0.000014653011,0.0000039705706,0.0014536165,0.0000053527688,0.00004922108,0.00023166297,0.9979401,0.00009655152],"about_ca_topic_score_codex":0.0002568165,"about_ca_topic_score_gemma":0.000018385083,"teacher_disagreement_score":0.05822855,"about_ca_system_score_codex":0.00009465715,"about_ca_system_score_gemma":0.000012328461,"threshold_uncertainty_score":0.9972534},"labels":[],"label_agreement":null},{"id":"W4394405602","doi":"10.6084/m9.figshare.6968159","title":"Transmedial Collaborative Productions in Secret Path and Airplane Mode","year":2018,"lang":"en","type":"dataset","venue":"Redalyc (Universidad Autónoma del Estado de México)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Airplane; Mode (computer interface); Path (computing); Computer science; Operating system; Engineering; Aerospace engineering","score_opus":0.016993418124183077,"score_gpt":0.28858846803098864,"score_spread":0.27159504990680555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394405602","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018687624,0.00058161834,0.00011862964,0.007728613,0.0006880729,0.0012858004,0.96709484,0.00029631532,0.0035185022],"genre_scores_gemma":[0.03756781,0.01305217,0.005896159,0.00031974196,0.00082608045,0.0001243,0.9404429,0.00006837024,0.0017024651],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99751705,0.00060823123,0.00030932418,0.00061227917,0.00036650177,0.0005865945],"domain_scores_gemma":[0.99820095,0.00023181167,0.00026288917,0.0008333945,0.00020756657,0.00026337666],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005779193,0.00031854844,0.0004844538,0.0008318068,0.00065555645,0.000087128115,0.00096127193,0.0009857168,0.00043064822],"category_scores_gemma":[0.00033098634,0.0003813629,0.00007136669,0.001284653,0.0015078068,0.00031024998,0.00018568718,0.0008678613,0.000050327402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008123043,0.00020050812,0.00023512363,0.000053582335,0.00006718845,0.00010793566,0.010640213,0.0000053410354,0.00003925541,0.0038531814,0.98208034,0.0026361046],"study_design_scores_gemma":[0.00077939295,0.000108046515,0.0004931816,0.00008381961,0.00007706239,0.000014365239,0.009007237,0.00034912766,0.000009946503,0.0007510623,0.9879175,0.00040927803],"about_ca_topic_score_codex":0.010774948,"about_ca_topic_score_gemma":0.06428944,"teacher_disagreement_score":0.053514495,"about_ca_system_score_codex":0.00050081237,"about_ca_system_score_gemma":0.0014792515,"threshold_uncertainty_score":0.9998638},"labels":[],"label_agreement":null},{"id":"W4394731999","doi":"10.62212/1866/32872","title":"Techniques et tactiques du webdocumentaire","year":2023,"lang":"fr","type":"book","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Computer science","score_opus":0.051084892030152984,"score_gpt":0.38691393614251135,"score_spread":0.33582904411235837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394731999","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010943078,0.00024999722,0.00025632928,0.10995864,0.0007324049,0.0005786291,0.000018376597,0.0033021239,0.88479406],"genre_scores_gemma":[0.012440406,0.02383682,0.008193487,0.0026946412,0.00039488802,0.00019289537,0.00013386294,0.00007643332,0.95203656],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976157,0.0006441643,0.00046469053,0.00042455227,0.00041398953,0.0004369246],"domain_scores_gemma":[0.99767244,0.0008841581,0.00029968843,0.00083098566,0.00016787248,0.00014483317],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001136007,0.00033764064,0.00043975882,0.00027912782,0.00053223444,0.000091430746,0.0014291895,0.00119859,0.0070890198],"category_scores_gemma":[0.00034293413,0.000340551,0.00020566113,0.00040729507,0.001856728,0.00028827583,0.00063055154,0.0009147049,0.0043668426],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001810721,0.000049907514,0.00026293285,0.000019029305,0.000045679455,0.000007323624,0.001269793,2.7346031e-8,0.000018348073,0.7707814,0.1294249,0.098118864],"study_design_scores_gemma":[0.00007328457,0.000056299374,0.00007544675,0.00013322728,0.000030098321,0.0000042455513,0.0014064233,0.00002824521,0.00041166585,0.06193825,0.93550247,0.00034033306],"about_ca_topic_score_codex":0.0052959425,"about_ca_topic_score_gemma":0.01629282,"teacher_disagreement_score":0.8060776,"about_ca_system_score_codex":0.0005664545,"about_ca_system_score_gemma":0.00077277486,"threshold_uncertainty_score":0.99990463},"labels":[],"label_agreement":null},{"id":"W4398672251","doi":"10.7910/dvn/fie0s4/ajbj3c","title":"NaturalGas_Billing.tab","year":2016,"lang":"en","type":"dataset","venue":"Harvard Dataverse","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Database","score_opus":0.02694587574633533,"score_gpt":0.31275517835754796,"score_spread":0.2858093026112126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398672251","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000024040087,0.000005114365,0.000009018968,0.0003221916,0.0012694526,0.00024030117,0.9938547,0.00019449115,0.0041022957],"genre_scores_gemma":[0.000024133902,0.0063941153,0.0003221424,0.0005000238,0.0005902023,0.000030306464,0.9898278,0.000012064966,0.002299217],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983571,0.0002663836,0.0002478619,0.00033967165,0.0003961012,0.00039288978],"domain_scores_gemma":[0.99731094,0.00027405657,0.000214489,0.0019399539,0.00010697529,0.00015359515],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005612061,0.0001908678,0.0002528098,0.00020430832,0.00036224513,0.0000707285,0.0021696724,0.0006830318,0.058007944],"category_scores_gemma":[0.0013003995,0.00015754145,0.0000924907,0.00018322037,0.0006653002,0.00019520728,0.0005363756,0.0005225476,0.18269488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051241386,0.000036171466,0.0000020125156,0.000008344559,0.000022465832,0.0000096447275,0.00007009212,8.366481e-9,0.0000039800607,0.0018139797,0.9950697,0.0029584796],"study_design_scores_gemma":[0.00021581927,0.0000074105365,0.000004006768,0.00004617095,0.000028258168,0.0000012244052,0.00013525972,8.859793e-7,0.0000047951626,0.00026084026,0.9990729,0.00022240664],"about_ca_topic_score_codex":0.0027961032,"about_ca_topic_score_gemma":0.004884018,"teacher_disagreement_score":0.12468694,"about_ca_system_score_codex":0.00014368063,"about_ca_system_score_gemma":0.00029807992,"threshold_uncertainty_score":0.94285315},"labels":[],"label_agreement":null},{"id":"W4399056819","doi":"10.1016/j.heliyon.2024.e31935","title":"Active vs passive media multitasking and memory for lecture materials","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; McMaster University; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Human multitasking; Psychology; Multimedia; Computer science; Engineering; Cognitive psychology","score_opus":0.026088040528399626,"score_gpt":0.3346628297065577,"score_spread":0.30857478917815806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399056819","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.838359,0.02729732,0.004943303,0.08918623,0.0074318536,0.003207405,0.00037839584,0.0022642596,0.026932217],"genre_scores_gemma":[0.99517834,0.0024579968,0.0015852371,0.00020862246,0.00023355935,0.0000908131,0.000016065733,0.000010256578,0.00021912632],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99947,0.00007736003,0.000085488486,0.00013882769,0.00008227359,0.0001460337],"domain_scores_gemma":[0.9992337,0.00053970783,0.000026884107,0.00011752121,0.000041529445,0.00004062787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019211076,0.00005818613,0.00009628301,0.00007110313,0.00020447445,0.00006436199,0.00013141257,0.00014138468,0.00025969397],"category_scores_gemma":[0.0005145349,0.000051653176,0.000021007749,0.00009373898,0.00016335811,0.00008194418,0.000045008426,0.000086944856,0.0000293403],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009492611,0.00004492751,0.000057368048,0.0004101524,0.000091528025,0.0000105560775,0.110563114,9.3130046e-7,0.061203487,0.124535896,0.0024313768,0.70055574],"study_design_scores_gemma":[0.0006555008,0.000063900465,0.0011885253,0.00044604464,0.00005688147,0.0000041109315,0.011517059,0.00017376068,0.14499336,0.012669924,0.8278784,0.0003525144],"about_ca_topic_score_codex":0.00011679773,"about_ca_topic_score_gemma":0.0012085658,"teacher_disagreement_score":0.825447,"about_ca_system_score_codex":0.000040929288,"about_ca_system_score_gemma":0.00005979779,"threshold_uncertainty_score":0.28434667},"labels":[],"label_agreement":null},{"id":"W4399478946","doi":"10.54941/ahfe1005443","title":"Challenges and Opportunities of Low-Code Figma and Modul-F for Use within the Public Sector","year":2024,"lang":"en","type":"article","venue":"AHFE international","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public sector; Code (set theory); Computer science; Business; Programming language; Political science","score_opus":0.2811745436951643,"score_gpt":0.3760532753797864,"score_spread":0.09487873168462208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399478946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5557606,0.0119136,0.00072071434,0.39749843,0.0015817503,0.000514174,0.00018031479,0.00024306217,0.031587314],"genre_scores_gemma":[0.9926433,0.005359218,0.0005388341,0.00015111087,0.00006520744,0.000034252153,0.000008264881,0.000004197728,0.0011956099],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99961525,0.000039183793,0.000094072595,0.00008414963,0.000110163215,0.000057200716],"domain_scores_gemma":[0.9992762,0.0004854957,0.000035271718,0.000093045936,0.00008607588,0.000023862724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033872205,0.0000357067,0.00004695503,0.00007060852,0.00007878113,0.000074650154,0.00020497957,0.000045627006,0.000060794046],"category_scores_gemma":[0.00031516427,0.000026899394,0.00001628842,0.000023163004,0.0003280879,0.00018121063,0.000066396075,0.000058783655,0.0000011422062],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002879064,0.000010141333,0.00013003312,0.000010557748,0.00003138771,4.0280395e-7,0.0057237986,1.359429e-7,0.00003416543,0.9201684,0.00051215733,0.07337595],"study_design_scores_gemma":[0.00022223056,0.000027381677,0.002702153,0.000065255415,0.000009064423,0.0000062018103,0.008579652,0.014813042,0.0001421104,0.040703885,0.93263286,0.000096159085],"about_ca_topic_score_codex":0.000074651856,"about_ca_topic_score_gemma":0.00170652,"teacher_disagreement_score":0.9321207,"about_ca_system_score_codex":0.000012918682,"about_ca_system_score_gemma":0.00005746795,"threshold_uncertainty_score":0.12088536},"labels":[],"label_agreement":null},{"id":"W4399723254","doi":"10.32920/26052655","title":"Experimenting With Branching Narratives in Video Form on Streaming Platforms","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Narrative; Branching (polymer chemistry); Computer science; Computer graphics (images); Multimedia; Art; Literature; Chemistry","score_opus":0.038452112825716964,"score_gpt":0.3616395558881389,"score_spread":0.3231874430624219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399723254","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68663293,0.00026486392,0.00011840671,0.002478744,0.00022060922,0.00036972496,0.0000013197497,0.00035487517,0.3095585],"genre_scores_gemma":[0.993958,0.000096051146,0.004455212,0.000093706534,0.00006464021,0.00011864119,0.000008956946,0.000017334458,0.0011874684],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99887466,0.000041320185,0.0002369055,0.00032948868,0.00024701876,0.00027062514],"domain_scores_gemma":[0.99926585,0.00016012047,0.00010583446,0.0003956944,0.000026465892,0.00004601448],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049180357,0.00016430976,0.00021506027,0.0002937005,0.00023930288,0.00013498969,0.0005210041,0.00028716237,0.00021765819],"category_scores_gemma":[0.000087915796,0.00012445885,0.00004768356,0.00020954719,0.00019150448,0.00008431214,0.00064213393,0.0010248795,0.000034557877],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024014573,0.0001139537,0.0022227077,0.00007315136,0.00006330883,0.000011817532,0.39197302,0.000055872453,0.00020057925,0.5376562,0.0001261773,0.0674792],"study_design_scores_gemma":[0.0010449731,0.0001488946,0.0011177423,0.0034192263,0.000019916475,0.0000020433954,0.5622614,0.0036861056,0.004782893,0.39919892,0.023016261,0.0013016344],"about_ca_topic_score_codex":0.0028902576,"about_ca_topic_score_gemma":0.023048861,"teacher_disagreement_score":0.30837104,"about_ca_system_score_codex":0.00019621137,"about_ca_system_score_gemma":0.00019824789,"threshold_uncertainty_score":0.994778},"labels":[],"label_agreement":null},{"id":"W4399723310","doi":"10.32920/26052655.v1","title":"Experimenting With Branching Narratives in Video Form on Streaming Platforms","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Narrative; Branching (polymer chemistry); Computer science; Multimedia; Art; Computer graphics (images); Literature; Materials science","score_opus":0.038452112825716964,"score_gpt":0.3616395558881389,"score_spread":0.3231874430624219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399723310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68663293,0.00026486392,0.00011840671,0.002478744,0.00022060922,0.00036972496,0.0000013197497,0.00035487517,0.3095585],"genre_scores_gemma":[0.993958,0.000096051146,0.004455212,0.000093706534,0.00006464021,0.00011864119,0.000008956946,0.000017334458,0.0011874684],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99887466,0.000041320185,0.0002369055,0.00032948868,0.00024701876,0.00027062514],"domain_scores_gemma":[0.99926585,0.00016012047,0.00010583446,0.0003956944,0.000026465892,0.00004601448],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049180357,0.00016430976,0.00021506027,0.0002937005,0.00023930288,0.00013498969,0.0005210041,0.00028716237,0.00021765819],"category_scores_gemma":[0.000087915796,0.00012445885,0.00004768356,0.00020954719,0.00019150448,0.00008431214,0.00064213393,0.0010248795,0.000034557877],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024014573,0.0001139537,0.0022227077,0.00007315136,0.00006330883,0.000011817532,0.39197302,0.000055872453,0.00020057925,0.5376562,0.0001261773,0.0674792],"study_design_scores_gemma":[0.0010449731,0.0001488946,0.0011177423,0.0034192263,0.000019916475,0.0000020433954,0.5622614,0.0036861056,0.004782893,0.39919892,0.023016261,0.0013016344],"about_ca_topic_score_codex":0.0028902576,"about_ca_topic_score_gemma":0.023048861,"teacher_disagreement_score":0.30837104,"about_ca_system_score_codex":0.00019621137,"about_ca_system_score_gemma":0.00019824789,"threshold_uncertainty_score":0.994778},"labels":[],"label_agreement":null},{"id":"W4400315860","doi":"10.1007/978-3-031-62846-7_13","title":"Making Entertainment Content More Inclusive Introduction to Special Thematic Session","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Session (web analytics); Thematic map; Entertainment; Multimedia; Content (measure theory); World Wide Web; Visual arts; Cartography","score_opus":0.04544852165436875,"score_gpt":0.34549960311817357,"score_spread":0.3000510814638048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400315860","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009834283,0.00050179445,0.81282455,0.121850535,0.011064115,0.002001041,0.000008226965,0.0004046528,0.050361656],"genre_scores_gemma":[0.8507902,0.00027031114,0.114900336,0.0056962566,0.020403622,0.00008751834,0.000019368144,0.00008436512,0.0077480013],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9977455,0.000044398337,0.00034864468,0.00070194824,0.0007941503,0.0003653375],"domain_scores_gemma":[0.99867487,0.00023589063,0.00015257191,0.0006760859,0.00016139596,0.000099201374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00086295133,0.00023757087,0.00029633119,0.00067494594,0.00046006794,0.00020177892,0.0013577107,0.00026455589,0.0002961389],"category_scores_gemma":[0.00030992867,0.00020533365,0.000076056625,0.00040410648,0.0009327186,0.00011943764,0.0012797152,0.0006324395,0.00014796693],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010989237,0.000034447785,0.000021602798,0.000036141697,0.000014603863,0.000022199341,0.03371224,0.0007782004,0.0002143805,0.15912619,0.00036092845,0.80566806],"study_design_scores_gemma":[0.00045315872,0.00033447036,0.00007445359,0.0028846862,0.000056795205,0.000034984532,0.0003339994,0.031147381,0.0013091442,0.57145613,0.39052323,0.0013915907],"about_ca_topic_score_codex":0.00007382743,"about_ca_topic_score_gemma":0.0011050972,"teacher_disagreement_score":0.8498068,"about_ca_system_score_codex":0.00096482685,"about_ca_system_score_gemma":0.00027858396,"threshold_uncertainty_score":0.8373263},"labels":[],"label_agreement":null},{"id":"W4400602525","doi":"10.2307/jj.17102065","title":"The Interactive Documentary in Canada","year":2024,"lang":"en","type":"book","venue":"McGill-Queen's University Press eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"History","score_opus":0.012536116003666725,"score_gpt":0.24389899164520293,"score_spread":0.2313628756415362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400602525","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000009618084,0.0000096667,8.448851e-7,0.0034190947,0.0005694751,0.0004214421,0.00013897376,0.000112988455,0.9953179],"genre_scores_gemma":[0.0051819375,0.00078303204,0.00002766422,0.00017796757,0.000044507025,0.0000045389556,0.000025116713,0.000019664045,0.99373555],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99849397,0.0003252914,0.00018165537,0.00031110857,0.00034532355,0.00034263852],"domain_scores_gemma":[0.99849874,0.0006283279,0.00014645989,0.0005411687,0.00008103446,0.00010427984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020644156,0.00019633371,0.00023091916,0.00015890574,0.00074101816,0.00004423687,0.001340592,0.0002589833,0.000055104538],"category_scores_gemma":[0.00004169952,0.00018852184,0.0000838249,0.00004318047,0.00041794224,0.000082363455,0.0007362884,0.0010462225,0.000016310902],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030282707,0.00000675704,0.0000074769837,0.000015405778,0.0001048514,0.0001555801,0.0010675716,0.0000011518962,2.2419708e-7,0.8815353,0.110749125,0.006326312],"study_design_scores_gemma":[0.00016543538,0.0000071497207,0.0000066817793,0.000098161676,0.000039098704,3.106364e-7,0.0029712874,0.000010145069,0.000012847192,0.0017408575,0.99475557,0.00019245497],"about_ca_topic_score_codex":0.9743114,"about_ca_topic_score_gemma":0.77947813,"teacher_disagreement_score":0.88400644,"about_ca_system_score_codex":0.004955926,"about_ca_system_score_gemma":0.0022037895,"threshold_uncertainty_score":0.9988639},"labels":[],"label_agreement":null},{"id":"W4400685636","doi":"10.3138/smr.2006.0008","title":"Mitsuko Shirai, voice. <i>Viktor Ullmann</i>.","year":2006,"lang":"en","type":"article","venue":"Seminar A Journal of Germanic Studies","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Communication; Linguistics; Psychology; Audiology; Philosophy; Medicine","score_opus":0.03971055382006203,"score_gpt":0.3744721482698202,"score_spread":0.33476159444975817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400685636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64868325,0.16978887,0.00018375025,0.055099048,0.0030886782,0.00047038688,0.000008795634,0.00025336145,0.12242384],"genre_scores_gemma":[0.9830762,0.009449795,0.0012180809,0.00028112673,0.00077919604,0.0000053261165,7.5496484e-7,0.0000116200545,0.005177874],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99866986,0.00016312307,0.00044855068,0.00009567871,0.00036219475,0.00026059835],"domain_scores_gemma":[0.9985012,0.00039011484,0.00042694126,0.00021107413,0.00041221202,0.00005848031],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095221907,0.00010799304,0.00030459132,0.0001572559,0.0004360076,0.00002483316,0.0005556094,0.00009498584,0.00008558198],"category_scores_gemma":[0.00048485742,0.000091373826,0.00013452958,0.00025756893,0.00052348303,0.00015966929,0.000110931716,0.0002658083,0.00007369922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012337364,0.0007222058,0.012937693,0.00007570695,0.00082523364,0.00022669364,0.073878236,0.000008391152,0.0056053605,0.09204616,0.7583601,0.05519088],"study_design_scores_gemma":[0.000474781,0.00009957313,0.0029451102,0.00008804451,0.00006767788,0.000040616538,0.015203589,0.0000061441433,0.000662964,0.0054507316,0.97480685,0.00015389535],"about_ca_topic_score_codex":0.00012463832,"about_ca_topic_score_gemma":0.0006213855,"teacher_disagreement_score":0.33439296,"about_ca_system_score_codex":0.00012541101,"about_ca_system_score_gemma":0.00010954243,"threshold_uncertainty_score":0.37261164},"labels":[],"label_agreement":null},{"id":"W4400791730","doi":"10.1515/9780228021612","title":"The