{"meta":{"query_hash":"f785d73f0b45","filters":{"venue":"ACM SIGMultimedia Records"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/f785d73f0b45","api":"https://metacan.xera.ac/api/v1/cohort?venue=ACM+SIGMultimedia+Records"},"results":[{"id":"W2006801644","doi":"10.1145/1662537.1662539","title":"Towards a biologically-inspired framework for multimedia service management","year":2009,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","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; University of Ottawa","funders":"","keywords":"Computer science; Scalability; Quality of service; Distributed computing; Service (business); Repurposing; Computer network; Mobile QoS; Throughput; The Internet; Multimedia; Service delivery framework; World Wide Web; Database; Telecommunications; Wireless","score_opus":0.021558267666443833,"score_gpt":0.28031102637087274,"score_spread":0.25875275870442893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006801644","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":[0.027092166,0.00033869338,0.9263977,0.03185733,0.0033219794,0.0022084136,0.000039488215,0.00167621,0.007068061],"genre_scores_gemma":[0.09128684,0.00017778264,0.88882434,0.018644506,0.00064708706,0.00023789548,0.00007656843,0.000028161237,0.00007682977],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9966642,0.000096628784,0.0005916759,0.0011835266,0.00050012185,0.00096379983],"domain_scores_gemma":[0.99606586,0.00087533786,0.00024395813,0.0021504408,0.00027761454,0.00038677204],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044070234,0.00051752286,0.00051177404,0.0002796814,0.00026161544,0.0002030028,0.004363313,0.00035421603,0.00007630838],"category_scores_gemma":[0.0002269572,0.00042437777,0.00024430893,0.0012986294,0.00003993237,0.00042359548,0.0007572414,0.00036902237,0.00018160754],"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":[0.000118655335,0.00029281882,0.00025983775,0.00007508233,0.000098025295,0.00003392043,0.0025026118,0.000044735647,0.0006530905,0.012692141,0.0008721621,0.9823569],"study_design_scores_gemma":[0.0069450485,0.002622099,0.052888397,0.00047224323,0.00022879608,0.000052025633,0.0007706044,0.18436997,0.010225704,0.46827474,0.26993883,0.0032115497],"about_ca_topic_score_codex":0.00012334152,"about_ca_topic_score_gemma":0.00009341011,"teacher_disagreement_score":0.97914535,"about_ca_system_score_codex":0.00006808779,"about_ca_system_score_gemma":0.00007171911,"threshold_uncertainty_score":0.9998208},"labels":[],"label_agreement":null},{"id":"W2073500977","doi":"10.1145/1738921.1738924","title":"Architectural challenges and solutions for peer-to-peer massively multiplayer online games","year":2009,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","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":"Scalability; Computer science; Context (archaeology); Architecture; Server; Peer-to-peer; Massively parallel; Metaverse; Key (lock); Socialization; Multimedia; Distributed computing; Virtual reality; Computer security; Human–computer interaction; World Wide Web; Psychology","score_opus":0.05621450380132717,"score_gpt":0.2980189746226646,"score_spread":0.2418044708213374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073500977","genre_codex":"commentary","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":[0.19492276,0.0025338465,0.2621973,0.53260136,0.002190952,0.0023419885,0.00018999071,0.0025960235,0.0004257934],"genre_scores_gemma":[0.37318277,0.0001383202,0.6231055,0.0014594515,0.00039262738,0.00016754902,0.0000289185,0.000027415728,0.0014974154],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965576,0.00005766597,0.00043141362,0.001085295,0.00067561935,0.0011923935],"domain_scores_gemma":[0.9962637,0.0011052447,0.00012446039,0.0015391137,0.00054797466,0.000419519],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00064852583,0.0004436311,0.0004815782,0.00050686265,0.00026151663,0.00015608888,0.0024683827,0.00024925068,