{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":539,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":539,"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":"21fbcc5bf0d9","filters":{"topic":"Multimedia Communication and Technology"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Yiyan Wu","is_ca":true},{"name":"Shuji Hirakawa","is_ca":false},{"name":"Ulrich Reimers","is_ca":false},{"name":"Jerry Whitaker","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04275035653781263,"gpt":0.310235469224499,"spread":0.2674851126866864,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003755855,0.000620884,0.0002414898,0.004861942,0.0007169857,0.00266548,0.0003888879,0.0009202943,0.04381004],"category_scores_gemma":[0.0005429289,0.0002238872,0.0001900384,0.007609325,0.0002565714,0.003675218,0.00104335,0.0009507444,0.01032918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256808,"about_ca_system_score_gemma":0.001155024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002673733,"about_ca_topic_score_gemma":0.003577594,"domain_scores_codex":[0.999719,0.00004595433,0.00002485733,0.00004719064,0.0001095477,0.00005342573],"domain_scores_gemma":[0.9997035,0.00007617536,0.00003259918,0.00001182183,0.0001116131,0.00006416909],"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":[0.00003555344,0.00005834828,0.0008504847,0.001508083,0.000008043201,0.0002638332,0.0003793149,0.0006040724,0.001149997,0.06926256,0.2234041,0.7024756],"study_design_scores_gemma":[0.000001167056,0.00001257359,0.0007134679,0.0002563904,0.000002008407,0.000154887,0.0001272567,0.00006115168,0.000111328,0.00141909,0.9971366,0.000004143541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.00488293,0.3856521,0.006043491,0.009996432,0.004990618,0.0001225679,0.00124864,0.0004350469,0.5866283],"genre_scores_gemma":[0.04171113,0.639704,0.009749307,0.004678211,0.004973716,0.0001622538,0.00286233,0.0002205709,0.2959384],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04381004,"threshold_uncertainty_score":0.1465592,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"J. Maisonneuve","is_ca":false},{"name":"M. Deschanel","is_ca":false},{"name":"Jürgen Heiles","is_ca":false},{"name":"Wei Li","is_ca":true},{"name":"Hong Liu","is_ca":true},{"name":"Randy Sharpe","is_ca":false},{"name":"Yiyan Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1174968347970417,"gpt":0.4156359292653926,"spread":0.2981390944683509,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001641819,0.0006893753,0.0006029955,0.003868347,0.0007465737,0.003335586,0.00164365,0.002299258,0.007521864],"category_scores_gemma":[0.002568089,0.0007150225,0.0005470002,0.004668671,0.0003154775,0.004190565,0.001410014,0.002137137,0.006847402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0014558,"about_ca_system_score_gemma":0.00238119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002249519,"about_ca_topic_score_gemma":0.001150942,"domain_scores_codex":[0.9983665,0.000180838,0.0001536043,0.000179124,0.001005294,0.0001145417],"domain_scores_gemma":[0.9988336,0.0002512849,0.00007212863,0.00007914213,0.0006606531,0.0001032299],"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":[0.0000763587,0.000118423,0.0005939071,0.001664207,0.00001851569,0.0003205327,0.0001908595,0.002185171,0.006463398,0.02883925,0.04148411,0.9180452],"study_design_scores_gemma":[0.00001253331,0.00009920391,0.000585177,0.0006898299,0.00002126526,0.0007487509,0.0001073772,0.002876174,0.003302173,0.008314417,0.9832056,0.00003750165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008240482,0.4208506,0.2425283,0.008922167,0.004568396,0.001327431,0.00145741,0.00328816,0.3088171],"genre_scores_gemma":[0.05319756,0.6375747,0.1695582,0.004082741,0.004385951,0.001310423,0.005903736,0.0009799984,0.1230068],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007521864,"threshold_uncertainty_score":0.02516317,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Lynda Hardman","is_ca":false},{"name":"Željko Obrenović","is_ca":false},{"name":"Frank Nack","is_ca":false},{"name":"Brigitte Kerhervé","is_ca":true},{"name":"Kurt