Interactive Documentary in Canada","year":2024,"lang":"en","type":"book","venue":"McGill-Queen's University Press eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.012536116003666725,"score_gpt":0.24389899164520293,"score_spread":0.2313628756415362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400791730","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000009618084,0.0000096667,8.448851e-7,0.0034190947,0.0005694751,0.0004214421,0.00013897376,0.000112988455,0.9953179],"genre_scores_gemma":[0.0051819375,0.00078303204,0.00002766422,0.00017796757,0.000044507025,0.0000045389556,0.000025116713,0.000019664045,0.99373555],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99849397,0.0003252914,0.00018165537,0.00031110857,0.00034532355,0.00034263852],"domain_scores_gemma":[0.99849874,0.0006283279,0.00014645989,0.0005411687,0.00008103446,0.00010427984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020644156,0.00019633371,0.00023091916,0.00015890574,0.00074101816,0.00004423687,0.001340592,0.0002589833,0.000055104538],"category_scores_gemma":[0.00004169952,0.00018852184,0.0000838249,0.00004318047,0.00041794224,0.000082363455,0.0007362884,0.0010462225,0.000016310902],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030282707,0.00000675704,0.0000074769837,0.000015405778,0.0001048514,0.0001555801,0.0010675716,0.0000011518962,2.2419708e-7,0.8815353,0.110749125,0.006326312],"study_design_scores_gemma":[0.00016543538,0.0000071497207,0.0000066817793,0.000098161676,0.000039098704,3.106364e-7,0.0029712874,0.000010145069,0.000012847192,0.0017408575,0.99475557,0.00019245497],"about_ca_topic_score_codex":0.9743114,"about_ca_topic_score_gemma":0.77947813,"teacher_disagreement_score":0.88400644,"about_ca_system_score_codex":0.004955926,"about_ca_system_score_gemma":0.0022037895,"threshold_uncertainty_score":0.9988639},"labels":[],"label_agreement":null},{"id":"W4400833361","doi":"10.30696/jac.xvii.2.2023.256-261","title":"Controlling ScreenTime For Children","year":2023,"lang":"en","type":"article","venue":"Journal of Analysis and Computations","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine","score_opus":0.026916111201030057,"score_gpt":0.3579477531407492,"score_spread":0.3310316419397192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400833361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6321673,0.00037423204,0.3495057,0.016821014,0.00007994737,0.0001647806,0.000011040939,0.00006331975,0.0008126945],"genre_scores_gemma":[0.9923321,0.00029902626,0.0071202,0.00005137989,0.000056054276,0.0000016853268,0.000008808108,0.0000016970656,0.00012905143],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99955237,0.00005347841,0.00018637018,0.000038347025,0.00009892866,0.000070519236],"domain_scores_gemma":[0.99924743,0.0002991649,0.00016407279,0.000050913586,0.00019439678,0.000044039898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005724057,0.000025017582,0.00013567385,0.0004374583,0.0003098611,0.00003873355,0.00011890056,0.000028074259,0.000021707496],"category_scores_gemma":[0.00014741338,0.00002212675,0.0001338353,0.0008648405,0.000065140855,0.00005148786,0.0000126996965,0.000048819424,0.0000028279248],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053938697,0.0002750412,0.39511016,0.000008230283,0.008543581,0.0000037917503,0.014439803,0.027007403,0.000219903,0.27422088,0.009115762,0.2710015],"study_design_scores_gemma":[0.0018903746,0.000115019146,0.7046355,0.000015880247,0.0023909805,0.0000036190083,0.005878518,0.22937165,0.00001664494,0.03301715,0.022479739,0.00018489768],"about_ca_topic_score_codex":0.000092363865,"about_ca_topic_score_gemma":0.00024527797,"teacher_disagreement_score":0.3601648,"about_ca_system_score_codex":0.0000074857912,"about_ca_system_score_gemma":0.000036108762,"threshold_uncertainty_score":0.23832324},"labels":[],"label_agreement":null},{"id":"W4400975355","doi":"10.1109/mprv.2024.3418899","title":"Co-Designing Accessible Computer and Smartphone Input Using Physical Computing","year":2024,"lang":"en","type":"article","venue":"IEEE Pervasive Computing","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Engineering and Physical Sciences Research Council; Microsoft","keywords":"Computer science; Ubiquitous computing; Human–computer interaction; Context-aware pervasive systems; Mobile computing; Multimedia; Computer network","score_opus":0.06825229975522565,"score_gpt":0.39849606591835396,"score_spread":0.33024376616312834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400975355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85878545,0.00057865103,0.13511562,0.000928764,0.0009413555,0.00023282532,0.000002157966,0.0007305466,0.0026846132],"genre_scores_gemma":[0.9696858,0.00005006161,0.028645247,0.00027393014,0.0012700497,0.0000016828308,0.000004147792,0.000028430231,0.000040659637],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981511,0.00033783002,0.0002906199,0.00044687404,0.00028746977,0.00048605408],"domain_scores_gemma":[0.9981593,0.0012195443,0.00010897556,0.00025152665,0.00012263778,0.00013802656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078257313,0.00019387066,0.00030238126,0.0002224546,0.0011800213,0.00044472626,0.00046136574,0.0001435568,0.000024681778],"category_scores_gemma":[0.000105899635,0.00020172537,0.00008691079,0.00055176194,0.0005169656,0.00025047146,0.0002014457,0.0004941797,0.000050347724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000144742535,0.00023095254,0.01869688,0.00030940893,0.00025253574,0.00013240128,0.14992231,0.0033570952,0.043135412,0.02205451,0.002754038,0.75913996],"study_design_scores_gemma":[0.00031653378,0.00003657408,0.0012462636,0.00043542782,0.000033891494,0.000025446296,0.0024083625,0.9846269,0.003117663,0.0008016058,0.006562743,0.00038862508],"about_ca_topic_score_codex":0.0005530068,"about_ca_topic_score_gemma":0.000057666763,"teacher_disagreement_score":0.9812698,"about_ca_system_score_codex":0.00013144677,"about_ca_system_score_gemma":0.0001947299,"threshold_uncertainty_score":0.90758896},"labels":[],"label_agreement":null},{"id":"W4402742556","doi":"10.1109/tcsvt.2024.3465848","title":"3D Video Conferencing via On-Hand Devices","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits and Systems for Video Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Videoconferencing; Multimedia; Teleconference; Computer graphics (images); Computer vision","score_opus":0.046345730918803715,"score_gpt":0.32134905021197013,"score_spread":0.2750033192931664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402742556","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06846053,0.005383564,0.8902846,0.013075784,0.0052509247,0.002694052,0.00014317853,0.003363049,0.0113443],"genre_scores_gemma":[0.99783725,0.0006416939,0.000108598695,0.00014216367,0.00007243796,0.0005082619,0.0000022648826,0.000027870778,0.000659485],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99849725,0.000107484215,0.00035951764,0.0004445565,0.00019693862,0.00039423947],"domain_scores_gemma":[0.9985687,0.0006855051,0.00007893233,0.00044167947,0.0001295772,0.00009556609],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055685214,0.00019009998,0.0003311927,0.0009180463,0.0010156742,0.00020188715,0.00039614813,0.00050457905,0.000057151814],"category_scores_gemma":[0.00004807462,0.00017770988,0.00008541753,0.0006384558,0.0006126327,0.00013716113,0.0000032154153,0.0004531062,0.00007746817],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019740974,0.00016202877,0.000089448324,0.00029179608,0.0002492124,0.000013199017,0.0036893263,0.00010289049,0.004549031,0.2600214,0.00057934574,0.7302326],"study_design_scores_gemma":[0.0009944716,0.000625445,0.000032685235,0.0006880004,0.00014471657,0.00007320121,0.0065956684,0.018213814,0.007463166,0.0065349974,0.95797724,0.0006566144],"about_ca_topic_score_codex":0.00093459943,"about_ca_topic_score_gemma":0.0028261489,"teacher_disagreement_score":0.9573979,"about_ca_system_score_codex":0.00012247163,"about_ca_system_score_gemma":0.00015483075,"threshold_uncertainty_score":0.7811848},"labels":[],"label_agreement":null},{"id":"W4403307515","doi":"10.1145/3665463.3678842","title":"Proteus Card Deck: Enabling Remote Play with A Physical Card Deck","year":2024,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Deck; Proteus; Computer science; Smart card; Report card; Engineering; Embedded system; Computer hardware; Structural engineering; Chemistry; Psychology","score_opus":0.028856674755270602,"score_gpt":0.35286000682885676,"score_spread":0.32400333207358617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403307515","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6622604,0.0007906854,0.0041560717,0.025549605,0.0003660433,0.0012002613,0.0000047571307,0.0025356614,0.30313653],"genre_scores_gemma":[0.99067825,0.00011582691,0.0064187604,0.0001231554,0.00017165659,0.000024650424,0.0000027120498,0.000013817458,0.0024511707],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99902695,0.00010394472,0.00010420646,0.00022621671,0.0002718613,0.00026683617],"domain_scores_gemma":[0.9992685,0.00019214739,0.000023106211,0.00036052894,0.00006356324,0.0000921743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029079,0.00009156852,0.00014273293,0.00009070294,0.00025934822,0.00010208451,0.00039254592,0.00010879458,0.00009900318],"category_scores_gemma":[0.00014651923,0.000067950095,0.00005629674,0.00046503035,0.00029104415,0.00010733043,0.00008642954,0.00027438803,0.0001975976],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050711755,0.0001613084,0.0023720406,0.00006658937,0.00023761793,0.00008963541,0.07315523,0.00001362608,0.0041531296,0.5158465,0.0075423964,0.3963112],"study_design_scores_gemma":[0.00026461174,0.00007513539,0.00046137246,0.000083729916,0.000033206277,0.00000622123,0.0049066236,0.0039801635,0.0017437716,0.0051584532,0.9830231,0.0002635952],"about_ca_topic_score_codex":0.0038395785,"about_ca_topic_score_gemma":0.0059596677,"teacher_disagreement_score":0.97548074,"about_ca_system_score_codex":0.00007843224,"about_ca_system_score_gemma":0.000264566,"threshold_uncertainty_score":0.580432},"labels":[],"label_agreement":null},{"id":"W4403473138","doi":"10.31584/jhsmr.20241097","title":"Comparative Analysis of Blink Rates During Printed and On-Screen Reading Across Varying Screen Sizes","year":2024,"lang":"en","type":"article","venue":"Journal of Health Science and Medical Research","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Reading (process); Psychology; Computer science; Linguistics","score_opus":0.24593410532871973,"score_gpt":0.5950257418990603,"score_spread":0.3490916365703406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403473138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9638294,0.002328468,0.000103604536,0.031869028,0.000062119376,0.0001316682,0.0000025882593,0.000013064931,0.001660067],"genre_scores_gemma":[0.9922873,0.007080345,0.00041857982,0.000106907275,0.000046025856,0.0000015984132,3.6822695e-7,0.0000018198241,0.000057080262],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9962562,0.00038585183,0.00047148205,0.00017631816,0.0022597506,0.00045040992],"domain_scores_gemma":[0.9965776,0.0019118229,0.00014666833,0.00013726825,0.0007114277,0.0005151985],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.027596524,0.000051675368,0.00034712118,0.0011172384,0.0010994026,0.00012255154,0.00059437356,0.000076314696,0.00006663925],"category_scores_gemma":[0.0051181195,0.0000366959,0.00003785691,0.00357791,0.0037172963,0.00024564107,0.00023836867,0.00081003446,0.0000015573404],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038305405,0.000360645,0.06989431,0.00035349428,0.00060245994,0.00009721767,0.16144225,0.000019920184,0.0053570825,0.068657525,0.0009463011,0.69188577],"study_design_scores_gemma":[0.0023663335,0.002065163,0.71891147,0.0046985736,0.00012091312,0.00007243981,0.13676837,0.074594244,0.006030617,0.0029913413,0.050929707,0.00045081732],"about_ca_topic_score_codex":0.0015824926,"about_ca_topic_score_gemma":0.0006278232,"teacher_disagreement_score":0.6914349,"about_ca_system_score_codex":0.00014257383,"about_ca_system_score_gemma":0.0022324692,"threshold_uncertainty_score":0.998994},"labels":[],"label_agreement":null},{"id":"W4403918909","doi":"10.1109/iicaiet62352.2024.10730257","title":"A Motion Capture Quality Comparison Between Rokoko and Kinect","year":2024,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Motion capture; Quality (philosophy); Computer vision; Motion (physics); Artificial intelligence; Computer graphics (images); Physics","score_opus":0.10695882091024463,"score_gpt":0.45090035322069744,"score_spread":0.3439415323104528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403918909","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5608348,0.0025496583,0.013662649,0.081591465,0.0003963728,0.00039711146,0.000011155144,0.0018618904,0.33869487],"genre_scores_gemma":[0.9974146,0.000072907926,0.0009177374,0.000068927766,0.000056732835,0.0000048807456,0.0000071588574,0.000002813436,0.001454238],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999424,0.00015812798,0.00011224714,0.00010795841,0.00010333696,0.00009437478],"domain_scores_gemma":[0.99954236,0.00023957739,0.00001742876,0.00013624053,0.000020356038,0.000044036547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051577017,0.000038779624,0.00008747894,0.00005074046,0.00013691069,0.00005664478,0.00012829558,0.00011089005,0.00026605002],"category_scores_gemma":[0.00014036473,0.0000331715,0.000018855937,0.00016620725,0.00015791121,0.00006702716,0.000043405114,0.00014518363,0.000055814162],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016057543,0.000022686321,0.10166529,0.000018561457,0.000019435947,5.2279904e-7,0.0129584195,3.0116098e-7,0.00010040127,0.6222575,0.0038704758,0.25908482],"study_design_scores_gemma":[0.00017762133,0.000018313567,0.14661315,0.000021926333,0.000022808024,4.712745e-7,0.009742755,0.0017847155,0.00020570387,0.0148666315,0.82634455,0.00020133791],"about_ca_topic_score_codex":0.005909458,"about_ca_topic_score_gemma":0.005586367,"teacher_disagreement_score":0.8224741,"about_ca_system_score_codex":0.000026305368,"about_ca_system_score_gemma":0.000025959778,"threshold_uncertainty_score":0.8933372},"labels":[],"label_agreement":null},{"id":"W4403937995","doi":"10.1109/ithings-greencom-cpscom-smartdata-cybermatics62450.2024.00077","title":"Creation of Topological Maps of Energy Consumption for IP Networks","year":2024,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CODE","keywords":"Energy consumption; Consumption (sociology); Computer science; Topology (electrical circuits); Energy (signal processing); Mathematics; Combinatorics; Engineering; Electrical engineering; Sociology; Statistics","score_opus":0.05762233031414936,"score_gpt":0.37748725313372283,"score_spread":0.31986492281957346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403937995","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051250353,0.003826669,0.7116066,0.01602174,0.0009843819,0.00060377386,0.000026662627,0.00066188764,0.21501791],"genre_scores_gemma":[0.9955678,0.00062799745,0.0025834006,0.000033056545,0.000027127411,0.00001696932,0.000016345639,0.0000016007982,0.0011256791],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996692,0.00004977161,0.000115643554,0.00005466492,0.000051419902,0.00005927609],"domain_scores_gemma":[0.9994883,0.00033445988,0.000030493353,0.00008731782,0.000045694313,0.000013760798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022609739,0.000022384032,0.00006361662,0.00004336352,0.000040829178,0.0000049477158,0.00010629511,0.00010688359,0.00046724977],"category_scores_gemma":[0.000099126766,0.000018579285,0.000032280794,0.00008618328,0.0002679779,0.000027632042,0.000017871957,0.000028662105,0.0000018967854],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037870432,0.000014856951,0.0008496387,0.0000060048296,0.000005640454,3.3034613e-8,0.00020399912,0.000005263026,0.00009817101,0.96061456,0.0008444632,0.037353557],"study_design_scores_gemma":[0.00046660603,0.00018282935,0.0039058286,0.000067609,0.000045577657,7.593084e-7,0.0021176494,0.0460313,0.0058620595,0.16297041,0.7781723,0.0001770857],"about_ca_topic_score_codex":0.0004572221,"about_ca_topic_score_gemma":0.0007202924,"teacher_disagreement_score":0.94431746,"about_ca_system_score_codex":0.000011970663,"about_ca_system_score_gemma":0.000023880872,"threshold_uncertainty_score":0.51160574},"labels":[],"label_agreement":null},{"id":"W4404180500","doi":"10.1109/ficloud62933.2024.00060","title":"Time Dynamic \"Allow Listing\" For Dropbox","year":2024,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Listing (finance); Computer science; Business","score_opus":0.02416227311478507,"score_gpt":0.3815889646229964,"score_spread":0.3574266915082113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404180500","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016853113,0.0007485314,0.007885534,0.06451057,0.0006896109,0.00057942636,0.000010002904,0.0027389661,0.9059842],"genre_scores_gemma":[0.8860221,0.00008457837,0.008526595,0.00019816871,0.00005251162,0.000041269082,0.0000099194995,0.000008357173,0.1050565],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99960154,0.000028244885,0.00007333092,0.00009794754,0.00006818323,0.00013075402],"domain_scores_gemma":[0.9994813,0.00029672644,0.00001006152,0.00014975418,0.000029390547,0.000032717937],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029540865,0.000034946468,0.000050638308,0.000054136082,0.00017558713,0.000047449394,0.00025432545,0.00007588608,0.0020339263],"category_scores_gemma":[0.00024635188,0.00003133356,0.000037649785,0.00014639669,0.00017571247,0.00004874005,0.000033986063,0.00006454802,0.000752953],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002536691,0.000030020285,0.0000321527,0.0000157378,0.000020448872,0.0000013197082,0.0046549337,6.797216e-7,0.0010481841,0.758175,0.027882123,0.20813683],"study_design_scores_gemma":[0.000051824754,0.000010422322,0.00003102392,0.00000851479,0.000004713748,2.7973832e-7,0.000514298,0.04791658,0.00003275444,0.008092602,0.94327754,0.000059461567],"about_ca_topic_score_codex":0.00017178516,"about_ca_topic_score_gemma":0.0013368448,"teacher_disagreement_score":0.9153954,"about_ca_system_score_codex":0.00004190297,"about_ca_system_score_gemma":0.000077205834,"threshold_uncertainty_score":0.99887836},"labels":[],"label_agreement":null},{"id":"W4404257564","doi":"10.36227/techrxiv.173143070.04378246/v1","title":"Trimming the Fat: Introducing QUIC Thin-Apps for the Internet of Things","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Trimming; Internet privacy; Internet of Things; The Internet; Business; Computer science; Computer security; Advertising; World Wide Web; Operating