{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":18,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":18,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"bf81f7606f52","filters":{"venue":"Encyclopedia of Multimedia"}},"results":[{"id":"W4297964113","doi":"10.1007/978-0-387-78414-4_253","title":"Virtual and Augmented Reality","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Augmented reality; Virtual reality; Human–computer interaction; Computer science; Computer graphics (images)","authors":[{"name":"Xiaojun Shen","is_ca":true},{"name":"Shervin Shirmohammadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01954286847043886,"gpt":0.2464961865106345,"spread":0.2269533180401956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003000714,0.001328994,0.000943328,0.001634379,0.0006735185,0.003120566,0.001030722,0.00119515,0.07338119],"category_scores_gemma":[0.0006928939,0.0005320772,0.0004167179,0.001953893,0.0008157872,0.002834592,0.001674587,0.001795812,0.04512038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004710996,"about_ca_system_score_gemma":0.0007750799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001441355,"about_ca_topic_score_gemma":0.003723965,"domain_scores_codex":[0.999657,0.00003324072,0.0000153191,0.00006742493,0.000202184,0.00002470617],"domain_scores_gemma":[0.9997855,0.00005769661,0.000009361347,0.00004666998,0.00007433374,0.00002632917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002911077,0.00004556326,0.0001021656,0.0004546908,0.00001603294,0.0001410766,0.0003980029,0.0006856937,0.002912595,0.07013188,0.2964641,0.628619],"study_design_scores_gemma":[0.000002076727,0.00001506231,0.0002063197,0.0001926546,0.000007386528,0.0003879297,0.00007379962,0.0004175315,0.0004932398,0.009945002,0.9882492,0.000009915054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001020181,0.08882922,0.0514113,0.001063199,0.00427264,0.00008387664,0.0003613227,0.001435618,0.8515227],"genre_scores_gemma":[0.005181028,0.02795585,0.01234665,0.0004593817,0.0005641028,0.00005243853,0.0003402104,0.0002538117,0.9528466],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07338119,"threshold_uncertainty_score":0.2454845,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244432613","doi":"10.1007/0-387-30038-4_148","title":"Multimedia Content Repurposing","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Repurposing; Content (measure theory); Computer science; Multimedia; Engineering; Mathematics; Waste management","authors":[{"name":"Abdulmotaleb El Saddik","is_ca":true},{"name":"Md. Shamim Hossain","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02112190463167861,"gpt":0.223049377312531,"spread":0.2019274726808524,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003790368,0.001654804,0.0008542984,0.004183682,0.0007459273,0.001760674,0.001223039,0.000695411,0.04124051],"category_scores_gemma":[0.001096848,0.0003844166,0.0009475599,0.003245479,0.0003964255,0.001843794,0.001351497,0.0007471966,0.02621624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003255271,"about_ca_system_score_gemma":0.0003878533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008624003,"about_ca_topic_score_gemma":0.001343648,"domain_scores_codex":[0.9996467,0.0000323127,0.00002149253,0.00008603539,0.0001759983,0.00003751496],"domain_scores_gemma":[0.9993421,0.0001066021,0.00002822066,0.0001731393,0.0003104919,0.0000394321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001304351,0.00005454187,0.0001125788,0.0003698657,0.0000267445,0.0002575883,0.0001010509,0.001360603,0.10071,0.004052166,0.02692281,0.8659017],"study_design_scores_gemma":[0.00004920677,0.0003819616,0.002532042,0.0002105698,0.0003055057,0.002411772,0.0005471683,0.08218955,0.4511555,0.01401482,0.4460898,0.0001121825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01522024,0.005582936,0.871847,0.0004361567,0.0009176832,0.001053609,0.002779959,0.02266646,0.07949601],"genre_scores_gemma":[0.09029643,0.008818791,0.72168,0.0004316292,0.001032728,0.000598193,0.0117588,0.004218568,0.1611649],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04124051,"threshold_uncertainty_score":0.1379632,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4205424314","doi":"10.1007/0-387-30038-4_255","title":"Virtual and Augmented Reality","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Augmented reality; Virtual reality; Computer science; Human–computer interaction","authors":[{"name":"Xiaojun