Piersol","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06536604753102654,"gpt":0.3150086015704312,"spread":0.2496425540394047,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00524032,0.001374357,0.0008890074,0.003785769,0.002491382,0.009418927,0.00208039,0.002299459,0.01394922],"category_scores_gemma":[0.02723989,0.001456766,0.002331598,0.003027461,0.006345617,0.01423376,0.004738644,0.002609489,0.004059842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002424425,"about_ca_system_score_gemma":0.002380479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003582421,"about_ca_topic_score_gemma":0.001977811,"domain_scores_codex":[0.9910427,0.003419097,0.0005624996,0.002201421,0.001928282,0.0008459412],"domain_scores_gemma":[0.9816036,0.009160617,0.001072335,0.002681206,0.004960024,0.0005222908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007421586,0.00001970153,0.0004028002,0.0000568196,0.000015479,0.0002142561,0.001058261,0.001441505,0.001099231,0.9868924,0.0006861174,0.008039255],"study_design_scores_gemma":[0.00001699133,0.00002251003,0.0002360447,0.00004350456,0.00003095929,0.0001537515,0.0004628597,0.02959388,0.004251306,0.9594845,0.005668354,0.00003535311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03622232,0.0004840473,0.9343829,0.0007741124,0.0001970673,0.0001340699,0.0005536271,0.001655181,0.02559676],"genre_scores_gemma":[0.6927692,0.0007144468,0.280233,0.0002888496,0.0003930891,0.0003727539,0.001779362,0.00149539,0.02195396],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01394922,"threshold_uncertainty_score":0.04666477,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Monica S. Castelhano","is_ca":true},{"name":"Paul Muter","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02089285822470573,"gpt":0.3330645960639154,"spread":0.3121717378392097,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001727877,0.0007244487,0.0005277882,0.0005653123,0.0001554501,0.0009381053,0.0007393746,0.0005122999,0.003807582],"category_scores_gemma":[0.0121924,0.0002670277,0.0002491983,0.0005069789,0.0002498473,0.001592994,0.000489101,0.0003055936,0.001337787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002084434,"about_ca_system_score_gemma":0.0002470503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000261035,"about_ca_topic_score_gemma":0.0004533879,"domain_scores_codex":[0.9985439,0.0007663284,0.0001347842,0.000238178,0.0002623521,0.00005455291],"domain_scores_gemma":[0.9907437,0.006808488,0.0009128829,0.000631142,0.0007092541,0.0001946007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004474496,0.001037049,0.004964208,0.002081857,0.00007457063,0.0004680855,0.0009288023,0.002422022,0.5375084,0.0006156134,0.002243553,0.4431814],"study_design_scores_gemma":[0.001765055,0.02820686,0.1289619,0.000393632,0.0005531159,0.003914387,0.001599642,0.06387258,0.7403603,0.003997079,0.02590156,0.0004739749],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9200029,0.001177429,0.07128886,0.0002117883,0.0000653004,0.0005622504,0.0001806614,0.002107896,0.004402979],"genre_scores_gemma":[0.8513366,0.0008468201,0.143597,0.0001046539,0.00007844345,0.0003123169,0.0002914147,0.0002314949,0.003201109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003807582,"threshold_uncertainty_score":0.01273763,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Andrea Bunt","is_ca":true},{"name":"Giuseppe Carenini","is_ca":true},{"name":"Cristina Conati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1311047354095972,"gpt":0.3598790303687918,"spread":0.2287742949591947,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003765487,0.0005743944,0.0003786897,0.00061942,0.0003401453,0.00173371,0.001015421,0.001050955,0.02854851],"category_scores_gemma":[0.001796261,0.0002393284,0.0002916191,0.0006352252,0.0002416315,0.002083343,0.001223201,0.0009888164,0.00746586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000319217,"about_ca_system_score_gemma":0.0001944501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005478097,"about_ca_topic_score_gemma":0.0005052133,"domain_scores_codex":[0.9997333,0.00005786988,0.00001232536,0.00004049245,0.0001294506,0.00002662041],"domain_scores_gemma":[0.99945,0.0002531285,0.00001927345,0.00009387386,0.0001283352,0.00005530267],"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":[0.000345618,0.0002031194,0.0003555432,0.0004086602,0.00003997336,0.0003287009,0.0004038464,0.007271825,0.06009521,0.02134674,0.07249087,0.83671],"study_design_scores_gemma":[0.0002211338,0.0004423674,0.003539412,0.0003444925,0.0001827698,0.001968625,0.0006061818,0.3483179,0.08232516,0.09988794,0.4620135,0.0001505605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0327937,0.005922891,0.8196391,0.001265737,0.001369484,0.0002675438,0.000631313,0.02686411,0.1112461],"genre_scores_gemma":[0.4136824,0.006067506,0.3236638,0.000627953,0.001322059,0.0003585271,0.002102813,0.004088647,0.2480863],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02854851,"threshold_uncertainty_score":0.09550428,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Rainforest