system","score_opus":0.04681655209786941,"score_gpt":0.3539255750111557,"score_spread":0.3071090229132863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404257564","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019677822,0.018667826,0.037973274,0.618001,0.010299978,0.006358434,0.000024203171,0.001561467,0.28743598],"genre_scores_gemma":[0.98373896,0.0009041224,0.0044909148,0.0006299026,0.00028462868,0.00021983573,0.0000072658836,0.000017595756,0.009706747],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987391,0.00019486307,0.00034938514,0.00027775488,0.00023541911,0.0002034646],"domain_scores_gemma":[0.99655414,0.0020748777,0.00021478679,0.0010079106,0.00012476562,0.000023529408],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002572616,0.00012908588,0.00021843634,0.000094330775,0.0003058035,0.00013378191,0.0024476023,0.00029709563,0.00028379168],"category_scores_gemma":[0.0013632926,0.00006811492,0.00019468318,0.00017719789,0.00062819023,0.000034459714,0.0021155162,0.0010329247,0.000032868804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000974102,0.000021628697,0.000023337143,0.00008247132,0.00014863552,1.4540187e-7,0.11471379,0.000020480977,0.000067134744,0.7771893,0.020186406,0.087536946],"study_design_scores_gemma":[0.00021455123,0.000025855112,0.000032106673,0.00028360946,0.00019571981,7.869549e-7,0.05913011,0.043533634,0.0015609885,0.24343531,0.6513051,0.00028226024],"about_ca_topic_score_codex":0.013573662,"about_ca_topic_score_gemma":0.0032025469,"teacher_disagreement_score":0.96406114,"about_ca_system_score_codex":0.00006994596,"about_ca_system_score_gemma":0.00019349382,"threshold_uncertainty_score":0.992995},"labels":[],"label_agreement":null},{"id":"W4404783696","doi":"10.18653/v1/2024.emnlp-main.365","title":"Satyrn: A Platform for Analytics Augmented Generation","year":2024,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Analytics; Computer science; Data science","score_opus":0.14714562739643777,"score_gpt":0.4099894648647944,"score_spread":0.2628438374683566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404783696","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036255416,0.001637323,0.28222293,0.107675895,0.0023383244,0.0016452143,0.000023137898,0.002937263,0.5652645],"genre_scores_gemma":[0.977791,0.00021345189,0.009466279,0.00025895835,0.00016512445,0.000041905918,0.000025781432,0.000004667904,0.012032848],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99966866,0.000011219242,0.00007899479,0.00007466181,0.000072304036,0.00009414312],"domain_scores_gemma":[0.9997154,0.00009712862,0.000010080964,0.00011436005,0.00003605912,0.00002699254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024518414,0.000028920711,0.0000389013,0.00006697984,0.00016780647,0.000058546284,0.00012240221,0.00006639768,0.0004575238],"category_scores_gemma":[0.00010351183,0.000025376878,0.000029306288,0.00016725378,0.00006208396,0.00007602497,0.000016413132,0.000043336582,0.00006159182],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.350964e-7,0.000009827198,0.000028160188,0.000003074604,0.000011921513,1.7427375e-7,0.0012421403,0.000001501791,0.00046593347,0.8861725,0.021380214,0.09068367],"study_design_scores_gemma":[0.00007062399,0.000010812703,0.000011558247,0.0000028664854,0.000007165668,1.4904799e-7,0.00077252573,0.10092569,0.0005618536,0.0046118894,0.8929829,0.000041936244],"about_ca_topic_score_codex":0.00022616226,"about_ca_topic_score_gemma":0.004206834,"teacher_disagreement_score":0.9415356,"about_ca_system_score_codex":0.000051496616,"about_ca_system_score_gemma":0.00007627983,"threshold_uncertainty_score":0.5009565},"labels":[],"label_agreement":null},{"id":"W4404838224","doi":"10.1002/0471654507.erfme220","title":"High‐Frequency Broadcasting","year":2005,"lang":"en","type":"other","venue":"Encyclopedia of RF and Microwave Engineering","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Broadcasting (networking); Computer science; Computer network","score_opus":0.007582062505631226,"score_gpt":0.24177704209449552,"score_spread":0.2341949795888643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404838224","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00072500645,0.008813993,0.0010664645,0.00024878106,0.00056205,0.00020724697,0.000014033169,0.00038847775,0.9879739],"genre_scores_gemma":[0.03383964,0.07410792,0.14602402,0.000051915373,0.00198088,0.000039026916,0.00004754842,0.0004431979,0.74346584],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992306,0.000022815051,0.00020597196,0.000179579,0.00011781178,0.000243227],"domain_scores_gemma":[0.9994127,0.00008880225,0.00014125316,0.00025520058,0.000022600845,0.00007942192],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015899104,0.00016590618,0.00026808755,0.00026776083,0.000054777225,0.0000101805745,0.00028371857,0.00035121007,0.0009638711],"category_scores_gemma":[0.00018794074,0.00018512111,0.000043501313,0.00014634227,0.00014090542,0.00003594932,0.00007940434,0.00025652073,0.000025939029],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004235547,0.00012502338,0.0010247383,0.00047111275,0.0002441582,0.00001750111,0.008407349,0.000016742504,0.009565338,0.21035683,0.15849411,0.6112729],"study_design_scores_gemma":[0.00013739642,0.0000064258015,0.00007043358,0.00014194663,0.000016748996,0.000001589357,0.00010883886,0.000009657347,0.00010729245,0.00005252323,0.9991545,0.00019266225],"about_ca_topic_score_codex":0.0017461391,"about_ca_topic_score_gemma":0.0010748908,"teacher_disagreement_score":0.8406604,"about_ca_system_score_codex":0.000029784742,"about_ca_system_score_gemma":0.00006474703,"threshold_uncertainty_score":0.9999494},"labels":[],"label_agreement":null},{"id":"W4405713418","doi":"10.29173/hsi485","title":"Mixed media","year":2022,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.2580475500927896,"score_gpt":0.45355848877767024,"score_spread":0.19551093868488062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405713418","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6540709,0.0012847818,0.00035771495,0.26553354,0.012660391,0.0009837337,0.0000106501575,0.0011870493,0.063911244],"genre_scores_gemma":[0.9943381,0.0001483278,0.0022121645,0.0029643609,0.00010737559,0.000066447785,0.0000027373105,0.0000037544453,0.00015676077],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99807894,0.00019980723,0.00018735249,0.00022240546,0.00081233645,0.0004991741],"domain_scores_gemma":[0.99900424,0.0001565485,0.000111021625,0.00042177388,0.00006244908,0.00024396389],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.004341113,0.00004628298,0.00009427878,0.0002582906,0.0043620304,0.000032516255,0.0014268353,0.000025119689,0.0010341435],"category_scores_gemma":[0.00053247996,0.000050210743,0.000020229414,0.0017054027,0.0027822223,0.00016142461,0.00045593778,0.00027051254,0.00007941885],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004251989,0.00010529114,0.0039800406,0.0000038942685,0.0000010384797,0.0000017942251,0.11246935,0.000009538465,0.00008846524,0.66845125,0.019256487,0.19562857],"study_design_scores_gemma":[0.00015725233,0.000048341117,0.01293729,0.0000028715826,6.202712e-7,0.0000034162667,0.07056468,0.00026965162,0.000033924618,0.0053418837,0.91053087,0.00010922151],"about_ca_topic_score_codex":0.0014308373,"about_ca_topic_score_gemma":0.00091297255,"teacher_disagreement_score":0.89127433,"about_ca_system_score_codex":0.00042529783,"about_ca_system_score_gemma":0.0023827045,"threshold_uncertainty_score":0.99993163},"labels":[],"label_agreement":null},{"id":"W4406311207","doi":"10.1109/tcomm.2025.3529260","title":"Explainable Application Intent for Zero-Touch Networking: An Incorporation of Hypergraph and Transformer","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Communications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"National Natural Science Foundation of China","keywords":"Hypergraph; Transformer; Computer science; Zero (linguistics); Electronic engineering; Electrical engineering; Mathematics; Engineering; Discrete mathematics; Voltage","score_opus":0.048377073338598295,"score_gpt":0.36221044477659864,"score_spread":0.31383337143800033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406311207","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033729307,0.00026403324,0.97687227,0.0093001565,0.00017063615,0.0011130155,0.000022565053,0.00016731827,0.008717066],"genre_scores_gemma":[0.9809169,0.0029583448,0.014598719,0.00015252031,0.000010150436,0.0009183105,0.000033416178,0.000009991377,0.00040160815],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990091,0.00020692087,0.00033638586,0.00017792704,0.00010789667,0.00016179508],"domain_scores_gemma":[0.9979147,0.00047292523,0.00011908383,0.0011717428,0.00026107885,0.00006048488],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045579742,0.00009898311,0.00016174755,0.0003120893,0.0011679947,0.00002909846,0.00073151133,0.0001664806,0.000010007087],"category_scores_gemma":[0.00001916703,0.00011147942,0.0000695566,0.00064668484,0.0006072489,0.00021218357,0.000004206242,0.00021458085,0.0000021285646],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008605893,0.0010402296,0.00024694495,0.000037924194,0.000087965185,2.4398787e-8,0.00575435,0.000340877,0.0054806857,0.5060554,0.00024404906,0.48062545],"study_design_scores_gemma":[0.0032133344,0.00052514224,0.0006702948,0.00023105365,0.0004079666,0.000002071406,0.01927354,0.083091386,0.025792878,0.16079473,0.70521206,0.0007855127],"about_ca_topic_score_codex":0.00084098976,"about_ca_topic_score_gemma":0.0067399093,"teacher_disagreement_score":0.977544,"about_ca_system_score_codex":0.00007058328,"about_ca_system_score_gemma":0.00013558147,"threshold_uncertainty_score":0.89833885},"labels":[],"label_agreement":null},{"id":"W4406654221","doi":"10.1016/b978-0-7506-4765-6.50031-3","title":"10.1016/b978-0-7506-4765-6.50031-3","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Power (physics); Computer science; Physics","score_opus":0.019573900548038616,"score_gpt":0.23662221817861817,"score_spread":0.21704831763057955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406654221","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[2.5454085e-7,0.00028933896,4.6058318e-7,0.0024469402,0.000007494703,0.0004393221,0.000032525015,0.00054229423,0.9962414],"genre_scores_gemma":[0.000004333629,0.000007674846,0.0002223944,0.00010898684,0.00026878083,0.00003185158,0.00006620262,0.000057868856,0.99923193],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99845505,0.00007459357,0.00032139831,0.00036728603,0.00040375846,0.00037793932],"domain_scores_gemma":[0.99837345,0.0001722573,0.00014557922,0.0009563046,0.00011448033,0.0002379014],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00034522125,0.00027254503,0.00037968386,0.0002906461,0.00036064276,0.00005906834,0.0012844036,0.0007484363,0.99864024],"category_scores_gemma":[0.0001258558,0.00030253298,0.0001472195,0.00009703757,0.00045663965,0.00006508311,0.00021598274,0.0005356307,0.99642706],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014119612,0.000017761438,1.194578e-8,0.0000026419602,0.000029299166,0.000003728673,0.00013717708,3.7708327e-7,9.2448613e-7,0.0075899875,0.08884833,0.90335566],"study_design_scores_gemma":[0.000121192366,0.00004219809,4.7298252e-7,0.00004217916,0.000028955945,0.0000014729408,0.000004324852,0.00000638929,0.0000021897574,0.0020104519,0.9974003,0.00033987593],"about_ca_topic_score_codex":0.00033447595,"about_ca_topic_score_gemma":0.000049332328,"teacher_disagreement_score":0.908552,"about_ca_system_score_codex":0.00014447625,"about_ca_system_score_gemma":0.00020769247,"threshold_uncertainty_score":0.99994266},"labels":[],"label_agreement":null},{"id":"W4408941256","doi":"10.1109/comst.2025.3555514","title":"Toward One-Second Latency: Evolution of Live Media Streaming","year":2025,"lang":"en","type":"article","venue":"IEEE Communications Surveys & Tutorials","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Ministry of Education and Research, Romania","keywords":"Live streaming; Latency (audio); Computer science; Multimedia; Telecommunications","score_opus":0.10383170779721497,"score_gpt":0.3647201465833851,"score_spread":0.26088843878617013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408941256","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40678698,0.018121125,0.01720702,0.031634126,0.016189586,0.0038110062,0.0005504311,0.0020079,0.50369185],"genre_scores_gemma":[0.99248624,0.0019920033,0.0042310203,0.00003329773,0.00012784348,0.000088465415,0.000049641043,0.000010982935,0.0009804984],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99448127,0.004065578,0.00067903695,0.00021106214,0.00028776695,0.00027527037],"domain_scores_gemma":[0.9922177,0.004211952,0.00035848294,0.0024751064,0.00066286157,0.00007388338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0055928263,0.00013214246,0.000377258,0.0003486425,0.00063559087,0.00004062986,0.0026342855,0.00031884573,0.00039018883],"category_scores_gemma":[0.0038306392,0.00015372103,0.000101051286,0.00094910304,0.0013088142,0.0002096463,0.00038676892,0.0003296743,0.00008265851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015618216,0.00071711553,0.014164102,0.000044197623,0.00021364888,3.4286023e-7,0.02714917,0.000005381195,0.010860762,0.9051891,0.0026083575,0.03903223],"study_design_scores_gemma":[0.0029291909,0.00010536443,0.19762833,0.00061053346,0.00032589387,0.0000010241193,0.034909148,0.00049659505,0.010094431,0.17065412,0.5810253,0.0012200564],"about_ca_topic_score_codex":0.011495264,"about_ca_topic_score_gemma":0.041394915,"teacher_disagreement_score":0.734535,"about_ca_system_score_codex":0.0003394833,"about_ca_system_score_gemma":0.00087905105,"threshold_uncertainty_score":0.99508727},"labels":[],"label_agreement":null},{"id":"W4409118110","doi":"10.1145/3712678.3721884","title":"SemConf: A System for Multiparty Semantic Video Conferencing","year":2025,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Computer science; Videoconferencing; Multimedia","score_opus":0.0390160273495116,"score_gpt":0.36321297066438324,"score_spread":0.32419694331487164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409118110","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033104964,0.0001808411,0.07630507,0.021512799,0.00088236865,0.0014308607,0.0000052867767,0.0014296548,0.8651481],"genre_scores_gemma":[0.9873658,0.000018912031,0.003780013,0.0002605912,0.000021720112,0.00010123144,0.0000026055206,0.0000030856784,0.008446053],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99938893,0.000086678745,0.00015325697,0.00012275612,0.00006991342,0.0001784741],"domain_scores_gemma":[0.9990917,0.00044405935,0.000040435454,0.0002671409,0.00012043705,0.000036248603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047184122,0.000051784467,0.000120918856,0.0000922018,0.00038753037,0.000035955374,0.000328177,0.00011164132,0.000086161024],"category_scores_gemma":[0.0004395769,0.000047248228,0.000043257445,0.00017591738,0.0001281472,0.000043312582,0.00005535605,0.00006641015,0.000040948264],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003733995,0.000014831572,0.0013818655,0.0000344489,0.000015063758,1.480964e-7,0.0013628246,4.8077794e-7,0.00039778196,0.98452514,0.0021286842,0.010135],"study_design_scores_gemma":[0.0015534043,0.000022018796,0.0011056911,0.00017420045,0.00004722364,5.762852e-7,0.057694755,0.022789534,0.006011341,0.006203101,0.9041418,0.00025636124],"about_ca_topic_score_codex":0.002187484,"about_ca_topic_score_gemma":0.0077384263,"teacher_disagreement_score":0.978322,"about_ca_system_score_codex":0.000074303774,"about_ca_system_score_gemma":0.0001868041,"threshold_uncertainty_score":0.43182236},"labels":[],"label_agreement":null},{"id":"W4409287350","doi":"10.5220/0013446200003929","title":"StreamVis: An Analysis Platform for YouTube Live Chat Audience Interaction, Trends and Controversial Topics","year":2025,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Canada West","funders":"","keywords":"Computer science; World Wide Web; Multimedia; Internet privacy","score_opus":0.031062219348326658,"score_gpt":0.3797298578795536,"score_spread":0.34866763853122695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409287350","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.432624,0.00035924563,0.02564569,0.07451487,0.0012535405,0.0010427401,0.000051349933,0.00079619134,0.46371236],"genre_scores_gemma":[0.989977,0.00014553449,0.0013584435,0.0003107067,0.00004134299,0.000034456993,0.000015413798,0.0000013547987,0.008115752],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99953526,0.000027308388,0.000111668916,0.00013920941,0.00006309295,0.00012343672],"domain_scores_gemma":[0.99944854,0.00018296645,0.0000455064,0.00019211195,0.00008589265,0.000044997643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016688161,0.000050571594,0.00012317105,0.00025018334,0.00032771748,0.000049016504,0.00021077548,0.00008598547,0.0003047975],"category_scores_gemma":[0.0001958846,0.000045867466,0.00005108099,0.00040731867,0.00016998933,0.00022229008,0.000047529524,0.00006065582,0.0000018745311],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034765784,0.00007181975,0.014178187,0.0000027753053,0.00020398,1.6031458e-7,0.010327543,0.000003922473,0.000013510857,0.5080678,0.00075451715,0.46634105],"study_design_scores_gemma":[0.0017906082,0.00020791384,0.029472755,0.000013419534,0.0006358716,3.2069872e-7,0.15541074,0.047094867,0.00025362003,0.008190082,0.75659686,0.00033292576],"about_ca_topic_score_codex":0.0030810188,"about_ca_topic_score_gemma":0.051366553,"teacher_disagreement_score":0.7558424,"about_ca_system_score_codex":0.000057573856,"about_ca_system_score_gemma":0.00003901958,"threshold_uncertainty_score":0.9659435},"labels":[],"label_agreement":null},{"id":"W4409721592","doi":"10.1145/3706599.3721353","title":"Exploring distributed co-listening experiences through tempo-based interactions with Queue Player","year":2025,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Active listening; Computer science; Queue; Distributed computing; Computer network; Psychology; Communication","score_opus":0.15672983143561298,"score_gpt":0.4048364371425558,"score_spread":0.24810660570694282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409721592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4890264,0.00006059446,0.06980328,0.019545348,0.00052141247,0.0003928225,0.00000696527,0.0010356104,0.41960755],"genre_scores_gemma":[0.9930639,0.000033745546,0.0049870834,0.0003341877,0.000019828587,0.0003554499,0.000016787402,0.0000039424967,0.0011850334],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924016,0.000106322535,0.00015330182,0.0001648956,0.00014265964,0.00019267939],"domain_scores_gemma":[0.9991741,0.0003667133,0.000054455784,0.0002871552,0.000079944584,0.000037603815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015243863,0.00007804477,0.00010917127,0.000090341506,0.0007145359,0.000069630885,0.0003729632,0.000048355858,0.00055372494],"category_scores_gemma":[0.00019985694,0.00006365168,0.000031283034,0.00052673125,0.00039803464,0.00039841214,0.000040137034,0.0001656453,0.000021596014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015931512,0.00044755096,0.02605111,0.000023428429,0.00012729998,0.000009427705,0.16433448,0.00011380282,0.000731744,0.78175896,0.007921718,0.018321136],"study_design_scores_gemma":[0.00045313692,0.000032155633,0.00071326614,0.000082092134,0.000011084888,4.883737e-7,0.30727038,0.0008824821,0.010606136,0.0003794353,0.67938805,0.00018131743],"about_ca_topic_score_codex":0.0035014036,"about_ca_topic_score_gemma":0.006974251,"teacher_disagreement_score":0.7813796,"about_ca_system_score_codex":0.00008829065,"about_ca_system_score_gemma":0.00018509329,"threshold_uncertainty_score":0.60629},"labels":[],"label_agreement":null},{"id":"W4409993413","doi":"10.4018/979-8-3693-9496-0.ch006","title":"CSTTP","year":2025,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.03014348805340667,"score_gpt":0.32123360547880464,"score_spread":0.291090117425398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409993413","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000030668807,0.00042240566,0.00003188233,0.001727888,0.0005054896,0.00025124208,0.000037946724,0.00039777043,0.9966223],"genre_scores_gemma":[0.023925008,0.000084489206,0.00067708857,0.0009390168,0.0001580987,0.000014770677,0.000003780706,0.000010653979,0.9741871],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99904853,0.000036416193,0.00020459502,0.0002307851,0.0002512336,0.0002284283],"domain_scores_gemma":[0.99898815,0.0000746839,0.00011709873,0.0006268359,0.000101695325,0.00009152167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015736074,0.00016530733,0.00023895687,0.00006870501,0.00027436038,0.000040325314,0.00084224297,0.0007012274,0.00041434777],"category_scores_gemma":[0.00010168813,0.00018120733,0.00012612111,0.000021432765,0.0004548444,0.000015281425,0.00022650952,0.00031449462,0.0005176993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002474086,0.0000031181535,0.0000072240873,0.0000038950598,0.000024805318,0.0000039339875,0.0001339784,1.2767161e-8,5.69088e-7,0.93367076,0.019590545,0.0465587],"study_design_scores_gemma":[0.000060113904,0.000004467256,0.000003063103,0.000034837372,0.0000139708545,3.9833517e-7,0.00003142269,0.000001012559,0.0000016053534,0.40245342,0.597299,0.000096675714],"about_ca_topic_score_codex":0.0008936635,"about_ca_topic_score_gemma":0.0047000633,"teacher_disagreement_score":0.5777085,"about_ca_system_score_codex":0.00025547267,"about_ca_system_score_gemma":0.0005465732,"threshold_uncertainty_score":0.738942},"labels":[],"label_agreement":null},{"id":"W4410086952","doi":"10.1109/wi-iat62293.2024.00028","title":"HouseOfTheDragonQA: Open-Domain Long-form Context-Aware QA Pairs for TV Series","year":2024,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Series (stratigraphy); Computer science; Context (archaeology); Domain (mathematical analysis); Open domain; Information retrieval; Mathematics; History","score_opus":0.05709954398164591,"score_gpt":0.3721838186245334,"score_spread":0.3150842746428875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410086952","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02715028,0.0026747573,0.038287554,0.3651129,0.0028620919,0.005090082,0.00012425709,0.005305854,0.55339223],"genre_scores_gemma":[0.96188766,0.00032288488,0.003998033,0.000774527,0.00009620474,0.00027873713,0.00001805626,0.000021856524,0.03260204],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990925,0.00008362735,0.0001856805,0.0002166363,0.00013285545,0.00028866867],"domain_scores_gemma":[0.9990719,0.00037060224,0.00003395365,0.0003669625,0.00007449527,0.0000821126],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00074451417,0.0000983056,0.0001585746,0.000080878424,0.00053258176,0.00027819644,0.0010204734,0.00016866879,0.0016491283],"category_scores_gemma":[0.00018357643,0.00008309964,0.00007206734,0.00025791329,0.0004329407,0.00040979683,0.00025641988,0.00013877808,0.00020016915],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015176154,0.000035239154,0.00037032375,0.00001868853,0.000030477713,0.0000032893836,0.00809053,1.0605091e-7,0.000020055819,0.8837574,0.040799633,0.06685906],"study_design_scores_gemma":[0.000244341,0.00004831631,0.000110434245,0.000023357186,0.000007429769,0.0000020705497,0.018993543,0.00012735256,0.00026875729,0.040754028,0.93928325,0.00013712443],"about_ca_topic_score_codex":0.0017354707,"about_ca_topic_score_gemma":0.044746976,"teacher_disagreement_score":0.9347374,"about_ca_system_score_codex":0.00008067284,"about_ca_system_score_gemma":0.00023485192,"threshold_uncertainty_score":0.9992635},"labels":[],"label_agreement":null},{"id":"W4410313903","doi":"10.32920/ifmj.v4i1-2.2328","title":"Expanding Interactivity in Film","year":2025,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Interactivity; Multimedia; Computer science","score_opus":0.024207065150695994,"score_gpt":0.38523945236770635,"score_spread":0.36103238721701036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410313903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86874753,0.00046643656,0.0008331347,0.010886896,0.0021589396,0.00014556061,0.0000033028464,0.000044883676,0.116713315],"genre_scores_gemma":[0.99743617,0.0010787946,0.00034168665,0.00030098401,0.00009555207,0.0000107416245,0.0000012724493,0.0000033705726,0.0007314322],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99906886,0.0002927993,0.0002021787,0.00011498225,0.000116678544,0.00020450538],"domain_scores_gemma":[0.9983948,0.0012205896,0.00010625812,0.00010614202,0.00008371308,0.0000885144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006046323,0.000074429074,0.00015120041,0.0003877007,0.00025775423,0.00008495644,0.00024425308,0.00009677574,0.00053331436],"category_scores_gemma":[0.002361849,0.00006907413,0.00003932182,0.00023049224,0.00020303208,0.0003790621,0.000097205004,0.00072146853,0.000011846647],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035856245,0.00051807263,0.121917754,0.00001676628,0.00013462006,0.00010018037,0.17605776,0.0000047114136,0.0033266852,0.03978194,0.013490717,0.64429224],"study_design_scores_gemma":[0.003562911,0.0000930295,0.15285164,0.001157272,0.00004138359,0.00008976587,0.18326618,0.0013209905,0.0050801393,0.04150576,0.61050564,0.00052529515],"about_ca_topic_score_codex":0.00032317018,"about_ca_topic_score_gemma":0.0034438674,"teacher_disagreement_score":0.64376694,"about_ca_system_score_codex":0.00015686092,"about_ca_system_score_gemma":0.00016252714,"threshold_uncertainty_score":0.5839418},"labels":[],"label_agreement":null},{"id":"W4410919217","doi":"10.1145/3706370.3727867","title":"VIBES: Exploring Viewer Spatial Interactions as Direct Input for Livestreamed Content","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Content (measure theory); Computer graphics (images); Human–computer interaction; Multimedia; Mathematics","score_opus":0.28246217373991944,"score_gpt":0.4198417109253723,"score_spread":0.13737953718545287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410919217","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015841693,0.0005283021,0.01713408,0.033625826,0.008937468,0.0033838649,0.00009999133,0.0015877676,0.91886103],"genre_scores_gemma":[0.9107098,0.0055226157,0.013941756,0.0009110827,0.0005420354,0.0051720156,0.00014008359,0.000023479675,0.06303714],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99865806,0.00020468538,0.00034786656,0.00036096532,0.000171,0.00025742187],"domain_scores_gemma":[0.9977833,0.0009461329,0.00017639557,0.0006910854,0.00030927945,0.00009377751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037658907,0.00017504151,0.00033309677,0.00024148516,0.00039246868,0.00008780402,0.0008374208,0.00027671727,0.0008195927],"category_scores_gemma":[0.0020401215,0.00017209123,0.00021038366,0.00012494021,0.00023166218,0.00009792448,0.00075131416,0.0005140554,0.00007473222],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009867021,0.00071222737,0.0013156033,0.00019389126,0.0005681142,0.0000023944726,0.04337666,0.000031780946,0.0001959413,0.2211421,0.01221256,0.72015005],"study_design_scores_gemma":[0.000324282,0.000029385717,0.00020085029,0.0002774677,0.00006398764,2.1283225e-7,0.009024536,0.0006360832,0.0012798028,0.004810498,0.9830655,0.00028738266],"about_ca_topic_score_codex":0.034929607,"about_ca_topic_score_gemma":0.039077293,"teacher_disagreement_score":0.970853,"about_ca_system_score_codex":0.00021583348,"about_ca_system_score_gemma":0.00050463475,"threshold_uncertainty_score":0.97845703},"labels":[],"label_agreement":null},{"id":"W4411374747","doi":"10.1145/3724389.3731253","title":"ShapeCreator Mobile: Practicing Coding at Home in Low-Resource Environments","year":2025,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Coding (social sciences); Resource (disambiguation); Mobile computing; Multimedia; Telecommunications; Computer network; Sociology","score_opus":0.01737280631614854,"score_gpt":0.3259231427952611,"score_spread":0.30855033647911256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411374747","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.587859,0.00017612783,0.00030763395,0.0055349837,0.000095258605,0.00039632694,7.436287e-7,0.00014926234,0.40548068],"genre_scores_gemma":[0.97877586,0.0002791269,0.00042581285,0.00047293422,0.000009833104,0.00004985282,0.0000022997322,0.0000035222595,0.019980775],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928296,0.00013400233,0.0001425059,0.00013704796,0.00011782317,0.00018568226],"domain_scores_gemma":[0.9993101,0.0003492007,0.00004582577,0.0002513215,0.000004797757,0.00003876525],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00037192812,0.000053098407,0.00009257145,0.00012413946,0.0002489622,0.000018393152,0.00031234394,0.00010460412,0.0012059449],"category_scores_gemma":[0.00023478044,0.00005374289,0.000019536032,0.00025106603,0.00017146737,0.00007613051,0.0002078586,0.00013316276,0.00013033173],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006834663,0.00078350335,0.4206983,0.000038440412,0.00007239422,0.000017556666,0.026454799,0.00007923466,0.014090456,0.4148707,0.006054697,0.11677159],"study_design_scores_gemma":[0.00054973667,0.000010285849,0.013126916,0.000049474605,0.0000068674153,2.5995038e-7,0.009798921,0.00095421844,0.0016226653,0.00049143075,0.9732512,0.000137975],"about_ca_topic_score_codex":0.00064218085,"about_ca_topic_score_gemma":0.0020989613,"teacher_disagreement_score":0.9671965,"about_ca_system_score_codex":0.00027055794,"about_ca_system_score_gemma":0.000039246654,"threshold_uncertainty_score":0.9997071},"labels":[],"label_agreement":null},{"id":"W4412164931","doi":"10.1007/s11760-025-04503-y","title":"Summarizing Mobile Programming Screencasts","year":2025,"lang":"en","type":"article","venue":"Signal Image and Video Processing","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Mobile device; Multimedia; Artificial intelligence; World Wide Web","score_opus":0.020690964053342947,"score_gpt":0.3554902840985927,"score_spread":0.3347993200452497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412164931","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15152593,0.038728487,0.25119448,0.02359415,0.000530513,0.0030570368,0.000007795932,0.003111327,0.5282503],"genre_scores_gemma":[0.97977775,0.00017230916,0.018132271,0.0002895122,0.000043574142,0.000060183625,0.0000024441233,0.000005899628,0.0015160776],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920905,0.00009646719,0.00015220341,0.00017940899,0.000117515105,0.0002453377],"domain_scores_gemma":[0.9995206,0.00012536798,0.000059774236,0.00011912642,0.00011887049,0.00005625713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006242755,0.000076535514,0.00011083694,0.00012746612,0.00087908376,0.00026181038,0.00022435217,0.000095169606,0.00006652647],"category_scores_gemma":[0.00018329883,0.000075960146,0.000024149034,0.0004011386,0.0004544669,0.0003547888,0.00011391252,0.00017960586,0.000006905252],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004821853,0.000026013091,0.0014908232,0.000039877974,0.000005227149,0.0000020659338,0.002237941,1.537268e-7,0.0030311944,0.0031849872,0.00017315974,0.98980373],"study_design_scores_gemma":[0.0006478793,0.000050130442,0.0007030967,0.0004813679,0.00004327967,0.0000029732716,0.023463933,0.0027878121,0.0075999894,0.008070381,0.9557699,0.0003792781],"about_ca_topic_score_codex":0.00040400636,"about_ca_topic_score_gemma":0.0002872342,"teacher_disagreement_score":0.98942447,"about_ca_system_score_codex":0.000026943982,"about_ca_system_score_gemma":0.00017422016,"threshold_uncertainty_score":0.67612904},"labels":[],"label_agreement":null},{"id":"W4412245085","doi":"","title":"Nyhedsformidling på sociale medier","year":2017,"lang":"no","type":"article","venue":"University of Southern Denmark Research Portal (University of Southern Denmark)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Geography","score_opus":0.07174823700978453,"score_gpt":0.32440893476070526,"score_spread":0.2526606977509207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412245085","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69796115,0.00051471946,0.00016481092,0.0051699704,0.0002768386,0.0009101938,0.0014363807,0.00007992382,0.29348603],"genre_scores_gemma":[0.8969749,0.0020962297,0.0010184838,0.000013917897,0.0001547976,1.8409662e-7,0.000037028636,0.000050431292,0.099654034],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9936577,0.0012056048,0.00047172647,0.0009175416,0.0023730057,0.0013744178],"domain_scores_gemma":[0.9927714,0.00073406857,0.0016259063,0.0024160559,0.0017680465,0.0006845214],"candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0048327167,0.00044482364,0.0010285599,0.00092653383,0.0073515824,0.00013218958,0.0073059304,0.0012163144,0.038398597],"category_scores_gemma":[0.00093000423,0.0006123118,0.00072734134,0.0008160446,0.01386586,0.0006212745,0.003120378,0.0017414846,0.0061027166],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031253104,0.0028678232,0.19206399,0.0010039721,0.0035116684,0.0016783985,0.6246388,0.000015808226,0.0036872614,0.020565955,0.027148366,0.11969264],"study_design_scores_gemma":[0.0029450296,0.00018462408,0.0034761238,0.00044852908,0.00026400026,0.0000052062687,0.90842277,0.00044666394,0.00007569367,0.0022444003,0.08078697,0.00069998606],"about_ca_topic_score_codex":0.05756101,"about_ca_topic_score_gemma":0.061938398,"teacher_disagreement_score":0.28378397,"about_ca_system_score_codex":0.00026073385,"about_ca_system_score_gemma":0.001580303,"threshold_uncertainty_score":0.99963284},"labels":[],"label_agreement":null},{"id":"W4412900501","doi":"10.1145/3721251.3742867","title":"Building a Blender pipeline in 30 Minutes","year":2025,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TD Bank Group","funders":"","keywords":"Pipeline (software); Computer science; Marine engineering; Environmental science; Engineering; Operating system","score_opus":0.03137614586374153,"score_gpt":0.3750502557384441,"score_spread":0.34367410987470254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412900501","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030788703,0.00032634052,0.009290235,0.06612356,0.00016456631,0.0001678475,3.09233e-7,0.00026231457,0.89287615],"genre_scores_gemma":[0.96991515,0.00009126601,0.01433497,0.0007156582,0.000011904135,0.000011759279,3.0405428e-7,0.000001331753,0.014917628],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99961627,0.00005767367,0.000090901536,0.00007214628,0.000051615527,0.000111374124],"domain_scores_gemma":[0.9996565,0.00013879646,0.00001289202,0.0001536564,0.000022733064,0.000015432093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002841164,0.00002732396,0.00005391673,0.00012770278,0.00008185354,0.000011371974,0.00025651234,0.000065908665,0.00084839115],"category_scores_gemma":[0.00032596738,0.000026023698,0.000012669954,0.00033756354,0.00010396074,0.000031004227,0.00006407499,0.0000807462,0.00003618106],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.713627e-7,0.000029041528,0.0064577246,0.0000015287545,0.0000020670575,4.3069466e-7,0.0009902837,8.778371e-7,0.0002238423,0.925177,0.006830308,0.060285926],"study_design_scores_gemma":[0.00034847885,0.0000026761677,0.0026193135,0.0000179548,0.0000025203967,6.757983e-8,0.003977688,0.001492338,0.0012862302,0.03981117,0.95036495,0.00007662571],"about_ca_topic_score_codex":0.001907739,"about_ca_topic_score_gemma":0.0069203074,"teacher_disagreement_score":0.9435346,"about_ca_system_score_codex":0.00003378752,"about_ca_system_score_gemma":0.000074756834,"threshold_uncertainty_score":0.9289288},"labels":[],"label_agreement":null},{"id":"W4413248683","doi":"10.1007/978-3-031-92397-5","title":"Digital Communications","year":2025,"lang":"en","type":"book","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universidade Federal da Paraíba; Universidade de Pernambuco; Universidade Federal de Pernambuco; Universidade Federal do Rio Grande do Norte; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Toronto","keywords":"Computer science","score_opus":0.04911365354083304,"score_gpt":0.3648724281240614,"score_spread":0.3157587745832284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413248683","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[4.4926374e-8,0.00053533923,0.00010423642,0.017499035,0.00011292369,0.00018720732,0.000020795267,0.00042326053,0.9811171],"genre_scores_gemma":[0.00018895073,0.002347032,0.001213116,0.0003829258,0.000040479215,0.000021203281,0.00019171023,0.000006350212,0.9956082],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994368,0.000049345406,0.0001517291,0.00010818251,0.00013306616,0.00012085464],"domain_scores_gemma":[0.997727,0.00046025016,0.00006977484,0.0015976719,0.00010080287,0.000044537373],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014020255,0.00007891857,0.00013320278,0.00013914188,0.00038873884,0.000079847574,0.0021302048,0.00039614187,0.0011693207],"category_scores_gemma":[0.00027979288,0.00008336932,0.000067776265,0.000096215495,0.0008634705,0.00006564706,0.0005749306,0.0003643345,0.00069261965],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.5353802e-7,0.000009995863,0.000005994844,0.0000015094955,0.000009044539,7.370945e-8,0.00017794846,2.4356963e-9,2.5452442e-8,0.6659492,0.25401187,0.079834126],"study_design_scores_gemma":[0.000036269153,0.0000018449442,0.0000015340215,0.000020519703,0.0000070528044,6.123062e-8,0.00019271941,0.0000067019346,1.7519443e-7,0.040010512,0.9596451,0.00007748732],"about_ca_topic_score_codex":0.000099120254,"about_ca_topic_score_gemma":0.0024270376,"teacher_disagreement_score":0.7056332,"about_ca_system_score_codex":0.0001628707,"about_ca_system_score_gemma":0.0011798623,"threshold_uncertainty_score":0.99974376},"labels":[],"label_agreement":null},{"id":"W4413601838","doi":"10.64628/aap.a9w9hkg3h","title":"Voici pourquoi il est plus difficile de communiquer sur les plates-formes de vidéoconférence","year":2023,"lang":"fr","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Political science; Philosophy","score_opus":0.11077261810175679,"score_gpt":0.3465621102619299,"score_spread":0.23578949216017311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413601838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.602075,0.0031000953,0.010865512,0.15089293,0.0017981009,0.0021320088,0.00024247686,0.004178534,0.22471535],"genre_scores_gemma":[0.87079036,0.014457501,0.024522537,0.0008572718,0.00019061462,0.00035317554,0.00014982508,0.000086008054,0.08859272],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99591833,0.0011517927,0.0007531759,0.0005749074,0.0004412164,0.0011605741],"domain_scores_gemma":[0.99349475,0.0035205656,0.0004417626,0.0018931811,0.00030110157,0.00034865696],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0020955356,0.0005144612,0.00072318694,0.00025172712,0.0011168477,0.00017379569,0.003997983,0.0016693667,0.0034475082],"category_scores_gemma":[0.0016416411,0.0005265783,0.00030231813,0.0005638693,0.002212105,0.00014790919,0.002694882,0.0023431433,0.0014979852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046109348,0.0006270976,0.032343097,0.00023605116,0.00032077183,0.000039935592,0.036592945,0.0019885504,0.00095062255,0.80549765,0.019636972,0.1017202],"study_design_scores_gemma":[0.0010392674,0.00010618177,0.018527323,0.0006946205,0.00013469072,0.000022946662,0.023466501,0.116331615,0.0015591537,0.052978404,0.7836135,0.0015257669],"about_ca_topic_score_codex":0.2199463,"about_ca_topic_score_gemma":0.17351739,"teacher_disagreement_score":0.7639766,"about_ca_system_score_codex":0.0008584716,"about_ca_system_score_gemma":0.0018037687,"threshold_uncertainty_score":0.9999585},"labels":[],"label_agreement":null},{"id":"W4413911613","doi":"10.32920/ifmj.v5i1-2.2390","title":"Howlround","year":2025,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Business; Computer