Shen","is_ca":true},{"name":"Shervin Shirmohammadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01407749992047082,"gpt":0.2416630830650962,"spread":0.2275855831446254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003610048,0.001407629,0.001017709,0.00169877,0.0007005946,0.003225247,0.001077335,0.001200313,0.07166182],"category_scores_gemma":[0.0007595323,0.0005436012,0.0004296314,0.002089189,0.0008658898,0.002974413,0.001630732,0.001834484,0.04597379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004719196,"about_ca_system_score_gemma":0.0007878082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489523,"about_ca_topic_score_gemma":0.003831739,"domain_scores_codex":[0.9996333,0.00003563085,0.0000174769,0.00007189706,0.0002158326,0.00002580545],"domain_scores_gemma":[0.9997366,0.00006642257,0.00001119403,0.00005740051,0.00009354085,0.00003477243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000334016,0.00005382492,0.0001159058,0.000458384,0.00001701316,0.0001431459,0.0004008255,0.0007103158,0.003030201,0.06563787,0.294835,0.6345642],"study_design_scores_gemma":[0.000002388761,0.00001822896,0.0002296237,0.0001983093,0.000008199912,0.0004335442,0.00007720245,0.000501356,0.0005681523,0.01074557,0.9872067,0.0000107772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001100879,0.09793182,0.06167543,0.001184742,0.004793822,0.00009463008,0.0004038819,0.001653511,0.8311613],"genre_scores_gemma":[0.005601861,0.03144115,0.01463455,0.0004702944,0.0006262742,0.00005642352,0.0003919924,0.0002782032,0.9464992],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07166182,"threshold_uncertainty_score":0.2397327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4255469357","doi":"10.1007/978-0-387-78414-4_229","title":"Telepresence","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Teleoperation and Haptic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Medicine","authors":[{"name":"Xiaojun Shen","is_ca":true},{"name":"Shervin Shirmohammadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01206813122736947,"gpt":0.2019066992711427,"spread":0.1898385680437732,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001280412,0.0009118228,0.0004649453,0.0009670997,0.0005873767,0.001707778,0.0007356261,0.0009623863,0.1250062],"category_scores_gemma":[0.0002836193,0.0002378608,0.0001867591,0.0009122351,0.0004433588,0.001666397,0.0009291003,0.0009313045,0.05313404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003232953,"about_ca_system_score_gemma":0.0004193218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007777168,"about_ca_topic_score_gemma":0.001947739,"domain_scores_codex":[0.9998555,0.000008930116,0.000004766305,0.00003383646,0.00008297229,0.00001400809],"domain_scores_gemma":[0.9999182,0.00001708451,0.000004002991,0.00001829487,0.00003097767,0.00001138016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002964283,0.00003715212,0.00008846441,0.0003149665,0.000004964621,0.0001116571,0.0002155807,0.0003283892,0.006005153,0.03089223,0.1875819,0.77439],"study_design_scores_gemma":[0.000002231909,0.0000221568,0.0002989474,0.0001403228,0.000003518697,0.00036311,0.00006251982,0.0003824187,0.001435136,0.004624564,0.9926582,0.000007030784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001404539,0.0196552,0.02561253,0.000522394,0.001717254,0.00004786012,0.0002699681,0.001104009,0.9496661],"genre_scores_gemma":[0.007980754,0.007900555,0.005243931,0.0002293723,0.0002931196,0.00003158187,0.0002988809,0.0001335715,0.9778882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1250062,"threshold_uncertainty_score":0.4181875,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232662769","doi":"10.1007/0-387-30038-4_233","title":"Telepresence","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"","field":"","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Psychology","authors":[{"name":"Xiaojun Shen","is_ca":true},{"name":"Shervin Shirmohammadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01258144509446496,"gpt":0.2379062630291701,"spread":0.2253248179347052,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001489318,0.00129038,0.0005932582,0.001617913,0.001022522,0.002237732,0.0007502611,0.001070546,0.2939578],"category_scores_gemma":[0.0004088012,0.000317712,0.0002053963,0.00151752,0.0004638015,0.002483656,0.001079906,0.001409492,0.1698758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005401789,"about_ca_system_score_gemma":0.000694561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707649,"about_ca_topic_score_gemma":0.007026023,"domain_scores_codex":[0.9998552,0.00001010061,0.000005080438,0.00003269174,0.00008052485,0.00001632125],"domain_scores_gemma":[0.9998583,0.0000273672,0.000006734566,0.00002459585,0.00005491178,0.00002804496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001522469,0.00004215233,0.00007307335,0.0001831438,0.000002050577,0.00006700493,0.0002088715,0.0001454982,0.001175707,0.01363462,0.4609767,0.5234759],"study_design_scores_gemma":[0.000001384826,0.00001220703,0.0002230334,0.0001270922,0.000002195594,0.0001626735,0.0000752108,0.0001416494,0.0003366936,0.001813959,0.9971001,0.00000377157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004497329,0.007169577,0.004649988,0.000384317,0.001014906,0.00003276129,0.0002022261,0.0006008839,0.9854956],"genre_scores_gemma":[0.001321005,0.002544788,0.0008314612,0.00010091,0.000111608,0.00001390161,0.0001328854,0.00007109243,0.9948723],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2939578,"threshold_uncertainty_score":0.9833869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4302511402","doi":"10.1007/978-0-387-78414-4_55","title":"Networking for Massively Multiuser Online Gaming","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","authors":[{"name":"Dewan Tanvir Ahmed","is_ca":true},{"name":"Shervin Shirmohammadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02837597984803203,"gpt":0.2539618383798545,"spread":0.2255858585318224,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001671732,0.0006598403,0.0002683598,0.0004466258,0.0004754129,0.001094089,0.0008067399,0.0007355556,0.02053412],"category_scores_gemma":[0.0003131077,0.0002096323,0.0001869796,0.0004550126,0.0002720599,0.001943241,0.001291343,0.001167503,0.005600646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002808347,"about_ca_system_score_gemma":0.0002158399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003622707,"about_ca_topic_score_gemma":0.001404514,"domain_scores_codex":[0.9998752,0.00001728808,0.00000347058,0.00001919912,0.00007128659,0.00001361149],"domain_scores_gemma":[0.9998856,0.00004689221,0.000005401695,0.00002616129,0.00001898306,0.00001706299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003765704,0.00009179184,0.0002094051,0.0003277879,0.0000152062,0.0001886767,0.0001954461,0.004486206,0.01472853,0.1247605,0.09547754,0.7594812],"study_design_scores_gemma":[0.000008863817,0.00008594406,0.000729634,0.0003652988,0.00002192666,0.001461383,0.0001257918,0.04076326,0.004649157,0.1057601,0.8459905,0.00003817212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01109292,0.06876175,0.3771453,0.002132942,0.004697798,0.0001719931,0.0001811353,0.003626852,0.5321892],"genre_scores_gemma":[0.1181349,0.0482106,0.1611066,0.001113465,0.003229257,0.0002784642,0.0004248924,0.0007180429,0.6667838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02053412,"threshold_uncertainty_score":0.06869352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4245498906","doi":"10.1007/0-387-30038-4_231","title":"Tele-Haptics","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Teleoperation and Haptic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Haptic technology; Computer science; Artificial intelligence","authors":[{"name":"Xiaojun Shen","is_ca":true},{"name":"Shervin Shirmohammadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00825895843447273,"gpt":0.1931266954459464,"spread":0.1848677370114737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002191844,0.001050501,0.000716131,0.001221781,0.00049841,0.002247474,0.0009709562,0.001135538,0.09653065],"category_scores_gemma":[0.0003976791,0.0003447472,0.000338202,0.0011874,0.0006444016,0.002107884,0.001350396,0.001465991,0.05746708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004346384,"about_ca_system_score_gemma":0.0005526404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005124901,"about_ca_topic_score_gemma":0.0009117255,"domain_scores_codex":[0.999718,0.00001743914,0.00001150618,0.00005740108,0.0001716135,0.00002389966],"domain_scores_gemma":[0.9998492,0.00003621213,0.000008050575,0.00003411321,0.00005334659,0.00001894323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005559204,0.0000787026,0.0001249032,0.0006462728,0.00001526008,0.000175737,0.0002410903,0.0007025921,0.01119592,0.05709279,0.2187925,0.7108786],"study_design_scores_gemma":[0.00000638188,0.00003351771,0.0003180502,0.0001695521,0.000007521141,0.0005166976,0.00004791621,0.0006064381,0.002379393,0.01073403,0.9851687,0.000011801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001940432,0.06046349,0.05710943,0.001212959,0.004467827,0.00008568824,0.0005590219,0.002380662,0.8717805],"genre_scores_gemma":[0.009793682,0.01770172,0.009546475,0.0005147609,0.0007381729,0.00005299964,0.0005208586,0.0002914344,0.9608398],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09653065,"threshold_uncertainty_score":0.3229272,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1488771865","doi":"10.1007/0-387-30038-4_24","title":"Color