0.0000065487498],"category_scores_gemma":[0.005881372,0.00040248325,0.00013374629,0.0004998638,0.0001094174,0.00036328795,0.0012401786,0.0003960832,0.000052222327],"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":[0.00004201534,0.00011925677,0.00009527026,0.000008986783,0.00003209988,0.000011861458,0.0021165241,0.00027773058,0.0014138102,0.0012547559,0.023475552,0.9711521],"study_design_scores_gemma":[0.005482743,0.0048194057,0.24075183,0.00030204654,0.000109677494,0.000261105,0.001282594,0.2469666,0.005967012,0.0641898,0.42623347,0.0036337292],"about_ca_topic_score_codex":0.000035320554,"about_ca_topic_score_gemma":0.00032791987,"teacher_disagreement_score":0.9675184,"about_ca_system_score_codex":0.00009973023,"about_ca_system_score_gemma":0.00007941032,"threshold_uncertainty_score":0.9998427},"labels":[],"label_agreement":null},{"id":"W2783238014","doi":"10.1145/3178422.3178424","title":"How do ideas flow around SIGMM conferences?","year":2018,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Advanced Graph Neural Networks","field":"Computer Science","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":"CITES; Download; Computer science; Task (project management); Library science; World Wide Web; Citation; Quarter (Canadian coin); Academic community; Information retrieval; History; Engineering","score_opus":0.02317305913789772,"score_gpt":0.2652905193800475,"score_spread":0.24211746024214978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783238014","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":[0.03396922,0.00065073505,0.93968314,0.008386472,0.009772434,0.00071331527,0.000014332333,0.00112245,0.005687922],"genre_scores_gemma":[0.72527736,0.00009704314,0.2710145,0.0008714101,0.0015466942,0.00004647486,0.000010441587,0.000030474364,0.0011056033],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99711686,0.00012462471,0.00034164812,0.0010220712,0.0005605622,0.0008342342],"domain_scores_gemma":[0.99596316,0.0008475507,0.00023096336,0.002259811,0.0003355473,0.00036298356],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002894603,0.00039974554,0.0003867905,0.0001846711,0.00027496935,0.0006253159,0.0032774583,0.0002121252,0.000108900735],"category_scores_gemma":[0.0009868239,0.00035271636,0.00014804954,0.0009208736,0.00041531568,0.0014706455,0.0009163526,0.0004234729,0.00031122632],"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":[0.0000385616,0.00007642298,0.0060891453,0.000010176754,0.000053215048,0.00006653135,0.0006304311,0.000082503844,0.00067894463,0.005859979,0.023400074,0.963014],"study_design_scores_gemma":[0.001784809,0.00095434295,0.003956778,0.00009272031,0.000028894847,0.00006732108,0.0001556504,0.6088442,0.003899286,0.16186869,0.21688764,0.0014596244],"about_ca_topic_score_codex":0.00003233038,"about_ca_topic_score_gemma":0.000114348455,"teacher_disagreement_score":0.9615544,"about_ca_system_score_codex":0.00006229345,"about_ca_system_score_gemma":0.0001418969,"threshold_uncertainty_score":0.9998925},"labels":[],"label_agreement":null},{"id":"W2903703157","doi":"10.1145/3300001.3300005","title":"Opinion column","year":2018,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Scientific Computing and Data Management","field":"Decision 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":"Column (typography); Quarter (Canadian coin); Computer science; Library