science","score_opus":0.018853215094599834,"score_gpt":0.37121024204327807,"score_spread":0.3523570269486782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413911613","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3454635,0.001966937,0.002202487,0.05316773,0.004538506,0.0001823184,0.0000046980776,0.000105220846,0.5923686],"genre_scores_gemma":[0.99435705,0.0016936166,0.0005292898,0.0005736824,0.00014141275,0.0000043063405,8.1835736e-7,0.0000021117226,0.0026977248],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99947774,0.000133298,0.00010760172,0.00006371467,0.000091173315,0.00012649305],"domain_scores_gemma":[0.9991408,0.0005282498,0.000060212704,0.000080588645,0.000111179244,0.00007900023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031116375,0.00004355481,0.000079737896,0.00014560098,0.0003537966,0.000077588185,0.00019367514,0.00006655191,0.00055126246],"category_scores_gemma":[0.0011728876,0.000038116326,0.000027870608,0.00011482078,0.00024433646,0.0001630654,0.000050142524,0.00035464918,0.000019179744],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008305169,0.00014702481,0.011892136,0.000005301274,0.00012783958,0.000023154402,0.0618302,2.8403866e-7,0.0006801012,0.23822619,0.053113066,0.6338717],"study_design_scores_gemma":[0.00036438115,0.0000131983015,0.0075941156,0.00004960964,0.000011247088,0.000014787573,0.018694932,0.000040972678,0.0002260236,0.019323234,0.9536079,0.000059568745],"about_ca_topic_score_codex":0.00010288479,"about_ca_topic_score_gemma":0.00068973337,"teacher_disagreement_score":0.9004949,"about_ca_system_score_codex":0.000054735156,"about_ca_system_score_gemma":0.00015014569,"threshold_uncertainty_score":0.6035937},"labels":[],"label_agreement":null},{"id":"W4414114176","doi":"10.1145/3743722","title":"Unpacking Micro Data Videos: Key Elements and Design Practices in Minute-Long Data Videos for Mobile Usage MHCI036","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Unpacking; Key (lock); Dissemination; Craft; Social media; Narrative; CLIPS","score_opus":0.28604458492482154,"score_gpt":0.4743794165277223,"score_spread":0.18833483160290077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414114176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9644284,0.00038226636,0.004344698,0.020248346,0.0017110017,0.0044311606,0.0000637906,0.00024930213,0.004141034],"genre_scores_gemma":[0.94155943,0.0002243933,0.057057988,0.00045907046,0.00016116911,0.00012468282,0.000048580972,0.000015504362,0.00034920333],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99852985,0.00008002891,0.00044132335,0.0005170402,0.00020519929,0.00022654147],"domain_scores_gemma":[0.9965893,0.0010501026,0.0008365266,0.0013157288,0.00017804689,0.000030279416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020657107,0.00013751155,0.00020692921,0.000276424,0.00042351196,0.00023640667,0.0051695025,0.0001174926,0.000018183073],"category_scores_gemma":[0.003169642,0.00012162691,0.000030223644,0.00030975838,0.00016289503,0.0015154469,0.0034552207,0.00030868108,0.0000027130134],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009291884,0.0021937129,0.08204424,0.0009720783,0.0006990519,0.0000019520294,0.033772286,0.00004410843,0.09089309,0.022411907,0.16159,0.6044484],"study_design_scores_gemma":[0.0059263264,0.0007783442,0.024626346,0.0042842817,0.00048176575,0.000014075182,0.02179684,0.10481758,0.061709948,0.036110386,0.7381087,0.001345409],"about_ca_topic_score_codex":0.00058777,"about_ca_topic_score_gemma":0.0008121437,"teacher_disagreement_score":0.603103,"about_ca_system_score_codex":0.00011534828,"about_ca_system_score_gemma":0.00005377997,"threshold_uncertainty_score":0.96063083},"labels":[],"label_agreement":null},{"id":"W4414876660","doi":"10.70356/jafotik.v3i2.76","title":"Enhancing OSS E-Government Testing via CEG Method","year":2025,"lang":"en","type":"article","venue":"Jurnal Sistem Informasi dan Teknik Informatika (JAFOTIK)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Redundancy (engineering); Reliability (semiconductor); Test (biology); Quality (philosophy); Service (business); Service quality; Functional testing","score_opus":0.02148885848950982,"score_gpt":0.3282250075455869,"score_spread":0.3067361490560771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414876660","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013421257,0.00014683002,0.04412469,0.0023583216,0.00091668783,0.0008802808,0.0000068998947,0.0008376831,0.93730736],"genre_scores_gemma":[0.906791,0.00019470298,0.07831406,0.0040794956,0.00022207505,0.0001982275,0.000031815485,0.00003432844,0.010134304],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99596286,0.0002698193,0.0015741043,0.00021036333,0.001109382,0.0008734438],"domain_scores_gemma":[0.9965009,0.001209884,0.00084592274,0.0007987533,0.00036529553,0.00027924133],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003611559,0.00034544404,0.00049339485,0.0003318376,0.0016827354,0.00035971712,0.0015328283,0.00039443062,0.000060417686],"category_scores_gemma":[0.0023326233,0.0003301667,0.00021019005,0.0013902002,0.00032998953,0.0017291093,0.0005920887,0.0008322162,0.000109003515],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057112946,0.000112646405,0.0061194487,0.00026721985,0.00016039483,0.000004962555,0.01865871,0.00010812351,0.000961875,0.23692688,0.00079452316,0.7358281],"study_design_scores_gemma":[0.0010334803,0.00008431766,0.0043223,0.00031176885,0.00005751485,0.0000250477,0.018521242,0.0076592397,0.008526137,0.0006697901,0.958241,0.0005481881],"about_ca_topic_score_codex":0.00032016844,"about_ca_topic_score_gemma":0.0009323887,"teacher_disagreement_score":0.95744646,"about_ca_system_score_codex":0.0008799514,"about_ca_system_score_gemma":0.0006104691,"threshold_uncertainty_score":0.99991506},"labels":[],"label_agreement":null},{"id":"W4416087012","doi":"10.21105/joss.09144","title":"Plaquette: An Object-Oriented Framework for Embedded Signal Processing in Interactive Media","year":2025,"lang":"","type":"article","venue":"The Journal of Open Source Software","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Collège Montmorency; Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Council for the Arts","keywords":"Signal processing; Interactive computing; Interactive media; SIGNAL (programming language); Interactive design","score_opus":0.037076899033852154,"score_gpt":0.3959441182854917,"score_spread":0.35886721925163956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416087012","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16988537,0.003116106,0.7873778,0.032776274,0.0013662694,0.0029977846,0.000036684934,0.00011137153,0.0023323672],"genre_scores_gemma":[0.9483706,0.0003843827,0.048912708,0.0017802825,0.00017072147,0.00003582229,0.0000055707474,0.000030998835,0.0003089205],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99572515,0.0019640317,0.0011070586,0.00024779778,0.00047699496,0.0004789815],"domain_scores_gemma":[0.9914869,0.0054439176,0.001509571,0.0005450919,0.000856116,0.00015839167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005693308,0.00026604245,0.0006687279,0.00043462418,0.0009208129,0.00042766024,0.004460058,0.00042233872,0.0003544533],"category_scores_gemma":[0.005896019,0.00020519947,0.0001568203,0.0014150004,0.0007618745,0.0012259562,0.00083398185,0.00206561,0.0000055337823],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027772905,0.0009254531,0.0031493278,0.00006791761,0.0001782667,0.0000076105416,0.4753761,0.00036023467,0.00011083058,0.011294842,0.0012743565,0.5044778],"study_design_scores_gemma":[0.006679298,0.0009517787,0.0049409084,0.006384899,0.00055455894,0.000045115466,0.70155853,0.006348189,0.0010286713,0.16880107,0.10181253,0.00089446007],"about_ca_topic_score_codex":0.0003750555,"about_ca_topic_score_gemma":0.0014158512,"teacher_disagreement_score":0.77848524,"about_ca_system_score_codex":0.0003075337,"about_ca_system_score_gemma":0.0017180319,"threshold_uncertainty_score":0.89741623},"labels":[],"label_agreement":null},{"id":"W4417255867","doi":"10.1108/qrde-09-2001-0009","title":"Interactive Instructional Television Classroom System Design","year":2001,"lang":"en","type":"article","venue":"Quarterly review of distance education","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Brandon University","funders":"","keywords":"Set (abstract data type); Systems design; Relation (database); Design elements and principles; Observational study; Instructional design","score_opus":0.02441630388857583,"score_gpt":0.3483816659216558,"score_spread":0.32396536203307996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417255867","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054162063,0.2289158,0.32828388,0.04530584,0.010740726,0.007990103,0.000033596632,0.0012410473,0.32332698],"genre_scores_gemma":[0.96799594,0.0211022,0.009974473,0.00018171924,0.00015435812,0.00014855538,0.000027762268,0.000008055356,0.00040693188],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987383,0.0004026827,0.00035916505,0.00014975591,0.0002288071,0.00012132584],"domain_scores_gemma":[0.9987905,0.00015004053,0.00033816425,0.00034331396,0.00032338232,0.000054591856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005647931,0.00007789659,0.00018867661,0.00007502689,0.00016140741,0.000016000959,0.0003142284,0.00006372248,0.0002314028],"category_scores_gemma":[0.00013277428,0.000075332755,0.000058822723,0.00040254008,0.00015366414,0.00024976511,0.000006663455,0.00011154008,0.00006652977],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010164854,0.00012586969,0.000493397,0.0004952104,0.000008008654,1.2946288e-7,0.0018429082,7.885485e-8,0.000027296996,0.1375822,0.0023229483,0.8570918],"study_design_scores_gemma":[0.00017160403,0.00012309119,0.0017881189,0.007631521,0.00003267252,0.000009825479,0.022489678,0.00007899721,0.00002054473,0.0025215687,0.96495134,0.0001810673],"about_ca_topic_score_codex":0.00014735507,"about_ca_topic_score_gemma":0.00009850691,"teacher_disagreement_score":0.96262836,"about_ca_system_score_codex":0.00024750753,"about_ca_system_score_gemma":0.0004264621,"threshold_uncertainty_score":0.30719808},"labels":[],"label_agreement":null},{"id":"W562552613","doi":"","title":"1st International Workshop on Communicability Design and Evaluation in Cultural and Ecological Multimedia System 2008 : (CommunicabilityMS 08) : held at ACM Multimedia 008 : Vancouver, BC, Canada, 31 October 2008","year":2008,"lang":"en","type":"book","venue":"Association for Computing Machinery eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Multimedia; Interactive media; Computer science; Library science; Geography","score_opus":0.06724253791850521,"score_gpt":0.32883314806557573,"score_spread":0.2615906101470705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W562552613","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24655674,0.005686202,0.0007870477,0.019687029,0.01530759,0.03128832,0.0010956874,0.0026505245,0.67694086],"genre_scores_gemma":[0.8255249,0.0016321518,0.026114495,0.0007397005,0.0007146867,0.0006337158,0.0014992519,0.00014135175,0.14299972],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9932911,0.002745924,0.0012235441,0.00081353687,0.0012310111,0.0006949111],"domain_scores_gemma":[0.9828273,0.013586428,0.0013213757,0.0012194022,0.0007970509,0.00024843126],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006094534,0.0005699519,0.00096620654,0.00029387372,0.0016068068,0.000110287074,0.0016827582,0.0013089603,0.000033582135],"category_scores_gemma":[0.009221259,0.0005640336,0.00018628144,0.00012959207,0.00068871514,0.000119526434,0.0013783206,0.0016094884,0.000008274583],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008683413,0.0011611006,0.07689991,0.00033517202,0.0013269773,0.00002957043,0.037444174,0.0024608048,0.000039046976,0.0038225194,0.6151872,0.26042518],"study_design_scores_gemma":[0.0090079075,0.0002246188,0.040550184,0.0009280647,0.00041077632,0.00001455853,0.003650058,0.5575367,0.000015589672,0.0020027696,0.38339758,0.0022611595],"about_ca_topic_score_codex":0.06442096,"about_ca_topic_score_gemma":0.6725464,"teacher_disagreement_score":0.60812545,"about_ca_system_score_codex":0.010651448,"about_ca_system_score_gemma":0.0017479267,"threshold_uncertainty_score":0.99998754},"labels":[],"label_agreement":null},{"id":"W598395146","doi":"","title":"The IASTED International Conference on Web Technologies, Applications, and Services, July 4-6, 2005, Calgary, AB, Canada","year":2005,"lang":"en","type":"book","venue":"ACTA Press eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Political science; Business; World Wide Web; Regional science; Geography; Computer science","score_opus":0.03012502683941101,"score_gpt":0.286427549116688,"score_spread":0.256302522277277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W598395146","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000006263116,0.0013415313,0.00000456608,0.009227654,0.00021919732,0.0008023365,0.000103904305,0.00036983844,0.9879247],"genre_scores_gemma":[0.011271898,0.017039623,0.00025407947,0.0005210704,0.00019796636,0.0005654725,0.00012427672,0.00003269056,0.96999294],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984817,0.00008981686,0.00029721108,0.00033995294,0.00046274654,0.0003286073],"domain_scores_gemma":[0.99813104,0.00040066207,0.000312996,0.0009061056,0.00016689178,0.00008229107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002569037,0.00022135724,0.00020472505,0.000082635284,0.00067600014,0.0001489914,0.0023356958,0.0005415867,0.000046348952],"category_scores_gemma":[0.00006433676,0.0001861753,0.000031185646,0.000018384053,0.0007507997,0.000039948893,0.00046286272,0.0007788372,0.000011413994],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013275133,0.000017566832,0.0000034010066,0.00001821369,0.00009011442,0.0000022764923,0.000392124,8.8324406e-8,0.000017879745,0.5913355,0.14404064,0.26406896],"study_design_scores_gemma":[0.00013959677,0.0000058876467,0.0000047650014,0.000064305925,0.000016916863,0.0000017150866,0.00031947863,0.00017949751,0.00002167202,0.0017413249,0.99731624,0.00018861378],"about_ca_topic_score_codex":0.120443255,"about_ca_topic_score_gemma":0.87339383,"teacher_disagreement_score":0.8532756,"about_ca_system_score_codex":0.00039979295,"about_ca_system_score_gemma":0.0019292737,"threshold_uncertainty_score":0.88541377},"labels":[],"label_agreement":null},{"id":"W602395632","doi":"","title":"1st ACM International Workshop on Semantic Ambient Media Experiences 2008 (SAME 08) : held at ACM Multimedia 2008 : Vancouver, BC, Canada, 31 October 2008","year":2008,"lang":"en","type":"book","venue":"Association for Computing Machinery eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Multimedia; Computer science; Library science; Media studies; World Wide Web; Sociology","score_opus":0.02791322547562261,"score_gpt":0.2890046580455711,"score_spread":0.2610914325699485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W602395632","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025391473,0.001839348,0.0004564303,0.019453218,0.05461407,0.0059976648,0.0010605777,0.0023292052,0.888858],"genre_scores_gemma":[0.05279137,0.0006465985,0.0037306554,0.0020440044,0.0025762853,0.0002556764,0.0012788776,0.0001505591,0.936526],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9940728,0.0003912386,0.0012345145,0.0010032456,0.0021789414,0.0011192507],"domain_scores_gemma":[0.9893847,0.0059830807,0.0020593992,0.0014604849,0.00074267725,0.00036962752],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0012390726,0.00073427655,0.0009632926,0.00051435863,0.0020711736,0.00013667117,0.003660703,0.0012329706,0.00027473396],"category_scores_gemma":[0.009893972,0.00077715685,0.00043743,0.00019903608,0.0004913551,0.00011504222,0.0013108299,0.0013269826,0.00011303044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049535487,0.000104251485,0.0018510844,0.000018575174,0.00031549126,0.000018335675,0.021590615,0.00006864062,0.000007562641,0.0007046127,0.9592906,0.015980681],"study_design_scores_gemma":[0.0013190216,0.000042170945,0.0007154961,0.00025790825,0.00010538659,0.0000039722477,0.0023246878,0.0036380591,0.000042821706,0.0010516469,0.9894949,0.0010038876],"about_ca_topic_score_codex":0.082698375,"about_ca_topic_score_gemma":0.78763014,"teacher_disagreement_score":0.70493174,"about_ca_system_score_codex":0.0062540965,"about_ca_system_score_gemma":0.0031363333,"threshold_uncertainty_score":0.9994679},"labels":[],"label_agreement":null},{"id":"W606937602","doi":"","title":"Development of Speech Input System for Web-based Courseware","year":2000,"lang":"en","type":"article","venue":"Institutional Repositories DataBase (IRDB)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Natural language processing; Speech recognition; Linguistics","score_opus":0.03438675681684262,"score_gpt":0.3203916321035529,"score_spread":0.2860048752867103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W606937602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7912879,0.00087633944,0.017946828,0.004690549,0.0053970846,0.0029059665,0.0017469352,0.0016358048,0.17351261],"genre_scores_gemma":[0.9135842,0.000017116317,0.0849522,0.000046602872,0.00030757408,0.00015368538,0.00047383466,0.000008710718,0.00045612527],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985467,0.00007754557,0.0004260051,0.00022694438,0.00049193576,0.00023084517],"domain_scores_gemma":[0.99873155,0.0002128505,0.00014095198,0.00047731583,0.0003356545,0.00010166496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005618537,0.000116400886,0.0001829429,0.00009885219,0.0010537944,0.00003722956,0.00051240105,0.00013431186,0.00015517716],"category_scores_gemma":[0.00031661062,0.000118329895,0.000059452403,0.000281356,0.00064795517,0.00021675284,0.000053577212,0.000111674286,0.00004231723],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039749406,0.0005338807,0.0032100438,0.00039670526,0.00015128564,0.000043476703,0.0041430965,0.0001051297,0.011609101,0.8370712,0.0046400134,0.13769862],"study_design_scores_gemma":[0.00068349944,0.000014561777,0.00025188262,0.00020376862,0.000017182785,0.0000074199747,0.00090622983,0.00034184978,0.01789194,0.000039281746,0.97948116,0.00016122412],"about_ca_topic_score_codex":0.00063817634,"about_ca_topic_score_gemma":0.0013020334,"teacher_disagreement_score":0.9748411,"about_ca_system_score_codex":0.00033053025,"about_ca_system_score_gemma":0.0026063614,"threshold_uncertainty_score":0.81050414},"labels":[],"label_agreement":null},{"id":"W652841509","doi":"","title":"Proceedings second International Workshop on Software and Performance : WOSP 2000, September 17-20, 2000, Ottawa, Canada","year":2000,"lang":"en","type":"book","venue":"Association for Computing Machinery eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Engineering; Political science; Computer