Image Filtering and Enhancement","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer vision; Artificial intelligence; Computer science; Image (mathematics); Image enhancement","authors":[{"name":"Rastislav Lukàč","is_ca":true},{"name":"Konstantinos N. Plataniotis","is_ca":true},{"name":"A.N. Venetsanopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01253205085293564,"gpt":0.2490534946974976,"spread":0.2365214438445619,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001589521,0.0008247095,0.0005704394,0.001208105,0.000303442,0.001033682,0.0006921554,0.0007400862,0.03179311],"category_scores_gemma":[0.0002228479,0.0003238326,0.0003609842,0.001368485,0.0003859696,0.0008238444,0.0004430354,0.0007353566,0.02571643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002951304,"about_ca_system_score_gemma":0.0003255873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007558953,"about_ca_topic_score_gemma":0.001665182,"domain_scores_codex":[0.9998599,0.00000494205,0.000004229566,0.00003675848,0.00008255167,0.00001156806],"domain_scores_gemma":[0.9998665,0.00001843827,0.000005776049,0.00002220907,0.00007741517,0.000009719298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004904939,0.00004811706,0.0001004215,0.0003335422,0.00001626758,0.0001036858,0.00007515545,0.0009900319,0.1010442,0.01523428,0.05678684,0.8252184],"study_design_scores_gemma":[0.00001211014,0.0001047734,0.00136179,0.0001236512,0.00004858775,0.00178241,0.00005153272,0.01321073,0.1338667,0.01134404,0.8380445,0.000049051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00503068,0.02917642,0.69467,0.0006064493,0.001862342,0.0001695451,0.0004438695,0.004974169,0.2630666],"genre_scores_gemma":[0.03094614,0.02587981,0.2417774,0.0006004862,0.0006074823,0.0001108872,0.0007384924,0.0008394648,0.6984999],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03179311,"threshold_uncertainty_score":0.1063586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1510052406","doi":"10.1007/0-387-30038-4_56","title":"Digital Camera Image Processing","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer vision; Computer science; Computer graphics (images); Artificial intelligence; Digital camera; Digital image processing; Image processing; Digital image; Image (mathematics)","authors":[{"name":"Rastislav Lukàč","is_ca":true},{"name":"Konstantinos N. Plataniotis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008033268438310957,"gpt":0.2432840681190736,"spread":0.2352507996807626,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001845771,0.0008895993,0.0007058555,0.001415135,0.0003364601,0.001359068,0.0011835,0.0008663966,0.08083551],"category_scores_gemma":[0.0004226924,0.0003777504,0.0003388878,0.001610783,0.0002898374,0.001001958,0.0007740009,0.000961441,0.09939963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002726995,"about_ca_system_score_gemma":0.0004548348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008396279,"about_ca_topic_score_gemma":0.001897192,"domain_scores_codex":[0.9997044,0.00001087563,0.000009950268,0.00005753852,0.0002009683,0.00001631964],"domain_scores_gemma":[0.9997862,0.00002435028,0.000007522503,0.00004793075,0.0001203215,0.00001361412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003129633,0.00003770036,0.00008601361,0.0003523707,0.00001514912,0.00009110173,0.00004028982,0.0007127022,0.02451909,0.006598657,0.1519636,0.8155521],"study_design_scores_gemma":[0.000006276938,0.00004506114,0.0006848695,0.0001032398,0.00002088557,0.0008421842,0.00002754637,0.004653137,0.02253387,0.00407278,0.9669842,0.00002604303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.002406712,0.0217521,0.4962817,0.0005635825,0.002254977,0.0003499086,0.001958223,0.01114667,0.4632862],"genre_scores_gemma":[0.01515689,0.01559763,0.149563,0.000690431,0.0003899183,0.0001641717,0.004244122,0.0009320173,0.8132617],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.08083551,"threshold_uncertainty_score":0.2704217,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4251679132","doi":"10.1007/0-387-30038-4_141","title":"Multimedia