science; History; Telecommunications; Archaeology","score_opus":0.1882656152304861,"score_gpt":0.4315434624411742,"score_spread":0.2432778472106881,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903703157","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":[0.57606393,0.00030655667,0.08409772,0.013842304,0.11870605,0.0014408273,0.00014557096,0.0011360182,0.20426103],"genre_scores_gemma":[0.9136468,0.000018342262,0.04587163,0.0010465278,0.0032671895,0.000021210713,0.000049968774,0.00002412092,0.03605418],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99649835,0.00015085869,0.0005841802,0.0009540367,0.0014207062,0.00039185293],"domain_scores_gemma":[0.9940548,0.002050083,0.00020353954,0.003058098,0.00043139223,0.00020206411],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0049854405,0.00014344597,0.00021683521,0.000316485,0.000311,0.0005206882,0.0027100064,0.000066345536,0.004534307],"category_scores_gemma":[0.020387655,0.00011190961,0.00009406338,0.0012576083,0.0002831981,0.00032040107,0.0013364836,0.00011029251,0.011335796],"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":[0.000012183811,0.000028872044,0.006046894,6.989921e-7,0.0000055104924,0.0000016212706,0.00025348467,0.0000023294986,0.000059528316,0.00009725606,0.59778136,0.39571026],"study_design_scores_gemma":[0.00036791686,0.00012940237,0.023203436,0.000010731097,0.000004496299,0.0000035257942,0.00031162598,0.019148912,0.00029338972,0.010685561,0.94565296,0.00018806003],"about_ca_topic_score_codex":0.00018183229,"about_ca_topic_score_gemma":0.00014332624,"teacher_disagreement_score":0.3955222,"about_ca_system_score_codex":0.00003905892,"about_ca_system_score_gemma":0.00006269793,"threshold_uncertainty_score":0.9963757},"labels":[],"label_agreement":null},{"id":"W2913468736","doi":"10.1145/3310195.3310204","title":"JPEG column","year":2019,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Advanced Data Compression Techniques","field":"Computer Science","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":"JPEG; JPEG 2000; Computer science; Coding (social sciences); Flexibility (engineering); Column (typography); Image quality; Data compression; Lossless JPEG; Image compression; Multimedia; Computer vision; Telecommunications; Image processing; Image (mathematics); Statistics; Mathematics","score_opus":0.011426252009117134,"score_gpt":0.2642818728921535,"score_spread":0.25285562088303637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913468736","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":[0.032514803,0.00022977008,0.94504017,0.0015981756,0.0037619597,0.000970659,0.000020734144,0.0025905068,0.013273251],"genre_scores_gemma":[0.14768036,0.000069862916,0.8466913,0.00075993215,0.00014219791,0.000076454744,0.00002156879,0.000027520511,0.004530777],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982919,0.000060749502,0.00027965035,0.00061862316,0.00036391887,0.0003851485],"domain_scores_gemma":[0.9962577,0.0005372097,0.00013150986,0.002820977,0.00009406081,0.00015849264],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002299242,0.0001899876,0.00024357672,0.0001282886,0.00006454779,0.000096044314,0.003241474,0.00011011582,0.0005516999],"category_scores_gemma":[0.00048774527,0.00017774597,0.0000715395,0.00038701473,0.000041015108,0.0010472389,0.0016451847,0.00024829086,0.0017970063],"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":[0.0000210537,0.00013885552,0.013515574,0.000023334629,0.000022450748,0.0000316318,0.00033805773,0.000019573907,0.018887043,0.005471103,0.13470747,0.82682383],"study_design_scores_gemma":[0.0015661018,0.00044795254,0.009752191,0.000112008995,0.0000089688465,0.00004359245,0.00003876315,0.07755689,0.08130177,0.041834824,0.7861511,0.0011858494],"about_ca_topic_score_codex":0.00004974652,"about_ca_topic_score_gemma":0.000007668151,"teacher_disagreement_score":0.825638,"about_ca_system_score_codex":0.00005832046,"about_ca_system_score_gemma":0.00006953699,"threshold_uncertainty_score":0.9989802},"labels":[],"label_agreement":null},{"id":"W4387932975","doi":"10.1145/3630646.3630652","title":"Encouraging Scientific Collaborations with ConfFlow 2021","year":2022,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Scientific Computing and Data Management","field":"Decision 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":"Perspective (graphical); Space (punctuation); Similarity (geometry); Construct (python library); Computer science; Data science; Matching (statistics); Sociology; Engineering ethics; Engineering; Artificial