science","score_opus":0.011622218233130057,"score_gpt":0.2544604145856751,"score_spread":0.24283819635254503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W652841509","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0046393024,0.00011966324,0.000028354641,0.0012630086,0.0009679375,0.0007285257,0.00021452054,0.0003126369,0.99172604],"genre_scores_gemma":[0.02296264,0.000028692095,0.0010363279,0.0011986493,0.00073087995,0.000038451555,0.00037701326,0.000058291334,0.97356904],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976735,0.00006489909,0.00055868045,0.00048678636,0.00070564845,0.0005104763],"domain_scores_gemma":[0.9974163,0.00096224196,0.00087626255,0.00022728965,0.00037667126,0.00014120634],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00093979377,0.00034633098,0.00042815288,0.00022611197,0.0009736481,0.00018338983,0.00072123634,0.00068770093,0.0004854742],"category_scores_gemma":[0.00038652765,0.00039244827,0.000121027115,0.000074867654,0.00012296373,0.000091570575,0.00013917277,0.00090086495,0.000024831685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031047926,0.000029271458,0.008473871,0.000057723544,0.00023437479,0.0000011304824,0.0027414167,0.000034960955,7.3506686e-7,0.0040890058,0.8823875,0.10191894],"study_design_scores_gemma":[0.00046818546,0.000025047799,0.0010747429,0.00017340279,0.000036457877,0.0000013271823,0.00007817672,0.0018429055,0.0000036328142,0.000720184,0.99518347,0.0003924765],"about_ca_topic_score_codex":0.0063237487,"about_ca_topic_score_gemma":0.22101113,"teacher_disagreement_score":0.21468738,"about_ca_system_score_codex":0.0032950812,"about_ca_system_score_gemma":0.0022755999,"threshold_uncertainty_score":0.9998527},"labels":[],"label_agreement":null},{"id":"W6892316552","doi":"10.5281/zenodo.1039879","title":"Fair Treatment And Informed Choice For Contributors Of User-Generated Video","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Research (Canada)","funders":"European Commission","keywords":"Acknowledgement; Position (finance); Position paper; Action (physics); Confidentiality","score_opus":0.07841804254183626,"score_gpt":0.34465486194628525,"score_spread":0.266236819404449,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6892316552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7035895,0.00030113998,0.0025118864,0.01825916,0.00034322627,0.0033894186,0.000724931,0.0016136694,0.26926708],"genre_scores_gemma":[0.99738485,0.0004904636,0.00036660497,0.00003682495,0.000052737338,1.9860978e-7,0.00025423025,0.00015517941,0.0012588943],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99923784,0.00014107814,0.00015697033,0.00014643524,0.00011689249,0.00020079245],"domain_scores_gemma":[0.9987093,0.00009682203,0.00017053117,0.00045731003,0.00046594336,0.000100043515],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004428303,0.0000664448,0.00012009921,0.00009301197,0.00388304,0.0003521838,0.0008266833,0.00007527321,0.0010577331],"category_scores_gemma":[0.0038823844,0.00006474033,0.000028384135,0.0001005889,0.000512161,0.00020112729,0.00038639142,0.000064216656,0.0001508892],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016335322,0.00034875152,0.000603171,0.00006384451,0.00017179825,0.0000015123338,0.013417433,0.00000525406,0.008001227,0.18392855,0.060977492,0.7323176],"study_design_scores_gemma":[0.00088819664,0.00014819781,0.0020429494,0.000008456162,0.000009386646,0.0000012794303,0.00053356495,0.00012373058,0.001036416,0.00015830471,0.99498314,0.00006640795],"about_ca_topic_score_codex":0.00050521985,"about_ca_topic_score_gemma":0.00008030586,"teacher_disagreement_score":0.9340056,"about_ca_system_score_codex":0.00010881658,"about_ca_system_score_gemma":0.000012937692,"threshold_uncertainty_score":0.99985546},"labels":[],"label_agreement":null},{"id":"W6893673890","doi":"10.5281/zenodo.4145694","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis kad","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous recovery; Spontaneous combustion; Amplified spontaneous emission; Spontaneous emission; Spontaneous order; Spontaneous remission; Spontaneous magnetization","score_opus":0.07750061778049991,"score_gpt":0.30126843496158107,"score_spread":0.22376781718108116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6893673890","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053752203,0.0019219377,0.0032411783,0.36494216,0.0012838615,0.0031779837,0.003897539,0.00982535,0.55795777],"genre_scores_gemma":[0.9821672,0.0019692224,0.0006283604,0.0021025536,0.0006675218,7.3646135e-8,0.0031588578,0.0016122961,0.0076939263],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99617577,0.0012209181,0.00051587884,0.0007115218,0.0006982843,0.0006776262],"domain_scores_gemma":[0.997394,0.000110255205,0.00027609942,0.0008680067,0.00073354697,0.00061808765],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007401914,0.0002665524,0.0003364229,0.00018095455,0.004213456,0.0008040469,0.0034191385,0.00029348332,0.0824452],"category_scores_gemma":[0.003958307,0.00030951592,0.0001251963,0.001540189,0.0007226845,0.00023875671,0.0027166794,0.0009093933,0.030172324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015689195,0.0005646773,0.0000096663825,0.000101813916,0.00013402487,0.00042049465,0.019910915,0.000022760563,0.0015369654,0.011850959,0.73139924,0.23389156],"study_design_scores_gemma":[0.00058347045,0.00033108855,0.00042861514,0.000033087294,0.000035936813,0.00019654607,0.004850715,0.0023686606,0.00004231062,0.00008006512,0.99073094,0.00031855615],"about_ca_topic_score_codex":0.00013920345,"about_ca_topic_score_gemma":0.000025953183,"teacher_disagreement_score":0.928415,"about_ca_system_score_codex":0.00025769952,"about_ca_system_score_gemma":0.000024461799,"threshold_uncertainty_score":0.9999357},"labels":[],"label_agreement":null},{"id":"W6893697069","doi":"10.5281/zenodo.4142126","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis gti","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous recovery; Amplified spontaneous emission; Spontaneous combustion; Spontaneous emission; Spontaneous order; Spontaneous magnetization; Spontaneous remission","score_opus":0.0800542006218369,"score_gpt":0.3017324031443734,"score_spread":0.2216782025225365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6893697069","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05932648,0.002001139,0.004309949,0.39335772,0.0013871844,0.003447622,0.0042118276,0.010654,0.5213041],"genre_scores_gemma":[0.9816024,0.001970911,0.00072469027,0.002171124,0.00068344007,7.379521e-8,0.0032216818,0.0016571223,0.007968583],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961671,0.0012245782,0.0005167413,0.00071266055,0.00069974357,0.0006791558],"domain_scores_gemma":[0.99738634,0.000111165486,0.00027635423,0.00086966174,0.0007349239,0.00062158005],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007446406,0.00026676507,0.00033685716,0.00018124362,0.0042159185,0.0008093474,0.003428545,0.0002937074,0.08572701],"category_scores_gemma":[0.003960964,0.00030972387,0.000125938,0.0015433832,0.0007235992,0.0002391996,0.0027294415,0.000910778,0.029971218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014750019,0.0005329831,0.000009080945,0.000096491705,0.00012607034,0.0003983506,0.018800749,0.000022360993,0.0012813517,0.01125947,0.72770417,0.23962142],"study_design_scores_gemma":[0.0005801161,0.0003307365,0.00042508135,0.00003286549,0.00003571988,0.0001993288,0.004925427,0.0027282143,0.00003970559,0.0000851082,0.99029905,0.0003186432],"about_ca_topic_score_codex":0.00013508077,"about_ca_topic_score_gemma":0.000024655512,"teacher_disagreement_score":0.9222759,"about_ca_system_score_codex":0.00025830878,"about_ca_system_score_gemma":0.000024534143,"threshold_uncertainty_score":0.9999355},"labels":[],"label_agreement":null},{"id":"W6893701997","doi":"10.5281/zenodo.4251384","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis kec","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous recovery; Spontaneous combustion; Amplified spontaneous emission; Spontaneous emission; Spontaneous order; Spontaneous magnetization","score_opus":0.07723541206347821,"score_gpt":0.300346952626981,"score_spread":0.2231115405635028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6893701997","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060140423,0.0019970678,0.004574253,0.3878563,0.0013884204,0.0034711957,0.00407581,0.0107533755,0.5257431],"genre_scores_gemma":[0.98207814,0.0019103867,0.00069413893,0.0021340686,0.0006630479,7.3382644e-8,0.0031167672,0.0016202707,0.007783091],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99618715,0.0012182192,0.00051417045,0.0007096178,0.0006955214,0.00067530124],"domain_scores_gemma":[0.9974012,0.00011021445,0.0002732243,0.0008661344,0.0007306466,0.00061859575],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000738197,0.0002658835,0.00033520118,0.00017953158,0.0042039296,0.00080290955,0.003410405,0.00029208258,0.08086933],"category_scores_gemma":[0.00391198,0.00030870084,0.00012407737,0.0015344117,0.000734991,0.00023483598,0.0027049517,0.00090499094,0.029515509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016262334,0.0005611381,0.000010638063,0.00010131618,0.000133733,0.00042329772,0.020388657,0.000024455803,0.0012681859,0.009983778,0.7244246,0.24251758],"study_design_scores_gemma":[0.0005851963,0.0003404679,0.00047467224,0.0000328944,0.00003541157,0.00020227034,0.004994763,0.0025238183,0.000038708426,0.0000823841,0.99037164,0.00031777067],"about_ca_topic_score_codex":0.00014766424,"about_ca_topic_score_gemma":0.000028361945,"teacher_disagreement_score":0.9219377,"about_ca_system_score_codex":0.00026321516,"about_ca_system_score_gemma":0.000025404643,"threshold_uncertainty_score":0.9999365},"labels":[],"label_agreement":null},{"id":"W6893733500","doi":"10.5281/zenodo.4154859","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis lsi","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous combustion; Spontaneous recovery; Spontaneous magnetization; Amplified spontaneous emission; Spontaneous emission; Spontaneous order","score_opus":0.07682983922707202,"score_gpt":0.30064213133775064,"score_spread":0.2238122921106786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6893733500","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05978881,0.0019641425,0.0041264296,0.392642,0.0013757568,0.0034393575,0.004092511,0.010627052,0.5219439],"genre_scores_gemma":[0.9814761,0.0019895306,0.00072955067,0.0021757395,0.0006836873,7.515714e-8,0.0032387231,0.0016582377,0.00804834],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99617106,0.0012246142,0.00051585457,0.00071165676,0.0006988483,0.00067798764],"domain_scores_gemma":[0.9973846,0.000109819994,0.00027610888,0.00086736685,0.0007411736,0.0006209495],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007387644,0.00026643887,0.0003363427,0.00018092034,0.0042149643,0.0008157522,0.0034252156,0.00029336984,0.08246151],"category_scores_gemma":[0.0039509167,0.00030939167,0.00012517095,0.0015413723,0.00072253053,0.00024016103,0.0027356753,0.0009093847,0.029301232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014864889,0.00055076013,0.00000927455,0.00009895923,0.00012994822,0.00041101227,0.019881198,0.000022640672,0.0013561558,0.011750872,0.7098444,0.2557961],"study_design_scores_gemma":[0.0005800412,0.00033027586,0.0004210863,0.000032393036,0.00003565385,0.00019905494,0.005006503,0.0027208873,0.000040400177,0.00008511941,0.9902304,0.00031823217],"about_ca_topic_score_codex":0.00013208068,"about_ca_topic_score_gemma":0.00002492248,"teacher_disagreement_score":0.9216873,"about_ca_system_score_codex":0.0002590453,"about_ca_system_score_gemma":0.000024429422,"threshold_uncertainty_score":0.9999358},"labels":[],"label_agreement":null},{"id":"W6893829360","doi":"10.5281/zenodo.4511388","title":"Assistir (1970) Dublado Filme Online Grátis wgh","year":2021,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Short Film; Line (geometry); Time line; Collectable; Line drawings; The Internet","score_opus":0.09499198601214201,"score_gpt":0.32567064581959626,"score_spread":0.23067865980745425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6893829360","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034707766,0.002946918,0.0034138733,0.1450429,0.00194327,0.0016190292,0.0028370619,0.005629175,0.80186003],"genre_scores_gemma":[0.90839714,0.005158159,0.0016331994,0.0018319028,0.0007504587,1.3855617e-7,0.009746605,0.0025968775,0.069885544],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99581593,0.0016372722,0.0004918262,0.0006835777,0.00068949827,0.000681876],"domain_scores_gemma":[0.9964936,0.00012127692,0.0002470563,0.0013030056,0.0014613078,0.0003737584],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010332307,0.000236096,0.0003077844,0.00027861068,0.005169144,0.001007448,0.0025317075,0.00031371953,0.10425453],"category_scores_gemma":[0.0040435386,0.0002819877,0.00013289582,0.0017778894,0.00074693025,0.00028116195,0.0031214694,0.0008205274,0.020419534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039294384,0.0010641066,0.000022154074,0.00007924631,0.00015030935,0.00009617768,0.010386231,0.000009093161,0.002163487,0.031150186,0.6918171,0.26302263],"study_design_scores_gemma":[0.0005884635,0.00011071917,0.0012504212,0.000057777685,0.00003412422,0.00007278918,0.0062261806,0.00064762565,0.00023874456,0.0002787893,0.9902018,0.00029260895],"about_ca_topic_score_codex":0.00017240137,"about_ca_topic_score_gemma":0.00007476901,"teacher_disagreement_score":0.87368935,"about_ca_system_score_codex":0.0002461354,"about_ca_system_score_gemma":0.000041025145,"threshold_uncertainty_score":0.9999632},"labels":[],"label_agreement":null},{"id":"W6912377988","doi":"10.5281/zenodo.4162206","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis wid","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous combustion; Spontaneous recovery; Spontaneous order; Amplified spontaneous emission; Spontaneous emission; Spontaneous magnetization","score_opus":0.07564922488598343,"score_gpt":0.2995951704499345,"score_spread":0.2239459455639511,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6912377988","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060378868,0.0020275775,0.004498044,0.40726727,0.0014167061,0.003520638,0.0041922387,0.010811548,0.5058871],"genre_scores_gemma":[0.98216766,0.0019840428,0.0007396427,0.002219504,0.00066371966,7.306816e-8,0.0032032728,0.0016385266,0.0073835715],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962005,0.0012120325,0.00051193504,0.00070789055,0.00069558417,0.0006720578],"domain_scores_gemma":[0.9974084,0.00010955243,0.00027629326,0.00086344033,0.000726418,0.00061591587],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00073444593,0.00026538756,0.0003347386,0.00017709618,0.0041843033,0.00079218386,0.0033893557,0.00028718694,0.08158729],"category_scores_gemma":[0.0039170077,0.00030847453,0.00012264102,0.0015253534,0.0007403292,0.00024224127,0.002689983,0.0008984035,0.02856379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016350372,0.0005617955,0.000011338851,0.00010100634,0.00013343236,0.00041662736,0.019815585,0.00002405802,0.0014023234,0.010903809,0.71827316,0.24819335],"study_design_scores_gemma":[0.00058058574,0.00034207557,0.0004554419,0.000033407203,0.000035491747,0.00020309835,0.004644346,0.0025951401,0.000041625728,0.0000846127,0.9906669,0.0003172671],"about_ca_topic_score_codex":0.00012795946,"about_ca_topic_score_gemma":0.000023098042,"teacher_disagreement_score":0.92178875,"about_ca_system_score_codex":0.00025466224,"about_ca_system_score_gemma":0.000024460696,"threshold_uncertainty_score":0.99993676},"labels":[],"label_agreement":null},{"id":"W6924916323","doi":"10.17045/sthlmuni.20304324.v2","title":"The values of Canadian citizens","year":2022,"lang":"en","type":"other","venue":"Figshare","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Multiculturalism; Immigration; Narrative; Variety (cybernetics); Mythology","score_opus":0.06636120336463863,"score_gpt":0.31942826613853714,"score_spread":0.2530670627738985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6924916323","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.532194e-8,0.0012359642,2.3684263e-9,0.0018027308,0.00006586242,0.0001459562,0.08862537,0.00008839379,0.90803564],"genre_scores_gemma":[0.00023779772,0.0005027706,0.000032309927,0.00015003061,0.000100559104,0.00015987185,0.025502756,0.00006920514,0.9732447],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994779,0.00010919378,0.000063287196,0.000068098685,0.00013695109,0.00014455868],"domain_scores_gemma":[0.9992777,0.00016518467,0.000096706346,0.00037844598,0.000025088415,0.000056866218],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007004102,0.000047231166,0.00007272762,0.00023836075,0.0003910971,0.000012661064,0.00087249675,0.000146189,0.90808016],"category_scores_gemma":[0.0012275139,0.00003995277,0.000035327954,0.00030025418,0.00005534794,0.000004739968,0.000098186516,0.00016340126,0.0008872847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.789934e-8,0.0000013218496,0.0000040587192,0.0000038810076,0.000006813688,5.2947917e-7,0.00034859526,1.1128122e-8,3.34884e-8,0.0031125257,0.9934632,0.0030589055],"study_design_scores_gemma":[0.00001899527,0.0000021608944,0.000020113297,0.000060876126,0.0000015267635,7.705917e-8,0.0006991229,8.170132e-7,5.825236e-7,0.00015950786,0.99899215,0.000044088665],"about_ca_topic_score_codex":0.20518635,"about_ca_topic_score_gemma":0.8798092,"teacher_disagreement_score":0.9071929,"about_ca_system_score_codex":0.000057689384,"about_ca_system_score_gemma":0.00044691248,"threshold_uncertainty_score":0.9998906},"labels":[],"label_agreement":null},{"id":"W6926074788","doi":"10.20371/inaf/2724-2641/1647316","title":"Metis, alla scoperta della corona solare","year":2021,"lang":"it","type":"article","venue":"Istituto Nazionale di Astrofisica","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Noise (video); Context (archaeology); Line (geometry); Corona (planetary geology)","score_opus":0.03549712655939261,"score_gpt":0.3176848738267501,"score_spread":0.28218774726735746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6926074788","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12525316,0.03513432,0.007156541,0.14680944,0.009860365,0.002459647,0.0017595121,0.0014779841,0.670089],"genre_scores_gemma":[0.93769956,0.0045232745,0.0078048036,0.0012615549,0.0005973614,0.00007470653,0.00051303837,0.000052177602,0.04747351],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960003,0.0006759073,0.0006860023,0.000845734,0.00091275555,0.0008792941],"domain_scores_gemma":[0.9965476,0.00067836995,0.00029257606,0.0013862147,0.00066941686,0.00042582795],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00061441184,0.0004053124,0.00060961186,0.00014356681,0.0011762317,0.00024680715,0.0015229768,0.0005499707,0.009640677],"category_scores_gemma":[0.0013066998,0.0004521255,0.00033504018,0.0008445851,0.0012107722,0.00023369095,0.0007495247,0.0007806286,0.0033358468],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009625404,0.0016223827,0.02880445,0.00009291928,0.000627013,0.00035670015,0.00423444,0.000081960396,0.0042017284,0.8316964,0.05946122,0.06872453],"study_design_scores_gemma":[0.0008382287,0.00005503691,0.007393986,0.00014285583,0.00009186713,0.000024792054,0.0016614625,0.00041088733,0.001158807,0.00061547663,0.9871129,0.0004937046],"about_ca_topic_score_codex":0.0009882962,"about_ca_topic_score_gemma":0.002592516,"teacher_disagreement_score":0.9276517,"about_ca_system_score_codex":0.00028874355,"about_ca_system_score_gemma":0.0017795215,"threshold_uncertainty_score":0.99979305},"labels":[],"label_agreement":null},{"id":"W6949813377","doi":"10.5281/zenodo.4154241","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis ipf","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous recovery; Spontaneous combustion; Amplified spontaneous emission; Spontaneous remission; Spontaneous emission; Spontaneous