Scully-Blaker","is_ca":true},{"name":"Jason Begy","is_ca":true},{"name":"Mia Consalvo","is_ca":true},{"name":"Sarah Christina Ganzon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08506979523729666,"gpt":0.3486734394203542,"spread":0.2636036441830575,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001289075,0.0004281074,0.0003463312,0.001365433,0.003728026,0.00433013,0.0009845725,0.0007301227,0.002789392],"category_scores_gemma":[0.004681213,0.0002823063,0.0002399997,0.0007147286,0.005224285,0.003032194,0.005736049,0.001571013,0.0004177867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265585,"about_ca_system_score_gemma":0.0008110811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004780832,"about_ca_topic_score_gemma":0.01163327,"domain_scores_codex":[0.9980837,0.0009832504,0.00006703372,0.0002548399,0.000260694,0.0003505849],"domain_scores_gemma":[0.9983662,0.0006484654,0.000218116,0.00009536273,0.0001732548,0.0004986202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006537946,0.00005158848,0.009199778,0.00007737077,0.00001041664,0.0005809104,0.9689258,0.00005872461,0.002060422,0.002460692,0.0007662765,0.01574264],"study_design_scores_gemma":[0.000002990547,0.00008643607,0.01860483,0.00008842941,0.000008214696,0.000689833,0.9612995,0.0002152585,0.0008545616,0.001211888,0.0169092,0.00002885601],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841024,0.0001575802,0.003320451,0.0004116043,0.00002773216,0.00004763693,0.00005535174,0.00003804726,0.01183917],"genre_scores_gemma":[0.9939395,0.0001532975,0.00136869,0.00009413785,0.00001068183,0.0000448133,0.00007604695,0.00004706522,0.004265802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004780832,"threshold_uncertainty_score":0.009505987,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web; Knowledge management; Sociology; Multimedia; Mathematics education; Human–computer interaction; Psychology","authors":[{"name":"Martyn Wild","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01885637417685463,"gpt":0.3355320605489936,"spread":0.3166756863721389,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002126892,0.001018526,0.0007106775,0.001681816,0.001028026,0.002956404,0.001674724,0.001328271,0.04773652],"category_scores_gemma":[0.005964729,0.0005683825,0.0007930559,0.001790539,0.0005671254,0.007770361,0.006800955,0.001005157,0.01999114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001051116,"about_ca_system_score_gemma":0.001071108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01905296,"about_ca_topic_score_gemma":0.03205886,"domain_scores_codex":[0.9985664,0.0004275925,0.0001386741,0.0002787867,0.0004096562,0.0001789601],"domain_scores_gemma":[0.9978305,0.0007574746,0.000119853,0.0006213518,0.0002213542,0.0004494591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001025163,0.0003031156,0.007873976,0.00133109,0.0001821065,0.0005470172,0.002176828,0.003357894,0.005077319,0.04217688,0.6108713,0.3250773],"study_design_scores_gemma":[0.00007753376,0.0001221642,0.006031231,0.000318279,0.00003695602,0.0002014968,0.001155821,0.02889046,0.002231469,0.02728538,0.9335704,0.00007872974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.06368444,0.008255241,0.1345782,0.01290623,0.001596869,0.002223918,0.2799162,0.2479855,0.2488533],"genre_scores_gemma":[0.3457302,0.005247085,0.1378103,0.003388521,0.0004481804,0.00278309,0.3510126,0.01595766,0.1376225],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04773652,"threshold_uncertainty_score":0.1596946,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Instant messaging; Computer science; Broadcasting (networking); Instant; Multimedia; Computer network","authors":[{"name":"Stephanie de Smale","is_ca":true},{"name":"Saul Greenberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01477470926439175,"gpt":0.3137636021181952,"spread":0.2989888928538035,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004070885,0.0005420493,0.0003566414,0.001164211,0.002123366,0.00311927,0.001296094,0.001750354,0.005792731],"category_scores_gemma":[0.01851279,0.0007423954,0.0002563318,0.00128992,0.002075912,0.007485677,0.002762677,0.0009061085,0.002429279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006831455,"about_ca_system_score_gemma":0.0003747004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001235834,"about_ca_topic_score_gemma":0.001131498,"domain_scores_codex":[0.9929062,0.0049802,0.000289663,0.0004789195,0.0009745873,0.0003703748],"domain_scores_gemma":[0.9826902,0.01093969,0.001900543,0.00317593,0.0008573877,0.0004362772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003400289,0.0006149484,0.03710364,0.001663622,0.0001012013,0.003276536,0.09613407,0.005398765,0.09550105,0.07306611,0.02041595,0.6633238],"study_design_scores_gemma":[0.0005650528,0.00400391,0.06866314,0.001233971,0.0009239734,0.01150364,0.0334132,0.03364649,0.1729583,0.0617929,0.6106169,0.0006785407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.618687,0.002385885,0.2650301,0.002497582,0.0004062378,0.0005205295,0.000356472,0.007862807,0.1022534],"genre_scores_gemma":[0.9406416,0.0005917727,0.04550412,0.0003209058,0.0001721094,0.0001848787,0.0001642084,0.0003447488,0.01207558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005792731,"threshold_uncertainty_score":0.0215292,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Mozilla Foundation","keywords":"Ajax; Computer science; World Wide Web; Web application","authors":[{"name":"P. A. Thießen","is_ca":true},{"name":"Charles Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05687719869256135,"gpt":0.3891219013379432,"spread":0.3322447026453818,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001074795,0.0006878131,0.0005080533,0.0009839339,0.001721457,0.003044119,0.001767549,0.001275786,0.09261575],"category_scores_gemma":[0.003204067,0.0005121022,0.0005922175,0.0009350459,0.0005241033,0.003920015,0.002993229,0.001622554,0.03509304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004631403,"about_ca_system_score_gemma":0.0007782376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002803768,"about_ca_topic_score_gemma":0.004569574,"domain_scores_codex":[0.9992343,0.000150708,0.00004713255,0.0001594799,0.0003184867,0.00008977224],"domain_scores_gemma":[0.9980041,0.0005027469,0.0001243759,0.0005462098,0.0005599963,0.0002625827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001421723,0.0001858226,0.001339023,0.001176573,0.00006151223,0.001200042,0.002755947,0.001591541,0.02690564,0.05319425,0.5972123,0.3129556],"study_design_scores_gemma":[0.0000658097,0.00006459736,0.0008210893,0.00007170584,0.0000192654,0.0005276442,0.0002108026,0.002240999,0.005229066,0.004320604,0.9863853,0.00004308931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02062996,0.003158196,0.2366364,0.00298382,0.002406825,0.0006199052,0.01217956,0.2026569,0.5187284],"genre_scores_gemma":[0.208866,0.003195896,0.2782061,0.002979515,0.001346045,0.001319672,0.0223812,0.03100673,0.4506988],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09261575,"threshold_uncertainty_score":0.3098305,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Infineon Technologies (Canada)","funders":"","keywords":"Computer science","authors":[{"name":"Nico A. Kelling","is_ca":true},{"name":"Patrick Leteinturier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05876181594170839,"gpt":0.3044771543032942,"spread":0.2457153383615858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002504803,0.0002540764,0.000207336,0.00120671,0.0006570945,0.004209481,0.0009921612,0.001650866,0.0187266],"category_scores_gemma":[0.002318489,0.0001805756,0.0002206377,0.002457545,0.0009996835,0.009242924,0.000974897,0.0009442173,0.003477373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008988566,"about_ca_system_score_gemma":0.0009681793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249856,"about_ca_topic_score_gemma":0.002582131,"domain_scores_codex":[0.9990351,0.0001969241,0.00005330376,0.0001512541,0.0004265784,0.000136746],"domain_scores_gemma":[0.9967399,0.001435977,0.0003679769,0.0001131405,0.00104188,0.000301062],"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":[0.0003246059,0.0003726796,0.0327043,0.001482087,0.00001781912,0.0007226589,0.002121818,0.001925294,0.008375498,0.1830761,0.05583825,0.7130389],"study_design_scores_gemma":[0.00002936976,0.001025617,0.03030241,0.0008453289,0.00002397668,0.002993749,0.02133501,0.008015065,0.00855317,0.03864892,0.8881665,0.00006099762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3721937,0.110331,0.03249503,0.1635842,0.001632344,0.0001696617,0.0008725128,0.0008391545,0.3178824],"genre_scores_gemma":[0.6093259,0.1611,0.0261024,0.01000433,0.002152004,0.0001633972,0.001448223,0.0003944557,0.1893093],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0187266,"threshold_uncertainty_score":0.06264669,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Lingling