Authentication","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Chaos-based Image/Signal Encryption","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Authentication (law); Multimedia; Computer security","authors":[{"name":"Jiying Zhao","is_ca":true},{"name":"Abdulmotaleb El Saddik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01056497199932694,"gpt":0.2268263239322576,"spread":0.2162613519329307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001579809,0.0008301858,0.0003838702,0.001639015,0.0005574349,0.001615675,0.0006623006,0.001040735,0.1204657],"category_scores_gemma":[0.0004327276,0.0002691266,0.0002580541,0.001115374,0.0003187876,0.001904106,0.001060097,0.0006907718,0.09700802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002996378,"about_ca_system_score_gemma":0.0002652192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002941616,"about_ca_topic_score_gemma":0.0005947129,"domain_scores_codex":[0.9997965,0.00001528696,0.000009696444,0.00004079355,0.0001148626,0.00002296531],"domain_scores_gemma":[0.9997857,0.00003065095,0.00001149893,0.00006466536,0.00008905686,0.0000184596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001353977,0.00006166511,0.0001350066,0.000308307,0.00001253092,0.0002753744,0.0001361239,0.0005349958,0.04505698,0.03828008,0.1583065,0.756757],"study_design_scores_gemma":[0.00001019786,0.0000615968,0.0003956177,0.0001373858,0.00001587218,0.001454625,0.0000509368,0.003620578,0.03454855,0.008919078,0.950763,0.00002249752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004863217,0.01182313,0.1515618,0.00081645,0.002006002,0.0002712609,0.0008732312,0.006548859,0.8212361],"genre_scores_gemma":[0.03287912,0.005231333,0.02687985,0.0004696336,0.0004509882,0.00007907119,0.001057393,0.0003203298,0.9326323],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1204657,"threshold_uncertainty_score":0.4029978,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4298407790","doi":"10.1007/978-0-387-78414-4_247","title":"Color Image Filtering and Enhancement","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer vision; Artificial intelligence; Image (mathematics); Computer science; Color image; Image enhancement; Image processing","authors":[{"name":"Rastislav Lukàč","is_ca":true},{"name":"Konstantinos N. Plataniotis","is_ca":true},{"name":"A.N. Venetsanopoulos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01715311626050594,"gpt":0.2537614370652712,"spread":0.2366083208047652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001522849,0.0008098019,0.0005585403,0.001167342,0.0002968725,0.001018045,0.0006778018,0.0007294355,0.03215288],"category_scores_gemma":[0.0002162867,0.0003254454,0.0003670006,0.001335422,0.0003792086,0.0008219852,0.0004416805,0.0007355497,0.02526582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000297752,"about_ca_system_score_gemma":0.0003224036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007454676,"about_ca_topic_score_gemma":0.001652036,"domain_scores_codex":[0.9998624,0.000004865794,0.000004049547,0.00003647513,0.00008048858,0.00001166322],"domain_scores_gemma":[0.9998758,0.00001805102,0.00000562544,0.00002033398,0.00007165968,0.000008590289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004720896,0.00004564536,0.00009922813,0.0003471557,0.00001622884,0.0001009406,0.00007350895,0.0009964093,0.1030249,0.01554383,0.05579796,0.823907],"study_design_scores_gemma":[0.00001166281,0.0001012279,0.001369486,0.0001315257,0.00004936542,0.001709443,0.00005295243,0.01296315,0.1375885,0.01100055,0.8349724,0.0000497055],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005179894,0.03052935,0.6773107,0.0006083556,0.001900138,0.0001707045,0.0004569974,0.004794978,0.2790489],"genre_scores_gemma":[0.03107104,0.02676606,0.2347744,0.0006312478,0.0006191478,0.0001098573,0.000734858,0.000837679,0.7044557],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03215288,"threshold_uncertainty_score":0.1075621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4250887053","doi":"10.1007/978-0-387-78414-4_126","title":"Multimedia Authentication","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Advanced Steganography