magnetization","score_opus":0.0777645321823419,"score_gpt":0.3010788099994203,"score_spread":0.2233142778170784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6949813377","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.058888666,0.001956848,0.0045285793,0.39633074,0.0013927144,0.003451238,0.0041646287,0.010701268,0.5185853],"genre_scores_gemma":[0.9817555,0.0019535224,0.00071848446,0.0021799004,0.00068336155,7.446272e-8,0.0032143574,0.0016500424,0.007844748],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961562,0.0012362743,0.0005169229,0.00071243016,0.00069988746,0.00067826407],"domain_scores_gemma":[0.99738705,0.00011207936,0.0002766821,0.0008702453,0.0007330447,0.0006208788],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007515851,0.00026661856,0.00033734797,0.0001812156,0.004216109,0.0008087528,0.0034248775,0.00029377427,0.084814],"category_scores_gemma":[0.0039909724,0.00030963036,0.00012522316,0.0015413902,0.0007223295,0.00023957217,0.0027291356,0.00091004366,0.029420255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014940236,0.0005359364,0.000009014674,0.00009683035,0.00012742021,0.0003964832,0.018971452,0.000023125362,0.0012489564,0.011606088,0.71966517,0.24717015],"study_design_scores_gemma":[0.0005823816,0.0003306288,0.0004157737,0.000032765427,0.000035765654,0.00019710469,0.0048734113,0.0028146529,0.00003949603,0.000085468455,0.9902741,0.00031846153],"about_ca_topic_score_codex":0.00013351285,"about_ca_topic_score_gemma":0.000024879857,"teacher_disagreement_score":0.9228668,"about_ca_system_score_codex":0.00025723464,"about_ca_system_score_gemma":0.000024286244,"threshold_uncertainty_score":0.99993557},"labels":[],"label_agreement":null},{"id":"W6950078517","doi":"10.5281/zenodo.4163666","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis sgn","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous combustion; Spontaneous recovery; Amplified spontaneous emission; Spontaneous emission; Spontaneous order; Spontaneous magnetization","score_opus":0.078603966935003,"score_gpt":0.30105141272762886,"score_spread":0.22244744579262588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6950078517","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06446149,0.0020315745,0.0041504893,0.4084915,0.0014326771,0.003619498,0.0043203817,0.011147951,0.50034446],"genre_scores_gemma":[0.9824478,0.0019651414,0.00075611525,0.0021284232,0.00066965754,7.4111284e-8,0.002627406,0.0016316924,0.0077736676],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99614996,0.0012431866,0.0005161406,0.0007126384,0.00069930434,0.00067875173],"domain_scores_gemma":[0.99738723,0.00011230998,0.00027633616,0.0008693339,0.00073411176,0.000620707],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007526163,0.00026669947,0.0003355952,0.0001809671,0.0042186617,0.0008095431,0.0034281476,0.00029090286,0.085041285],"category_scores_gemma":[0.003973954,0.00030969843,0.00012477337,0.001537015,0.0007220625,0.00023885233,0.0027013593,0.0009097896,0.029925572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014961892,0.0005391166,0.000009019341,0.000096267504,0.00012753729,0.00040688255,0.018992094,0.000028113309,0.0011373514,0.010263845,0.73154205,0.2367081],"study_design_scores_gemma":[0.0005735021,0.00033336668,0.00040798087,0.000032986012,0.00003571446,0.00020520642,0.0049762633,0.0032456757,0.000035059318,0.000076480246,0.98975915,0.0003186364],"about_ca_topic_score_codex":0.00013380969,"about_ca_topic_score_gemma":0.000024233552,"teacher_disagreement_score":0.91798633,"about_ca_system_score_codex":0.00025847903,"about_ca_system_score_gemma":0.00002466597,"threshold_uncertainty_score":0.9999355},"labels":[],"label_agreement":null},{"id":"W6968588462","doi":"10.5281/zenodo.2654885","title":"\"Even More or Less\": A data-rich interactive podcast player","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Interface (matter); User interface; Interface design; Interactive computing; Key (lock)","score_opus":0.12123341394893682,"score_gpt":0.3566915376438774,"score_spread":0.23545812369494057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6968588462","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.112054035,0.000085439504,0.001024741,0.01906194,0.00037250758,0.00132177,0.00041180415,0.0021539035,0.8635139],"genre_scores_gemma":[0.99200565,0.00014518513,0.0004965312,0.0002787062,0.000097490636,5.5135786e-8,0.0011923651,0.0004311618,0.0053528515],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983532,0.0004755298,0.00017723936,0.00035291337,0.00033849486,0.0003026656],"domain_scores_gemma":[0.9982566,0.00010648273,0.0001056817,0.0010437109,0.00036694162,0.00012054561],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007860545,0.00009288127,0.00012711759,0.00018203245,0.0015970066,0.00039039485,0.002793791,0.000094189076,0.03687044],"category_scores_gemma":[0.0015996825,0.00008748647,0.00002180937,0.0005732377,0.00028570765,0.0004488586,0.0024683466,0.00033962584,0.016570454],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003157959,0.0005225795,0.00014039782,0.00004810154,0.00015171149,0.000023147291,0.04752973,0.000016069527,0.0019921418,0.060951456,0.35575566,0.5325532],"study_design_scores_gemma":[0.00033668458,0.000061275525,0.00037971148,0.000015570255,0.0000060733087,0.000014046342,0.010596961,0.0004899348,0.000051871906,0.00011703124,0.9878168,0.00011403966],"about_ca_topic_score_codex":0.00020763165,"about_ca_topic_score_gemma":0.00002632531,"teacher_disagreement_score":0.8799516,"about_ca_system_score_codex":0.00013832786,"about_ca_system_score_gemma":0.00001582899,"threshold_uncertainty_score":0.99970275},"labels":[],"label_agreement":null},{"id":"W6968766764","doi":"10.5281/zenodo.4136261","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis bnf","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous recovery; Spontaneous combustion; Amplified spontaneous emission; Spontaneous emission; Spontaneous order; Spontaneous remission; Spontaneous magnetization; Spontaneous conception","score_opus":0.0779069136087881,"score_gpt":0.30118170380252446,"score_spread":0.22327479019373636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6968766764","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.065505676,0.0021168417,0.0038133014,0.3978162,0.0014100486,0.003505257,0.0042701694,0.010800843,0.5107616],"genre_scores_gemma":[0.9811961,0.0021628635,0.00073013525,0.002186779,0.0006936034,7.616772e-8,0.0032809763,0.0016767604,0.008072685],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961672,0.001224774,0.00051652204,0.0007126695,0.0006998675,0.00067900936],"domain_scores_gemma":[0.99739975,0.000111205816,0.00027633974,0.00086943834,0.00073495804,0.0006083356],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00074489316,0.00026671583,0.00033667058,0.00018134977,0.004211634,0.0008102093,0.003429209,0.00029371743,0.08622823],"category_scores_gemma":[0.00396168,0.00030972104,0.00011593663,0.0015435377,0.00072318775,0.00023928315,0.0027388488,0.0009118989,0.030336825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014513612,0.00052521215,0.000008826513,0.00009447373,0.00012413127,0.000392238,0.018339964,0.000021718213,0.0012721241,0.01090567,0.7332455,0.23492499],"study_design_scores_gemma":[0.0005806593,0.00033109458,0.00041399992,0.000032791773,0.000035777895,0.00019972616,0.004912972,0.00238388,0.000040252566,0.00008511625,0.9906645,0.0003192737],"about_ca_topic_score_codex":0.0001293417,"about_ca_topic_score_gemma":0.000025066702,"teacher_disagreement_score":0.9156904,"about_ca_system_score_codex":0.00025800354,"about_ca_system_score_gemma":0.000024274808,"threshold_uncertainty_score":0.9999355},"labels":[],"label_agreement":null},{"id":"W6968772746","doi":"10.5281/zenodo.4137846","title":"Assistir Spontaneous (2020) Dublado Filme Online Grátis gyt","year":2020,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spontaneous combustion; Spermicide; Quality (philosophy); Spontaneous order","score_opus":0.07765965269277833,"score_gpt":0.30099667579077494,"score_spread":0.2233370230979966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6968772746","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.062000275,0.0019744746,0.004308585,0.39055446,0.0013940351,0.0034286869,0.004176339,0.010593434,0.5215697],"genre_scores_gemma":[0.9821114,0.0019384779,0.0006916638,0.0020995839,0.00066794123,7.286172e-8,0.0031462817,0.001612019,0.0077325436],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99616474,0.001226012,0.0005167481,0.00071303546,0.0006999859,0.0006794555],"domain_scores_gemma":[0.9973828,0.00011306784,0.00027638537,0.00087071536,0.0007351329,0.00062186894],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007458902,0.00026683477,0.00033694715,0.00018130775,0.004224815,0.0008102483,0.0034295472,0.00029388047,0.08762875],"category_scores_gemma":[0.0040394277,0.00030980597,0.00012532211,0.0015438368,0.0007239348,0.00023927967,0.0027386236,0.0009112618,0.0299832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014717769,0.00053541415,0.000008862384,0.00009603081,0.00012664133,0.0004014,0.01904718,0.000022301785,0.0012864335,0.011221522,0.7185492,0.24855787],"study_design_scores_gemma":[0.00058092317,0.0003306659,0.0004178223,0.0000319825,0.000035722547,0.0001985182,0.004955913,0.0027310946,0.000047017566,0.000084496525,0.99026716,0.0003186658],"about_ca_topic_score_codex":0.00013445911,"about_ca_topic_score_gemma":0.00002479439,"teacher_disagreement_score":0.9201111,"about_ca_system_score_codex":0.0002611431,"about_ca_system_score_gemma":0.000024678608,"threshold_uncertainty_score":0.9999354},"labels":[],"label_agreement":null},{"id":"W7011983900","doi":"","title":"LiveDescribe","year":2006,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"University of Toronto","keywords":"Usability; Task (project management); Improvisation; Cognitive load; Task analysis; Production (economics); Digital media","score_opus":0.01628907448988631,"score_gpt":0.2757719537499388,"score_spread":0.2594828792600525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7011983900","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06197519,0.000637994,0.01249852,0.056156497,0.017640969,0.0027910941,0.00007726403,0.0002636151,0.84795886],"genre_scores_gemma":[0.99527085,0.000021334941,0.00021462972,0.000107955115,0.0002864002,0.000009192336,0.000003097923,0.000002115234,0.0040844064],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987772,0.00015252983,0.00052314316,0.00001659304,0.00042487672,0.00010567504],"domain_scores_gemma":[0.9969446,0.0002632173,0.0017410337,0.00010570285,0.000924361,0.000021084472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023494556,0.00003549617,0.00010158298,0.00010486351,0.00035775956,0.00012995081,0.00037369967,0.000110100504,0.000004806767],"category_scores_gemma":[0.0012122575,0.000025594192,0.000110905705,0.00019515608,0.000025831328,0.00069325155,0.00001773049,0.00010253249,0.000022650112],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016476406,0.000042972402,0.029602805,0.000018949897,0.00006069084,3.5069277e-8,0.008084626,0.000592493,0.00006817861,0.79961044,0.15943865,0.0024636737],"study_design_scores_gemma":[0.00032922096,0.000008939244,0.003929566,0.000013898041,0.0000112119415,0.0000012829378,0.00278323,0.00019131771,0.0000384192,0.0008883688,0.99177146,0.000033080367],"about_ca_topic_score_codex":0.00034145077,"about_ca_topic_score_gemma":0.000097435026,"teacher_disagreement_score":0.93329567,"about_ca_system_score_codex":0.0004678225,"about_ca_system_score_gemma":0.00013039963,"threshold_uncertainty_score":0.27516335},"labels":[],"label_agreement":null},{"id":"W7020571242","doi":"","title":"Light Hours, Hotam Press Gallery, Vancouver","year":2022,"lang":"en","type":"article","venue":"Érudit (Université de Montréal)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Face (sociological concept); Event (particle physics)","score_opus":0.009348451284320812,"score_gpt":0.1994065057087272,"score_spread":0.19005805442440638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7020571242","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15913504,0.017968599,0.0003168391,0.19246255,0.0021965613,0.0010539033,0.00006191689,0.0017089004,0.6250957],"genre_scores_gemma":[0.8618993,0.005130322,0.0008132692,0.0005836738,0.00009269797,0.00003959471,0.000012665352,0.000023792847,0.1314047],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988762,0.00023935277,0.000083849685,0.00018465605,0.00031366243,0.0003022835],"domain_scores_gemma":[0.999236,0.0000787683,0.000095055635,0.0004284489,0.00004289027,0.00011886402],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000279958,0.00008426618,0.00011903224,0.00010782541,0.0018844886,0.000009918658,0.00084137236,0.000086386244,0.0014190061],"category_scores_gemma":[0.000039013456,0.00010474985,0.000074030206,0.00027866638,0.00009156044,0.00009410045,0.0006649326,0.00026065978,0.000046194742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004195078,0.000120791046,0.0009344877,0.0000020439566,0.000044431537,0.0001736557,0.0059588267,0.00005922075,0.00018156703,0.05491969,0.9097707,0.027792577],"study_design_scores_gemma":[0.0003592217,0.000025498792,0.00024360084,0.0000017608273,0.000015629661,0.00000747162,0.005983416,0.00009673309,0.00006661474,0.00051930436,0.9925566,0.0001241702],"about_ca_topic_score_codex":0.01681435,"about_ca_topic_score_gemma":0.32670525,"teacher_disagreement_score":0.7027643,"about_ca_system_score_codex":0.003391634,"about_ca_system_score_gemma":0.00006902403,"threshold_uncertainty_score":0.99949384},"labels":[],"label_agreement":null},{"id":"W7070549719","doi":"","title":"Policy-Driven Personalized Multimedia Services for Mobile Users","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mobile device; Mobile computing; Mobile technology; Field (mathematics); Key (lock)","score_opus":0.027744616494362585,"score_gpt":0.3457273658723668,"score_spread":0.3179827493780042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7070549719","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26359847,0.0003269135,0.0012011873,0.025757361,0.0008096687,0.003129336,0.000067552115,0.00113266,0.70397687],"genre_scores_gemma":[0.9492493,0.00024659734,0.04578156,0.0006300585,0.000094117255,0.00034655767,0.000013123626,0.00001363621,0.0036250202],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99915546,0.00014589174,0.00011883034,0.0001472475,0.00015364263,0.00027891438],"domain_scores_gemma":[0.99920714,0.00026518395,0.0000625235,0.00027178237,0.00008966064,0.000103729275],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030489074,0.00007392193,0.00012011799,0.00009571684,0.00035461597,0.000027943039,0.00042234565,0.00013637784,0.0010652088],"category_scores_gemma":[0.00031864978,0.000074425974,0.000065688546,0.00022625734,0.00032073574,0.00007830794,0.000028464388,0.00008714317,0.00008548084],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002304549,0.00016615159,0.0043145115,0.000029874565,0.000046143945,7.693859e-7,0.044712115,0.0000043977643,0.0088827545,0.89786226,0.0028442435,0.041113734],"study_design_scores_gemma":[0.0007528569,0.000025547995,0.00010838055,0.000006931207,0.00000857101,4.1799268e-7,0.008445768,0.0010323771,0.00069119,0.015923131,0.97288305,0.000121804034],"about_ca_topic_score_codex":0.00042428522,"about_ca_topic_score_gemma":0.001212212,"teacher_disagreement_score":0.9700388,"about_ca_system_score_codex":0.000061103856,"about_ca_system_score_gemma":0.00018301106,"threshold_uncertainty_score":0.99984795},"labels":[],"label_agreement":null},{"id":"W7095212186","doi":"","title":"Electronics, 3.27 (no. 632), 187-195. Ubiquitous Media and the Active Office","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rank (graph theory); Key (lock); Ubiquitous computing; The Internet","score_opus":0.023199058254689854,"score_gpt":0.2888291792092068,"score_spread":0.26563012095451694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7095212186","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1451464,0.0025557855,0.00015543356,0.053792953,0.00058985053,0.00067990646,0.0000035635137,0.0006116518,0.79646444],"genre_scores_gemma":[0.98416173,0.009533385,0.0006562859,0.0007911917,0.00013893849,0.000018758334,0.0000029668815,0.0000064918954,0.0046902504],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99905956,0.00024418157,0.00011813821,0.00013622911,0.00018878987,0.00025308484],"domain_scores_gemma":[0.99855983,0.0008902812,0.000059429334,0.00032130667,0.0001062701,0.00006290289],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041490805,0.000071007344,0.00012711613,0.000041668794,0.00063145044,0.00001787606,0.00049208064,0.00012782263,0.0005345173],"category_scores_gemma":[0.0009690177,0.000048689933,0.00003344221,0.00018266348,0.0016950527,0.00008207463,0.00010744866,0.0002624914,0.0002704776],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018198432,0.00011474207,0.00061009254,0.0000025144097,0.0000612776,0.0000038574312,0.049490094,3.4078502e-7,0.00014126464,0.8544344,0.035890166,0.05906928],"study_design_scores_gemma":[0.0011537393,0.000027305046,0.0012543054,0.0000025931595,0.00001206397,0.000005556395,0.004808134,0.00021440638,0.0005297806,0.006331178,0.98551184,0.00014907857],"about_ca_topic_score_codex":0.002247716,"about_ca_topic_score_gemma":0.010878908,"teacher_disagreement_score":0.9496217,"about_ca_system_score_codex":0.00004927045,"about_ca_system_score_gemma":0.00020352074,"threshold_uncertainty_score":0.6245492},"labels":[],"label_agreement":null},{"id":"W7097514988","doi":"","title":"HAS THE TIME COME FOR USING VIDEO-BASED LECTURES OVER THE","year":2007,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"The Internet; Software; Production (economics); Bandwidth (computing); Production model","score_opus":0.0820072544695393,"score_gpt":0.38534813806045326,"score_spread":0.30334088359091393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7097514988","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24246071,0.00064022164,0.1853905,0.36056283,0.0007140846,0.0028448845,0.000008269008,0.00090299593,0.2064755],"genre_scores_gemma":[0.9916056,0.0000024315568,0.0032453195,0.004098512,0.00007011296,0.00000888625,0.0000012488806,0.0000045083434,0.0009634143],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99947107,0.000081831575,0.00008940534,0.00006341014,0.0001225952,0.00017168789],"domain_scores_gemma":[0.9981782,0.0014055796,0.00004186171,0.00030865672,0.00004373077,0.000022003722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012132656,0.00004134353,0.00005102086,0.00002885813,0.0010371131,0.000052281546,0.0005190828,0.00007227632,0.0007045594],"category_scores_gemma":[0.00035619288,0.000020854532,0.000044076372,0.00016091771,0.00058571494,0.000025400466,0.000034433957,0.000089052686,0.000024520565],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006435644,0.0001336258,0.003197202,0.000004962033,0.000057230427,6.548786e-7,0.011081941,0.00008814918,0.00437424,0.88131994,0.044534534,0.055143137],"study_design_scores_gemma":[0.0002511209,0.000010987978,0.0017847498,0.000002361942,0.000009856059,2.3213e-7,0.0008613601,0.011027288,0.0013591003,0.0064102896,0.9782142,0.000068472975],"about_ca_topic_score_codex":0.0014659509,"about_ca_topic_score_gemma":0.006323334,"teacher_disagreement_score":0.93367964,"about_ca_system_score_codex":0.00003312162,"about_ca_system_score_gemma":0.000084254505,"threshold_uncertainty_score":0.79767406},"labels":[],"label_agreement":null},{"id":"W7100646512","doi":"","title":"Broadcasting In","year":2016,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Broadcasting (networking); Digital broadcasting; Digital television; Mobile telephony; Terrestrial television; Commercial broadcasting; Internet television; Mobile device; Mobile