Sun","is_ca":true},{"name":"Julita Vassileva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05362069239084244,"gpt":0.3750332031351623,"spread":0.3214125107443199,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001810798,0.0003653919,0.0002712474,0.0006041929,0.001319887,0.001805074,0.0006541144,0.0009837671,0.01332542],"category_scores_gemma":[0.009868965,0.0001828932,0.0002375229,0.0005014184,0.0005017701,0.001693627,0.002341069,0.000936211,0.001030818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003034411,"about_ca_system_score_gemma":0.0005154666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011145,"about_ca_topic_score_gemma":0.002807415,"domain_scores_codex":[0.9986172,0.000841835,0.00002515535,0.000105735,0.0002980617,0.000112049],"domain_scores_gemma":[0.9902728,0.007390984,0.0004479634,0.0006155646,0.0004895571,0.0007830597],"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":[0.003273834,0.008220281,0.02100721,0.001390015,0.0001240041,0.0008682089,0.04376576,0.005604138,0.09281012,0.04395399,0.048072,0.7309105],"study_design_scores_gemma":[0.002645712,0.008873465,0.1346492,0.001113871,0.0005005844,0.001424765,0.05642459,0.1482755,0.125481,0.1869845,0.3332648,0.0003619161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8701506,0.0005998778,0.0363332,0.001852402,0.0003824239,0.0003097682,0.000153436,0.002376629,0.08784158],"genre_scores_gemma":[0.9745079,0.00008889916,0.0133188,0.00007470477,0.00005477081,0.0001225281,0.00007250468,0.0001065322,0.01165345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01332542,"threshold_uncertainty_score":0.04457796,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"L. Li","is_ca":true},{"name":"A. Karmouch","is_ca":true},{"name":"N.D. Georganas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05574776564936902,"gpt":0.3435607721170897,"spread":0.2878130064677207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00148532,0.0003748513,0.0004639315,0.0005600178,0.0004524981,0.001104728,0.00080521,0.0007176624,0.002166885],"category_scores_gemma":[0.004217127,0.0003212576,0.0002523192,0.0006857887,0.001087181,0.001697771,0.001024955,0.0006255059,0.0004122693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088481,"about_ca_system_score_gemma":0.0006941748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244108,"about_ca_topic_score_gemma":0.0005728307,"domain_scores_codex":[0.9984163,0.0005874815,0.00007014024,0.0002619491,0.0005440245,0.0001200529],"domain_scores_gemma":[0.9982325,0.001017264,0.0002326083,0.0001989225,0.000254856,0.00006377231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000855147,0.0001436363,0.001471417,0.0006424828,0.00007046397,0.0006908216,0.000998697,0.2227604,0.09516547,0.3914274,0.006080854,0.2796934],"study_design_scores_gemma":[0.0001173556,0.000624723,0.0008108094,0.0000445815,0.00005082398,0.0006602428,0.0002420931,0.892959,0.03660727,0.04255722,0.0252744,0.00005145682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04270205,0.001949079,0.9470855,0.0004064436,0.0001779053,0.00007473351,0.00002645681,0.0003503546,0.007227508],"genre_scores_gemma":[0.8700399,0.002219852,0.1168472,0.0001690987,0.0002672486,0.0001867079,0.00008715569,0.00008644776,0.01009639],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002166885,"threshold_uncertainty_score":0.007897556,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"IBM (Canada); Queen's University; University of Toronto","funders":"","keywords":"Computer science; The Internet; World Wide Web","authors":[{"name":"Mark Chignell","is_ca":true},{"name":"Yelena Yesha","is_ca":true},{"name":"Joanna Ng","is_ca":true},{"name":"James R. Cordy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01876878856103202,"gpt":0.3012294966021132,"spread":0.2824607080410811,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003239698,0.0006409134,0.0003292111,0.001143158,0.001044742,0.004123324,0.0005044292,0.00144313,0.05907944],"category_scores_gemma":[0.0008466896,0.0002964587,0.0002786509,0.001465606,0.001507863,0.007620575,0.002129355,0.002247166,0.02744356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007775783,"about_ca_system_score_gemma":0.0008317894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009883973,"about_ca_topic_score_gemma":0.002008365,"domain_scores_codex":[0.9997706,0.00004072338,0.000006775189,0.00004335254,0.0001085998,0.00003003539],"domain_scores_gemma":[0.9997585,0.00005932592,0.00001398739,0.00006434513,0.00004673309,0.000057139