and Watermarking Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Authentication (law); Multimedia; Computer security","authors":[{"name":"Jiying Zhao","is_ca":true},{"name":"Abdulmotaleb El Saddik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01432014603813614,"gpt":0.2389070004992664,"spread":0.2245868544611302,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001693108,0.0009247564,0.0004055098,0.001627002,0.0006473144,0.00155641,0.0006872621,0.001120146,0.1112485],"category_scores_gemma":[0.0004906895,0.0002978897,0.0003003305,0.001230251,0.0004031507,0.001838435,0.001198613,0.0006823348,0.09269098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003208139,"about_ca_system_score_gemma":0.0003128919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002746455,"about_ca_topic_score_gemma":0.0004609184,"domain_scores_codex":[0.9997603,0.00001780976,0.00001072667,0.0000520802,0.0001353408,0.00002361682],"domain_scores_gemma":[0.9997709,0.00003446039,0.00001291666,0.00007675325,0.00008915378,0.00001587232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001131375,0.00005536335,0.0001122547,0.000324336,0.00001093746,0.0002460095,0.0001298188,0.0005683092,0.03671886,0.04908852,0.1335091,0.7791233],"study_design_scores_gemma":[0.000009204407,0.00005492935,0.0003054069,0.0001373369,0.00001602103,0.001366876,0.00004270573,0.003028532,0.03376057,0.01178248,0.9494746,0.00002151813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003602069,0.01144968,0.1523476,0.0007880455,0.001807868,0.0002546687,0.0006855119,0.005976884,0.8230876],"genre_scores_gemma":[0.0317602,0.006040682,0.02821478,0.0004600737,0.0004651253,0.00008091956,0.0008940657,0.0003395397,0.9317446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1112485,"threshold_uncertainty_score":0.3721632,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4251688840","doi":"10.1007/0-387-30038-4_114","title":"IP Telephony","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Telephony; Telecommunications; Business; Computer science","authors":[{"name":"Abdulmotaleb El Saddik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005667262860743807,"gpt":0.1877066709121702,"spread":0.1820394080514264,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000220163,0.0008358565,0.0004156544,0.001378188,0.0007277618,0.002166782,0.0006500033,0.000880785,0.155755],"category_scores_gemma":[0.0005671516,0.0002814584,0.0002080532,0.001351524,0.0004291332,0.001987521,0.001187998,0.001162082,0.1435687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004993182,"about_ca_system_score_gemma":0.0008214281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000849348,"about_ca_topic_score_gemma":0.001486927,"domain_scores_codex":[0.9997368,0.00001856593,0.00001093884,0.00006086048,0.0001441973,0.00002849434],"domain_scores_gemma":[0.9998066,0.00002937388,0.000007640466,0.00004470746,0.00008497953,0.00002671407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001836908,0.00004634914,0.0001067946,0.0001730227,0.000003398157,0.0001021238,0.0001446491,0.0001876782,0.003032149,0.03312115,0.4023149,0.5607494],"study_design_scores_gemma":[0.000001649862,0.00001165078,0.0001552801,0.00005415329,0.000002063219,0.0001905438,0.00002230796,0.0001246664,0.0004485892,0.002845812,0.9961401,0.000003172111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006500235,0.006222202,0.01103997,0.0007443911,0.00165659,0.00007503422,0.0004266102,0.001089831,0.9780953],"genre_scores_gemma":[0.003389052,0.005183057,0.003724306,0.0005493934,0.0005226693,0.00004224834,0.0005501278,0.0002086832,0.9858305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.155755,"threshold_uncertainty_score":0.5210524,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Synchronization (alternating current); Computer science; Time synchronization; Telecommunications; Computer network","authors":[{"name":"Wayne