phone","score_opus":0.04741273935566403,"score_gpt":0.37209198737531096,"score_spread":0.3246792480196469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100646512","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10224998,0.000017987575,0.0005770349,0.0326371,0.000046870537,0.00004246445,8.0462016e-8,0.00013136586,0.8642971],"genre_scores_gemma":[0.9934043,0.00005269721,0.0013543759,0.00008910022,0.000010116462,0.0000028356455,2.6864925e-8,7.850153e-7,0.0050857547],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99978745,0.000036141017,0.000039282626,0.000032148717,0.000034605193,0.000070391216],"domain_scores_gemma":[0.9997663,0.00012598559,0.000008131286,0.00007756537,0.000008267501,0.000013745822],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018726858,0.000010714864,0.000019529738,0.00003171305,0.000038478112,0.0000026630632,0.00012113895,0.000027414995,0.0010887758],"category_scores_gemma":[0.00035030552,0.0000068435115,0.000004671095,0.00007930351,0.000080847174,0.00003388601,0.000021221791,0.000018148534,0.00016627865],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.0405118e-7,0.000008198141,0.03526124,1.14739876e-7,3.0671654e-7,2.6451036e-7,0.00101535,8.634498e-9,0.0006646804,0.43921784,0.00032058358,0.523511],"study_design_scores_gemma":[0.0003300213,0.0000045797588,0.015414791,0.0000129997725,3.2300431e-7,1.7747061e-7,0.002071787,0.00002587419,0.0005647442,0.013650674,0.96785796,0.00006604749],"about_ca_topic_score_codex":0.0009338287,"about_ca_topic_score_gemma":0.0077515403,"teacher_disagreement_score":0.9675374,"about_ca_system_score_codex":0.000018680601,"about_ca_system_score_gemma":0.000017943243,"threshold_uncertainty_score":0.99982435},"labels":[],"label_agreement":null},{"id":"W7100870553","doi":"","title":"Commentary All editorial matter in CMAJ represents the opinions of the authors and not necessarily those of the Canadian Medical Association.","year":2008,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Public health; Population; Epidemiology; Menopause","score_opus":0.034627461200905894,"score_gpt":0.33245549692578363,"score_spread":0.29782803572487776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100870553","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1039768,0.000028119972,8.075341e-7,0.865417,0.006893933,0.00034246594,0.000021247404,0.000011704546,0.023307947],"genre_scores_gemma":[0.9909228,0.000098630066,0.000033712535,0.0076154945,0.000700273,0.000011458202,0.0000019370739,0.0000028335069,0.00061287865],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99829626,0.0006083215,0.00021690174,0.00007927816,0.00064659346,0.0001526639],"domain_scores_gemma":[0.9987397,0.0005910123,0.00012359883,0.00039901942,0.000073532945,0.0000731126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013009735,0.000044049317,0.00009345239,0.000034943063,0.00047073336,0.000008806508,0.0009356728,0.00024941226,0.0006031567],"category_scores_gemma":[0.0012412996,0.000022999817,0.00003847254,0.00023305218,0.0007176643,0.000040743824,0.00023396146,0.00038742338,0.0000044119106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015072718,0.000020347106,0.4365414,6.519375e-7,0.000011450913,9.9519404e-8,0.005459836,3.4599563e-7,0.0000034616987,0.0030034427,0.5548307,0.00012676862],"study_design_scores_gemma":[0.00027768934,0.0000033475253,0.4176522,0.000011361139,0.0000056905446,4.7695585e-7,0.0015305025,0.000048467497,0.000061592575,0.0004866044,0.57988274,0.000039330444],"about_ca_topic_score_codex":0.7107295,"about_ca_topic_score_gemma":0.87941915,"teacher_disagreement_score":0.88694596,"about_ca_system_score_codex":0.00010618645,"about_ca_system_score_gemma":0.00048428166,"threshold_uncertainty_score":0.6604143},"labels":[],"label_agreement":null},{"id":"W7101441055","doi":"10.1063/4.0001121","title":"Structural Determination of the Interaction of H2S and Insulin","year":2025,"lang":"en","type":"article","venue":"Structural Dynamics","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Insulin; Protein Data Bank (RCSB PDB); Amide; Sulfur; Sulfide; Molecular biophysics; Atom (system on chip); Drop (telecommunication)","score_opus":0.012104777826174331,"score_gpt":0.3309333033106723,"score_spread":0.31882852548449797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7101441055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946142,0.000051134033,0.000096946154,0.0013280201,0.00035177113,0.000114993774,0.000007603966,0.00001553273,0.0034198414],"genre_scores_gemma":[0.99883854,0.000047129906,0.0009518185,0.000020263176,0.000006286921,0.0000014049425,0.0000042727015,0.0000014959044,0.00012879167],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99957377,0.00007995423,0.0001470767,0.00005946535,0.00008057591,0.0000591523],"domain_scores_gemma":[0.999532,0.00008963264,0.00012659436,0.00015926677,0.00008284236,0.000009688057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007783594,0.000039250914,0.00007689985,0.000060239796,0.00013166555,0.000007216595,0.00022895393,0.00007143965,0.00001816065],"category_scores_gemma":[0.00023366333,0.000029091001,0.000024832922,0.00020420269,0.00039898077,0.00007023223,0.00009164339,0.000099077224,1.1071947e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011936223,0.0000024716503,0.029175628,0.000022380882,0.000008473714,3.576298e-8,0.0025574933,0.000005367807,0.0005261618,0.39373362,0.0000047969816,0.5739516],"study_design_scores_gemma":[0.00055016554,0.000028016362,0.66710156,0.00007378573,0.000035374902,0.0000023146988,0.007783844,0.19640017,0.0018975879,0.12520833,0.0007823832,0.00013646341],"about_ca_topic_score_codex":0.0008325384,"about_ca_topic_score_gemma":0.0049350862,"teacher_disagreement_score":0.6379259,"about_ca_system_score_codex":0.000051872616,"about_ca_system_score_gemma":0.00004169906,"threshold_uncertainty_score":0.2753894},"labels":[],"label_agreement":null},{"id":"W74771962","doi":"10.1007/978-3-642-56240-2_3","title":"An Intuitive Approach to Elementary Mathematics on the Web","year":2002,"lang":"en","type":"book-chapter","venue":"Mathematics and visualization","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Point (geometry); Elementary mathematics; Computer science; Linear algebra; Mathematics education; Interface (matter); Algebra over a field; World Wide Web; Mathematics; Pure mathematics; Geometry","score_opus":0.08277899830800826,"score_gpt":0.3548149712303391,"score_spread":0.27203597292233084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W74771962","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00026012847,0.000046359546,0.011428901,0.0011457503,0.00005804747,0.0011033114,0.00002351047,0.00015851556,0.9857755],"genre_scores_gemma":[0.25036544,0.013654855,0.12723505,0.0086609805,0.0013279507,0.0008886108,0.0009899839,0.00067213975,0.596205],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99888265,0.000051279083,0.0003254968,0.00021310845,0.00036633667,0.00016112221],"domain_scores_gemma":[0.99879074,0.00024720764,0.00023698955,0.0005220161,0.00011085949,0.000092192764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061735546,0.00019538176,0.00024078584,0.0001673039,0.00043070712,0.00010723264,0.00041974563,0.0002607748,0.0006819616],"category_scores_gemma":[0.000121716825,0.0001500869,0.00004192839,0.000081705206,0.0002080152,0.00005017695,0.000088647525,0.0001862497,0.00011379354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.806804e-7,0.00016588187,0.000001553161,0.00003691701,0.00002118503,1.5929686e-7,0.017465424,0.0000010364603,0.000006798961,0.97850513,0.0019158287,0.0018792826],"study_design_scores_gemma":[0.00031082545,0.00026645474,0.000004211744,0.00046057842,0.0001394637,0.0000029297098,0.015327507,0.070286445,0.00003983382,0.49580196,0.41661048,0.00074931374],"about_ca_topic_score_codex":0.000013140287,"about_ca_topic_score_gemma":0.000048507318,"teacher_disagreement_score":0.48270318,"about_ca_system_score_codex":0.00006576486,"about_ca_system_score_gemma":0.000031299605,"threshold_uncertainty_score":0.7467001},"labels":[],"label_agreement":null},{"id":"W818013967","doi":"","title":"Developing a Community of Videoconference Users","year":2006,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Videoconferencing; Computer science; Multimedia","score_opus":0.052807156857739075,"score_gpt":0.37024573797814847,"score_spread":0.3174385811204094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W818013967","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31254593,0.00016229623,0.28035268,0.10035353,0.0021431386,0.0023348806,0.00011235204,0.0015593421,0.30043584],"genre_scores_gemma":[0.9509495,0.000101231926,0.047045328,0.00035808497,0.000057092697,0.00035465698,0.0002797914,0.000006516327,0.00084778224],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987796,0.00007822956,0.00055372034,0.00010831916,0.00026624036,0.00021388434],"domain_scores_gemma":[0.99729115,0.00014704035,0.00051928195,0.00036478884,0.0016446594,0.000033057877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008256056,0.0001242794,0.00016338393,0.00033901425,0.0005630529,0.00007274646,0.0011856325,0.00036891722,0.00023046251],"category_scores_gemma":[0.0005878822,0.00014312429,0.00014486315,0.00048926694,0.0007785387,0.0008003318,0.00012863912,0.00041299124,0.00002535225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055827386,0.00011796133,0.0060519855,0.000018784725,0.000029233963,3.826005e-9,0.0057752165,0.0000019740785,0.00018795158,0.9479943,0.0034923577,0.036324676],"study_design_scores_gemma":[0.00067167886,0.0000393219,0.004742341,0.00008750029,0.000026577254,0.0000019665758,0.12392859,0.0008601047,0.0027178824,0.24463212,0.62196755,0.0003243475],"about_ca_topic_score_codex":0.0021391264,"about_ca_topic_score_gemma":0.0005585926,"teacher_disagreement_score":0.70336217,"about_ca_system_score_codex":0.00035801405,"about_ca_system_score_gemma":0.0015644393,"threshold_uncertainty_score":0.5836439},"labels":[],"label_agreement":null},{"id":"W833811","doi":"10.1021/jm00211a028","title":"Proceedings of the 1st international conference on Ambient media and systems","year":2008,"lang":"en","type":"article","venue":"Ambient Media and Systems","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Flexibility (engineering); Ambient intelligence; Computer science; Situated; Multimedia; Human–computer interaction; Emerging technologies; Assisted living; Productivity; Ubiquitous computing; Artificial intelligence","score_opus":0.07515867277361062,"score_gpt":0.29899582917632955,"score_spread":0.22383715640271895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W833811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97196114,0.00048993196,0.000003416519,0.003907507,0.0024650567,0.0004726254,0.0000146622415,0.000059036694,0.020626605],"genre_scores_gemma":[0.9974137,0.0016707068,0.000012962682,0.000044627228,0.00014555744,0.00005698457,0.0000038855896,0.000006291032,0.0006453034],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986557,0.00008748635,0.00031060705,0.00020037849,0.00056151376,0.00018435484],"domain_scores_gemma":[0.99904907,0.00019097819,0.00022489695,0.00017333218,0.0002470656,0.000114656395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055147486,0.000103020866,0.00021670657,0.00009972433,0.00030352335,0.000055599066,0.00045940385,0.0001363113,0.000018354956],"category_scores_gemma":[0.00041306115,0.000073509655,0.00003079375,0.0001682636,0.00082042033,0.00008780815,0.00012228236,0.00016178223,0.000008376016],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002327991,0.00013678342,0.088481575,0.0000695971,0.000049094735,0.000002961265,0.07035258,0.000001267761,0.004114065,0.8311081,0.004766745,0.0008939432],"study_design_scores_gemma":[0.0057862573,0.0004498203,0.26499066,0.0026155107,0.0001380467,0.00028088878,0.3112824,0.020446727,0.003280581,0.0032338495,0.3859,0.0015952553],"about_ca_topic_score_codex":0.0015407437,"about_ca_topic_score_gemma":0.0002770046,"teacher_disagreement_score":0.82787424,"about_ca_system_score_codex":0.000045216635,"about_ca_system_score_gemma":0.00006402611,"threshold_uncertainty_score":0.30228728},"labels":[],"label_agreement":null},{"id":"W85445607","doi":"10.1007/978-3-642-24500-8_37","title":"An End-to-End Framework for Multi-view Video Content: Creating Multiple-Perspective Hypervideo to View on Mobile Platforms","year":2011,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Perspective (graphical); Hypermedia; Multimedia; XML; End user; End-to-end principle; Mobile device; Scheme (mathematics); World Wide Web; Human–computer interaction; Computer network; Artificial intelligence","score_opus":0.10954764493434883,"score_gpt":0.3655484340165993,"score_spread":0.2560007890822505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W85445607","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009447192,0.0006509209,0.9897069,0.0012147446,0.0010148507,0.0031600625,0.000040328476,0.00032739225,0.002940086],"genre_scores_gemma":[0.34826568,0.00024285154,0.6444002,0.0060454826,0.00045390488,0.00035752894,0.000015273603,0.00006195182,0.00015718449],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9963852,0.0000850868,0.0005664685,0.0014417083,0.00070262264,0.00081887975],"domain_scores_gemma":[0.9947387,0.0020888117,0.00030121717,0.0016857499,0.00066229387,0.0005232493],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016509781,0.00050706207,0.0007150325,0.0007518236,0.0010205399,0.0002555003,0.0035511241,0.00071355555,0.00021248484],"category_scores_gemma":[0.0022993775,0.00044810525,0.00015404768,0.00059410586,0.0011425066,0.00042264897,0.00048356346,0.000997625,0.00010201689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037167363,0.00014328057,0.00008711724,0.000018173292,0.000015047503,0.0000040912264,0.032519914,0.0007566545,0.000072507166,0.21190315,0.0000042922898,0.7544386],"study_design_scores_gemma":[0.0024744936,0.0059035444,0.00087866426,0.005403365,0.000109836175,0.000020348545,0.00092984206,0.11197628,0.0034198111,0.7193528,0.14478327,0.0047477633],"about_ca_topic_score_codex":0.0020452472,"about_ca_topic_score_gemma":0.011211846,"teacher_disagreement_score":0.74969083,"about_ca_system_score_codex":0.000643486,"about_ca_system_score_gemma":0.00040973554,"threshold_uncertainty_score":0.99979705},"labels":[],"label_agreement":null},{"id":"W86662746","doi":"","title":"A framework for completely separating the presentation and logic of Web-based applications.","year":2002,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Presentation (obstetrics); World Wide Web; Information retrieval; Medicine","score_opus":0.10059588228618078,"score_gpt":0.3332833843437559,"score_spread":0.2326875020575751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W86662746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.943516,0.0006968885,0.01948801,0.024743875,0.0000673532,0.0017726015,0.00006527056,0.00015116918,0.009498843],"genre_scores_gemma":[0.97304845,0.000083449326,0.02638787,0.00012607579,0.000020028747,0.00000662584,0.000009281284,0.0000054909137,0.000312724],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990794,0.00024206689,0.00013428062,0.0001687005,0.00021335394,0.00016219406],"domain_scores_gemma":[0.9981831,0.00097247784,0.00025779457,0.00035452525,0.0001735416,0.00005861812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006195414,0.00007310838,0.00015223578,0.00011092377,0.00096470147,0.000016960561,0.00059678155,0.00018046735,0.00032686963],"category_scores_gemma":[0.00034340436,0.00007655579,0.00007432503,0.00036865604,0.0008349968,0.00016315149,0.00010118955,0.00020425461,0.000014323008],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022227548,0.0005261506,0.1779867,0.00020036483,0.00014923056,0.0000014030393,0.03581602,0.000080324804,0.0077346065,0.7275228,0.0012545155,0.048505623],"study_design_scores_gemma":[0.009434778,0.0006275108,0.2723474,0.00032251317,0.00048187657,0.0000058337946,0.07527675,0.031767577,0.0035123292,0.17956227,0.42537394,0.001287239],"about_ca_topic_score_codex":0.00012991915,"about_ca_topic_score_gemma":0.00067388173,"teacher_disagreement_score":0.5479605,"about_ca_system_score_codex":0.000037964,"about_ca_system_score_gemma":0.000040718885,"threshold_uncertainty_score":0.74198014},"labels":[],"label_agreement":null},{"id":"W959350886","doi":"10.32920/ryerson.14639811.v1","title":"Exploring the contradictions of mobility: a case study of BlackBerry users in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Chose; Mobile device; Perception; Internet privacy; Advertising; Business; Computer science; World Wide Web; Psychology; Political science","score_opus":0.2185127979586573,"score_gpt":0.3493910050641406,"score_spread":0.1308782071054833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W959350886","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99482775,0.0000674717,0.000007928359,0.0011558271,0.0002708991,0.00061833434,0.0000049485984,0.000018557104,0.0030282892],"genre_scores_gemma":[0.9994013,0.00025627675,0.00008913874,0.000018514618,0.0000074611844,0.00019208754,0.0000012686108,0.000003599105,0.00003037575],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9986965,0.0004623633,0.00036397722,0.00015200162,0.00021109046,0.00011407744],"domain_scores_gemma":[0.99838746,0.0005348596,0.00014829036,0.00077273854,0.00012358656,0.00003304831],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056224293,0.00006811939,0.00024486313,0.00007893495,0.00010329871,0.000008564835,0.00048879144,0.000060898714,0.0001084766],"category_scores_gemma":[0.00031179414,0.00005691343,0.00003778514,0.00029123185,0.00022274713,0.000037010286,0.00037272688,0.0004174438,1.0471581e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015192679,0.002345728,0.33907476,0.000107466236,0.00044292377,0.00041716004,0.6191594,0.0019511069,0.00003850264,0.0103242835,0.00014794873,0.025975527],"study_design_scores_gemma":[0.00020463168,0.000010803897,0.012494775,0.000024371493,0.00002264771,0.0000035867743,0.98626727,0.00044904576,0.00004001672,0.00006719224,0.00035135986,0.00006432652],"about_ca_topic_score_codex":0.99942654,"about_ca_topic_score_gemma":0.9999426,"teacher_disagreement_score":0.36710784,"about_ca_system_score_codex":0.00030378992,"about_ca_system_score_gemma":0.0025046251,"threshold_uncertainty_score":0.44430974},"labels":[],"label_agreement":null},{"id":"W966492249","doi":"","title":"Talk Geometries: Towards Anime’s Sensorial Vocabularies","year":2014,"lang":"en","type":"article","venue":"University of Huddersfield Repository (University of Huddersfield)","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Movie theater; Club; Media studies; Face (sociological concept); Anime; Visual arts; Sociology; History; Art; Social science; Computer science","score_opus":0.012277990148811571,"score_gpt":0.21112225046403418,"score_spread":0.19884426031522262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W966492249","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03735475,0.00021509483,0.0086621195,0.0053797914,0.0007494691,0.000291084,0.000007741951,0.00024336207,0.9470966],"genre_scores_gemma":[0.9889809,0.00038128742,0.004021685,0.000047215464,0.00009222893,3.9060158e-8,0.000005249703,0.0000082829165,0.006463141],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9983696,0.00032175187,0.00018945891,0.00033475063,0.00045250796,0.00033193213],"domain_scores_gemma":[0.9980614,0.00041098724,0.00035415648,0.0006561434,0.00034571398,0.00017157407],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00043851932,0.00016512231,0.00041828494,0.00033386174,0.001172304,0.00001997361,0.0011677833,0.0005504381,0.017813757],"category_scores_gemma":[0.00026082277,0.00023329843,0.00026140444,0.0004610255,0.001798619,0.00033723886,0.0002935206,0.00037204623,0.000018152947],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00084793544,0.0006751046,0.0037562947,0.00020149378,0.0007187618,0.00022378196,0.096842416,0.0000744473,0.00737525,0.083150774,0.7773073,0.028826494],"study_design_scores_gemma":[0.0012466832,0.00020948784,0.00011775633,0.000040167575,0.0001259168,0.0000066541193,0.9347133,0.00020081032,0.0017092356,0.00064157095,0.0607007,0.0002877027],"about_ca_topic_score_codex":0.01863624,"about_ca_topic_score_gemma":0.004157057,"teacher_disagreement_score":0.9516261,"about_ca_system_score_codex":0.0000032353687,"about_ca_system_score_gemma":0.00027825852,"threshold_uncertainty_score":0.98789877},"labels":[],"label_agreement":null}]}