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001727716,0.00002608219,0.0001519437,0.000105713,0.000006425225,0.00007981515,0.0003497632,0.0002068756,0.0005505562,0.3024161,0.452985,0.2431045],"study_design_scores_gemma":[0.000001753274,0.000006123638,0.0001295847,0.00006544762,0.000002132617,0.00007887876,0.00009367085,0.0001342134,0.00009389283,0.02980213,0.9695892,0.000003084302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001142535,0.02386272,0.006543764,0.006425513,0.002751647,0.00003271675,0.0001377689,0.0003924739,0.9587108],"genre_scores_gemma":[0.01813538,0.02233182,0.003950725,0.003034471,0.001709348,0.00006021428,0.0002803108,0.0002116896,0.9502861],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05907944,"threshold_uncertainty_score":0.1976404,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Peter Han Joo Chong","is_ca":true},{"name":"P. L. So","is_ca":false},{"name":"Perry Ping Shum","is_ca":false},{"name":"Xue Jun Li","is_ca":false},{"name":"Deepanshu Goyal","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02680795369628322,"gpt":0.3621524398688495,"spread":0.3353444861725663,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001047648,0.0008827116,0.0007012262,0.0006292096,0.0004027719,0.00160482,0.002204259,0.001341477,0.007246095],"category_scores_gemma":[0.002934815,0.0005541843,0.0005608089,0.0003731748,0.0002872282,0.00109478,0.0008209074,0.001053143,0.003815938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002309676,"about_ca_system_score_gemma":0.0004123932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005317907,"about_ca_topic_score_gemma":0.0002796766,"domain_scores_codex":[0.9984165,0.000395947,0.0001962957,0.0002119101,0.0006353657,0.0001440383],"domain_scores_gemma":[0.9989905,0.0001877376,0.0000460924,0.0001371354,0.0005618954,0.00007671908],"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":[0.0006884989,0.0003003286,0.002335131,0.001833276,0.0002080024,0.001776945,0.002011831,0.008364731,0.2638353,0.03793444,0.02383301,0.6568786],"study_design_scores_gemma":[0.0003651825,0.001854966,0.004611877,0.0004692512,0.000378237,0.00460055,0.0003951276,0.2312125,0.3043209,0.008433798,0.4430784,0.0002791885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004206964,0.0003593128,0.9841465,0.00009725898,0.0001247316,0.0005594325,0.00007553394,0.006229818,0.00420031],"genre_scores_gemma":[0.1019631,0.0005963992,0.8802614,0.0003668123,0.0001041757,0.001580393,0.0004884749,0.0008495698,0.01378972],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007246095,"threshold_uncertainty_score":0.02424061,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2051708150","doi":"10.1117/12.483908","title":"<title>Efficient VOD Broadcasting Scheme with User Bandwidth Limit</title>","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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Yan Edward","is_ca":true},{"name":"Tiko Kameda","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01646651612903175,"gpt":0.2500011895961997,"spread":0.233534673467168,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004369592,0.0002832264,0.0006627994,0.0006654838,0.0007486562,0.0005444008,0.0009063058,0.0005609791,0.004517853],"category_scores_gemma":[0.0009165255,0.0001711508,0.0002308686,0.0006750585,0.0004249835,0.0008306939,0.0006614667,0.0005760358,0.00109158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008740199,"about_ca_system_score_gemma":0.0006493559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00250373,"about_ca_topic_score_gemma":0.003395173,"domain_scores_codex":[0.9996964,0.00006643554,0.00002042458,0.00003716581,0.0001016813,0.00007801079],"domain_scores_gemma":[0.9993906,0.0001284048,0.00003340888,0.0001484295,0.0002386504,0.00006050612],"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":[0.002409553,0.000243128,0.001607276,0.0004744814,0.00007543053,0.0005562183,0.0003681367,0.03118843,0.3198771,0.09508709,0.02735273,0.5207605],"study_design_scores_gemma":[0.0005492153,0.0005937228,0.001769661,0.0001127288,0.00008430285,0.001346449,0.0002263958,0.7558388,0.1333927,0.03704465,0.0688484,0.0001930753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1313572,0.002570447,0.8211998,0.001259359,0.0005953929,0.0002661831,0.000538188,0.002623643,0.03958984],"genre_scores_gemma":[0.8044014,0.0008290624,0.1768035,0.000402761,0.0002180831,0.0001734758,0.0006638001,0.0001084968,0.01639949],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9954821,"threshold_uncertainty_score":0.01511371,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","authors":[{"name":"Robert