Robbins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009732714819651794,"gpt":0.2433305884278839,"spread":0.2335978736082321,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000344183,0.0007697102,0.0004564671,0.001191293,0.000427488,0.002299477,0.001099249,0.000970749,0.02094967],"category_scores_gemma":[0.0009765569,0.0004349353,0.0002287039,0.001842338,0.0009363314,0.002897348,0.001179837,0.0009423497,0.007076918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000875017,"about_ca_system_score_gemma":0.0008500654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009240818,"about_ca_topic_score_gemma":0.0008592354,"domain_scores_codex":[0.9997032,0.00004108027,0.00001612228,0.00005499077,0.0001602439,0.00002424938],"domain_scores_gemma":[0.9997128,0.00009791551,0.00001865362,0.00005713829,0.00009030892,0.00002313863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003961685,0.00003570125,0.0001592444,0.0004347989,0.00001808282,0.0001513967,0.0002264224,0.006419616,0.01120955,0.3895415,0.04474214,0.5470219],"study_design_scores_gemma":[0.00001524586,0.0001024994,0.0004277812,0.0003351992,0.00002451127,0.0006265242,0.0001814277,0.0202361,0.009826234,0.1580257,0.8101624,0.0000364115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.005081364,0.04160879,0.5341974,0.002344801,0.002920386,0.0001578284,0.0002385394,0.002250478,0.4112004],"genre_scores_gemma":[0.2049619,0.08009011,0.1962025,0.0009980993,0.004783314,0.0004114991,0.001031972,0.001318727,0.5102018],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02094967,"threshold_uncertainty_score":0.07008362,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Synchronization (alternating current); Computer science; Multimedia; Telecommunications","authors":[{"name":"Wayne Robbins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007277139681408382,"gpt":0.2392155352453047,"spread":0.2319383955638963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003661853,0.0007673315,0.0004948234,0.001189758,0.000460339,0.002561891,0.001230799,0.0008482513,0.01843074],"category_scores_gemma":[0.001141571,0.0004679271,0.0002161097,0.001880777,0.0009881223,0.002898115,0.001202455,0.0009103662,0.005919859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009262684,"about_ca_system_score_gemma":0.0008815683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001006593,"about_ca_topic_score_gemma":0.0008764759,"domain_scores_codex":[0.9996929,0.00004343654,0.0000176446,0.00005781955,0.0001625927,0.00002569691],"domain_scores_gemma":[0.9996735,0.0001164035,0.00002119414,0.00006503001,0.00009727124,0.00002661059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005088668,0.00004052995,0.000223853,0.0004062412,0.00001927466,0.0001306237,0.0001897714,0.008178333,0.01025678,0.3757479,0.04121649,0.5635394],"study_design_scores_gemma":[0.00002331995,0.0001411527,0.000543213,0.000371049,0.00003506727,0.0006840176,0.0002173373,0.04477049,0.01282755,0.2102875,0.7300546,0.00004471927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004966875,0.03181367,0.6976405,0.00216736,0.002075248,0.0001467137,0.0002477937,0.002485229,0.2584565],"genre_scores_gemma":[0.2691087,0.07418325,0.2816303,0.0008365377,0.004527359,0.0004958854,0.001286175,0.001385372,0.3665464],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01843074,"threshold_uncertainty_score":0.06165695,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237057758","doi":"10.1007/0-387-30038-4_230","title":"Teleconferencing","year":2006,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","authors":[{"name":"Shervin Shirmohammadi","is_ca":true},{"name":"Jauvane C. de Oliveira","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02137567125386221,"gpt":0.2118742636174764,"spread":0.1904985923636142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003442728,0.0009605121,0.0003247304,0.001216977,0.0009165721,0.001830224,0.001059352,0.001568726,0.1537003],"category_scores_gemma":[0.000664574,0.0003336953,0.0003046662,0.001137845,0.0002742449,0.001471862,0.001476242,0.000688349,0.05636535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004195803,"about_ca_system_score_gemma":0.0005445298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767116,"about_ca_topic_score_gemma":0.002971407,"domain_scores_codex":[0.9995546,0.00004925028,0.000017463,0.0001040703,0.000218071,0.00005648942],"domain_scores_gemma":[0.9996326,0.00008293197,0.00001463276,0.00009621011,0.0001421527,0.00003143045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001076142,0.00009652218,0.000363278,0.0002167985,0.000009160074,0.0005794159,0.0002732424,0.0007794061,0.06041964,0.01801474,0.08767933,0.831461],"study_design_scores_gemma":[0.00002186224,0.0001589666,0.00171904,0.0001836161,0.00002868075,0.003228443,0.000182334,0.004530113,0.05223491,0.004486115,0.9331784,0.00004757507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008468249,0.00232121,0.1382605,0.0002991246,0.0009704914,0.000218669,0.0005661935,0.00583364,0.8430619],"genre_scores_gemma":[0.06563463,0.00271836,0.069259,0.000614342,0.0003125833,0.0001689995,0.001283005,0.0007197731,0.8592892],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1537003,"threshold_uncertainty_score":0.5141786,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237595491","doi":"10.1007/978-0-387-78414-4_134","title":"Multimedia