intelligence","score_opus":0.10665826803848943,"score_gpt":0.349241876631371,"score_spread":0.24258360859288158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387932975","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":[0.9014265,0.00032041656,0.028209668,0.014131297,0.029464506,0.0014554206,0.0006759971,0.0003590767,0.0239571],"genre_scores_gemma":[0.9323149,0.000002350462,0.02107588,0.00028561463,0.00023550252,0.00012874069,0.00019564496,0.00002075076,0.045740623],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941477,0.00035256456,0.0006046119,0.0013510588,0.0030753638,0.00046867525],"domain_scores_gemma":[0.99333066,0.0022591383,0.0003131025,0.0032806941,0.00060297095,0.00021341693],"candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007979076,0.00018243818,0.0002603636,0.0007370521,0.0022227594,0.0017613147,0.002954121,0.000024607129,0.011126338],"category_scores_gemma":[0.0061985124,0.00014368506,0.00007591361,0.005208114,0.00029830294,0.00045322647,0.0020111245,0.00026940252,0.00074677606],"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":[0.000046949634,0.00017038628,0.013503094,0.000001970559,0.000030166546,0.000056551427,0.0023875905,0.0064872624,0.00039644894,0.00039686856,0.7504366,0.22608612],"study_design_scores_gemma":[0.00070047245,0.00012710977,0.002879972,0.000006987967,0.00002216109,0.000016068287,0.009512588,0.069001436,0.00015618536,0.0027885884,0.914472,0.000316421],"about_ca_topic_score_codex":0.00010822915,"about_ca_topic_score_gemma":0.00029943115,"teacher_disagreement_score":0.22576971,"about_ca_system_score_codex":0.00013177785,"about_ca_system_score_gemma":0.00046602354,"threshold_uncertainty_score":0.99927497},"labels":[],"label_agreement":null},{"id":"W4405438024","doi":"10.1145/3708899.3708900","title":"Students Report from ACM MMsys 2023","year":2023,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Video Analysis and Summarization","field":"Computer Science","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":0.027832643501934293,"score_gpt":0.30455513896449804,"score_spread":0.2767224954625637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405438024","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":[0.8409665,0.00023771293,0.13450865,0.008792103,0.009823657,0.0006808651,0.00005028927,0.0020626902,0.0028775067],"genre_scores_gemma":[0.84075147,0.00058225275,0.121953584,0.0010314655,0.0018537416,0.00018799378,0.0013847846,0.00008517468,0.03216952],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972323,0.00010844807,0.00055684877,0.0007848932,0.00091214676,0.00040533836],"domain_scores_gemma":[0.9956777,0.0006924245,0.00022105277,0.0030690248,0.00014930403,0.0001904561],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00083958975,0.00020657301,0.00032665505,0.00026985913,0.00015926162,0.00030059752,0.0038446654,0.0001356114,0.00025580692],"category_scores_gemma":[0.0039795823,0.00019041641,0.00016398514,0.0016193708,0.00003249606,0.0005285632,0.0021626775,0.0001791742,0.0022201855],"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":[0.00001063245,0.0001476443,0.54272276,0.000007600892,0.0002570552,0.0010027324,0.0012052064,0.0001625409,0.0017543016,0.00008615612,0.22509664,0.22754675],"study_design_scores_gemma":[0.0013212352,0.00009790841,0.72970736,0.000056630233,0.00009791574,0.000019575218,0.0001741019,0.17744502,0.0015969331,0.018905403,0.06967487,0.00090303365],"about_ca_topic_score_codex":0.0009815339,"about_ca_topic_score_gemma":0.00026941183,"teacher_disagreement_score":0.22664371,"about_ca_system_score_codex":0.0000616043,"about_ca_system_score_gemma":0.00008670454,"threshold_uncertainty_score":0.9985567},"labels":[],"label_agreement":null},{"id":"W4405438263","doi":"10.1145/3708907.3708908","title":"Equity, Diversity and Inclusion at ACM MMSys 2023","year":2023,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","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; Simon Fraser