Soden","is_ca":true},{"name":"Laura Devendorf","is_ca":false},{"name":"Richmond Y. Wong","is_ca":false},{"name":"Yoko Akama","is_ca":false},{"name":"Ann Light","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06597583286604947,"gpt":0.3987217597260813,"spread":0.3327459268600318,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01267714,0.001529314,0.0009407417,0.005985037,0.008083863,0.02391924,0.002075884,0.004304079,0.01177946],"category_scores_gemma":[0.02263221,0.001089155,0.001154248,0.00514296,0.03456942,0.02606883,0.01493927,0.00569305,0.001478164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00697348,"about_ca_system_score_gemma":0.004251697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004790359,"about_ca_topic_score_gemma":0.002477218,"domain_scores_codex":[0.9792317,0.01477824,0.0008766218,0.00111069,0.002996761,0.001005934],"domain_scores_gemma":[0.9815044,0.01551734,0.0004459111,0.001123514,0.000989749,0.0004190701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002732743,0.000009226987,0.0006085135,0.0004669846,0.00001797296,0.0002162319,0.09880704,0.0007852186,0.0003640263,0.8508797,0.007417852,0.04039994],"study_design_scores_gemma":[0.00001403902,0.00003922043,0.0004866999,0.001294677,0.00002042,0.0005436534,0.04164895,0.001414382,0.000366017,0.5943843,0.3597088,0.00007886755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02441328,0.09266958,0.3813279,0.05953611,0.004073217,0.000419302,0.0003253929,0.00130565,0.4359295],"genre_scores_gemma":[0.8340801,0.0458974,0.06560984,0.007094982,0.001886023,0.001338187,0.0002851341,0.0007261033,0.04308227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02391924,"threshold_uncertainty_score":0.06704396,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Ahui Hu","is_ca":true},{"name":"Ioanis Nikolaidis","is_ca":true},{"name":"Peter van der Beek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06018262222983477,"gpt":0.3203521088096829,"spread":0.2601694865798481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00119916,0.0007457447,0.001054176,0.0006793199,0.0005317988,0.0007672738,0.001278942,0.0005103659,0.002367751],"category_scores_gemma":[0.003775863,0.0005568747,0.0002962154,0.0009390044,0.0004902317,0.0008022467,0.0006658923,0.0005496725,0.0005524202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009931215,"about_ca_system_score_gemma":0.001370881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002029839,"about_ca_topic_score_gemma":0.003053521,"domain_scores_codex":[0.999373,0.0002232957,0.00003194918,0.00009388811,0.000180439,0.00009742293],"domain_scores_gemma":[0.9980803,0.00112489,0.0002341842,0.0001267861,0.0003372622,0.00009656265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002730551,0.0001138034,0.0003817028,0.0004766828,0.00004263942,0.0001189294,0.0002390207,0.8086635,0.01950889,0.06026263,0.003902762,0.1060163],"study_design_scores_gemma":[0.00004353935,0.0001008605,0.0001005682,0.00001926836,0.00001301277,0.00003182529,0.00004151278,0.9855871,0.002960402,0.007924967,0.003167667,0.000009233764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02310776,0.0003110713,0.9719638,0.0000845459,0.0000393624,0.0001919003,0.0001099254,0.0001895962,0.004002019],"genre_scores_gemma":[0.5081269,0.001178115,0.4863,0.00007846152,0.00009598438,0.0005387933,0.0004366765,0.0001814405,0.00306355],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002367751,"threshold_uncertainty_score":0.00792098,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Brian Corrie","is_ca":false},{"name":"Hong-Yee Wong","is_ca":false},{"name":"Todd Zimmerman","is_ca":false},{"name":"Stephen Marsh","is_ca":false},{"name":"Andrew S. Patrick","is_ca":false},{"name":"Janice Singer","is_ca":false},{"name":"Bruno Emond","is_ca":false},{"name":"Sylvie