Content Repurposing","year":2008,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Multimedia","topic":"Video Analysis and Summarization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Repurposing; Content (measure theory); Computer science; Multimedia; Mathematics; Engineering; Waste management","authors":[{"name":"Abdulmotaleb El Saddik","is_ca":true},{"name":"Md. Shamim Hossain","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02924972256475881,"gpt":0.2276176540860277,"spread":0.1983679315212689,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003806496,0.00163441,0.0008195185,0.004061788,0.0007273028,0.001740847,0.001223106,0.000697022,0.04153911],"category_scores_gemma":[0.001076929,0.0003829472,0.0009519414,0.003201853,0.000404415,0.001893262,0.001385573,0.0007650714,0.0272388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003216597,"about_ca_system_score_gemma":0.000383762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008083012,"about_ca_topic_score_gemma":0.001266814,"domain_scores_codex":[0.9996514,0.00003153896,0.00002091003,0.00008497306,0.0001743336,0.00003684662],"domain_scores_gemma":[0.9993626,0.0001068986,0.00002803133,0.0001658705,0.0002986808,0.00003794335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001193295,0.00004985708,0.0001061362,0.0003933151,0.00002612704,0.0002437933,0.0001048969,0.001319699,0.09186064,0.004350381,0.02891658,0.8725093],"study_design_scores_gemma":[0.00004666176,0.0003544189,0.00248737,0.0002366716,0.0002977523,0.002377759,0.0005669923,0.07651003,0.4200798,0.01525582,0.4816731,0.0001136525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01428235,0.006161976,0.8648089,0.0004557259,0.0009844458,0.001043793,0.002778051,0.02177714,0.08770769],"genre_scores_gemma":[0.08711375,0.009739845,0.7145689,0.0004738948,0.001132025,0.0006023237,0.01165224,0.004286123,0.1704309],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04153911,"threshold_uncertainty_score":0.1389621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1601864612","doi":"10.1007/0-387-30038-4_101","title":"Image Secret Sharing","year":2006,"lang":"en","type":"article","venue":"Encyclopedia of Multimedia","topic":"Advanced Steganography and Watermarking Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Secret sharing; Computer security; Internet privacy; Cryptography","authors":[{"name":"Rastislav Lukàč","is_ca":true},{"name":"Konstantinos N. Plataniotis","is_ca":true},{"name":"Ching‐Nung Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007044730584779425,"gpt":0.2360551607918041,"spread":0.2290104302070247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003486804,0.0005716711,0.0006011426,0.000694896,0.0006550608,0.001228415,0.0007881311,0.0009594562,0.02592102],"category_scores_gemma":[0.0009830948,0.0002488578,0.0003962861,0.0009865081,0.0005406883,0.001880392,0.001994121,0.0007856551,0.008143645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004818766,"about_ca_system_score_gemma":0.0006222982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002249253,"about_ca_topic_score_gemma":0.0002454689,"domain_scores_codex":[0.9994677,0.00004268549,0.00002275072,0.0001226065,0.0002558463,0.00008849802],"domain_scores_gemma":[0.9993259,0.0000805302,0.00004478985,0.0004097372,0.0001056959,0.00003337625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007612305,0.0001927385,0.0005044111,0.0003399862,0.00008659562,0.0005836785,0.0001758548,0.01677202,0.1404035,0.2546765,0.03001505,0.5554884],"study_design_scores_gemma":[0.000144489,0.000400904,0.001273614,0.0001261996,0.0001514245,0.003468711,0.0001365206,0.2060091,0.3124664,0.2220094,0.2536996,0.0001137043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04710367,0.003293623,0.7267191,0.001777949,0.001013229,0.0003626476,0.001205577,0.002818095,0.2157061],"genre_scores_gemma":[0.7339386,0.002716077,0.07796566,0.0006505594,0.0005379339,0.0002082216,0.001639845,0.0002590549,0.1820841],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02592102,"threshold_uncertainty_score":0.08671445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}