University","funders":"","keywords":"Computer science; Equity (law); Inclusion (mineral); Diversity (politics); Chemistry; Law; Political science","score_opus":0.046376144817268976,"score_gpt":0.3018110930045556,"score_spread":0.2554349481872866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405438263","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":[0.9716493,0.00008293666,0.0043680137,0.009051187,0.006097327,0.00051809585,0.000010465815,0.00077817624,0.007444492],"genre_scores_gemma":[0.9751879,0.00015597873,0.013750266,0.0009825304,0.00017754626,0.000046024492,0.00005382757,0.0000094405505,0.009636466],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99836797,0.000056815326,0.00029837454,0.00031431997,0.000628664,0.00033383296],"domain_scores_gemma":[0.9983741,0.0002698043,0.0001353984,0.0008866233,0.00012455625,0.00020949058],"candidate_categories":["sts","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009686175,0.0001451638,0.0001609058,0.0002296615,0.004283758,0.000060558254,0.001988384,0.00009198255,0.00015644477],"category_scores_gemma":[0.0007021186,0.00013297675,0.000043040305,0.00076381693,0.000038536546,0.0005790597,0.16951975,0.000102734506,0.0012732598],"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":[0.00001451605,0.000078301644,0.09214088,0.00010402059,0.000051134375,0.000026271297,0.19324164,0.000013942729,0.0004163089,0.0016076401,0.35096505,0.36134028],"study_design_scores_gemma":[0.0028791106,0.00017270085,0.46322152,0.00015009438,0.000023274963,0.0000977346,0.0023240268,0.054480918,0.0021640733,0.017489959,0.45541996,0.0015766331],"about_ca_topic_score_codex":0.00015765258,"about_ca_topic_score_gemma":0.00005170119,"teacher_disagreement_score":0.37108064,"about_ca_system_score_codex":0.00021430205,"about_ca_system_score_gemma":0.000089319656,"threshold_uncertainty_score":0.9995044},"labels":[],"label_agreement":null},{"id":"W7160651503","doi":"10.1145/3810999.3811003","title":"The 3rd Edition of Spring School on Social XR organised by CWI","year":2025,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"E-Learning and Knowledge Management","field":"Computer Science","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":"Spring (device); Event (particle physics); Social media","score_opus":0.01136946161458126,"score_gpt":0.25841993343372177,"score_spread":0.2470504718191405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7160651503","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":[0.2741537,0.0018410973,0.39434367,0.08716112,0.03778742,0.00291838,0.000026623296,0.0024178235,0.19935013],"genre_scores_gemma":[0.98061025,0.00011294988,0.008199975,0.00045095207,0.00057587796,0.000051608476,0.000006157993,0.000017695937,0.009974516],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987798,0.00011383951,0.0002570205,0.00031570005,0.00027214896,0.0002615281],"domain_scores_gemma":[0.99841946,0.0006396573,0.00012496416,0.00065568637,0.00010413476,0.000056093537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005129667,0.0001336732,0.00015513526,0.00009837806,0.0003498535,0.00011802337,0.0013470434,0.00007502657,0.00003914421],"category_scores_gemma":[0.0011759627,0.00010590639,0.0000725721,0.00044729086,0.00009074965,0.00012703803,0.0005335948,0.000255471,0.00018459403],"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":[0.000037340393,0.00016133732,0.0033665118,0.000038340124,0.00008783492,0.0000030376152,0.00059548847,0.000014406957,0.002275123,0.011327467,0.3895088,0.5925843],"study_design_scores_gemma":[0.0048510404,0.00065840496,0.07784824,0.00039583162,0.00011548451,0.0000011259183,0.0012149657,0.061866473,0.05953121,0.01276658,0.7795959,0.0011547069],"about_ca_topic_score_codex":0.00009626468,"about_ca_topic_score_gemma":0.00003508708,"teacher_disagreement_score":0.70645654,"about_ca_system_score_codex":0.00009500129,"about_ca_system_score_gemma":0.000086222375,"threshold_uncertainty_score":0.4318737},"labels":[],"label_agreement":null}]}