Noël","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05927112270419285,"gpt":0.4039938434386721,"spread":0.3447227207344793,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01166752,0.0005893262,0.0006636502,0.001659644,0.001253113,0.010831,0.002186843,0.003523927,0.002433198],"category_scores_gemma":[0.02224161,0.0006864671,0.0005464614,0.00177816,0.006863993,0.01393789,0.006992986,0.003521477,0.0009833256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003076972,"about_ca_system_score_gemma":0.002226886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002966701,"about_ca_topic_score_gemma":0.001432251,"domain_scores_codex":[0.988243,0.004752586,0.000599807,0.0009230223,0.004934271,0.0005473245],"domain_scores_gemma":[0.9907595,0.003105648,0.0008477772,0.001197106,0.003295771,0.000794135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004949754,0.00007806798,0.003489256,0.0005202073,0.00003104124,0.0002660481,0.009757446,0.00669087,0.00266,0.8058801,0.005333805,0.1652436],"study_design_scores_gemma":[0.00004027001,0.0002015135,0.003908488,0.0005830735,0.00003453347,0.0007050313,0.006622001,0.03584277,0.00191445,0.765246,0.1848204,0.00008153453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0221347,0.008650552,0.8648417,0.01481366,0.0004767442,0.0002412538,0.00009037516,0.0005211011,0.08822982],"genre_scores_gemma":[0.5924428,0.01223056,0.377391,0.001236038,0.0004926922,0.0005504687,0.0002488918,0.0001491611,0.01525845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01166752,"threshold_uncertainty_score":0.06170446,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Cristian Gadea","is_ca":true},{"name":"Bogdan Solomon","is_ca":true},{"name":"Bogdan Ionescu","is_ca":true},{"name":"Dan Ionescu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1006281833175015,"gpt":0.3362812534482588,"spread":0.2356530701307573,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009489626,0.0004967748,0.0004259885,0.0006970181,0.001879729,0.001358749,0.001753868,0.0009886407,0.004771904],"category_scores_gemma":[0.00160286,0.0002821621,0.0005633093,0.000819513,0.0004257472,0.002092475,0.002859666,0.0009538347,0.001714985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006601923,"about_ca_system_score_gemma":0.001700718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003556029,"about_ca_topic_score_gemma":0.003991241,"domain_scores_codex":[0.9992619,0.0001529489,0.00005063751,0.000113328,0.0002872312,0.0001339965],"domain_scores_gemma":[0.9987279,0.000153893,0.00009542986,0.0003136954,0.0002397094,0.000469449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003439546,0.002871339,0.008802811,0.0009619725,0.0002559101,0.00448287,0.002683014,0.03394106,0.1871132,0.08693784,0.1227944,0.545716],"study_design_scores_gemma":[0.0007548447,0.001410088,0.01008361,0.0001715528,0.0001861333,0.002378812,0.000943457,0.5962827,0.06819832,0.03776531,0.2814882,0.000336835],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1184734,0.0005319308,0.8180922,0.001263784,0.0004767746,0.002623249,0.001147977,0.02345656,0.0339342],"genre_scores_gemma":[0.487309,0.0003839291,0.4883831,0.0004183235,0.0001894353,0.001083706,0.001695039,0.0008844076,0.0196531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004771904,"threshold_uncertainty_score":0.01596367,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Joel Lanir","is_ca":true},{"name":"Kellogg S. Booth","is_ca":true},{"name":"Anthony Tang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1032321928082594,"gpt":0.3702750029747631,"spread":0.2670428101665037,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002229293,0.001344436,0.0008162518,0.001601837,0.001105361,0.004659622,0.003727876,0.00266879,0.1814875],"category_scores_gemma":[0.007931797,0.0009138006,0.001159018,0.0006995808,0.0005631386,0.007076043,0.006347785,0.002371154,0.05237007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006429762,"about_ca_system_score_gemma":0.00107166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004497838,"about_ca_topic_score_gemma":0.0008247807,"domain_scores_codex":[0.9982475,0.0003680493,0.000114337,0.0003099463,0.0007924092,0.0001677048],"domain_scores_gemma":[0.9961461,0.001013169,0.0002171347,0.0008598513,0.000958511,0.000805116],"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":[0.0006814715,0.0003641479,0.001362875,0.001501745,0.00007663845,0.0006927257,0.001455471,0.001298331,0.02754538,0.03578984,0.3630925,0.5661388],"study_design_scores_gemma":[0.00009131143,0.0002373797,0.0005718149,0.0001426329,0.0000437532,0.00132455,0.0001178176,0.004979474,0.009668639,0.006131298,0.9766019,0.00008933531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.008600478,0.00223599,0.7317061,0.001923942,0.002697794,0.0009301134,0.002944912,0.1332878,0.1156729],"genre_scores_gemma":[0.06740256,0.002721978,0.5742809,0.002684381,0.001518355,0.001351384,0.009146493,0.0246527,0.3162413],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1814875,"threshold_uncertainty_score":0.6071362,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Anna Macaranas","is_ca":true},{"name":"Gina Venolia","is_ca":false},{"name":"Kori Inkpen","is_ca":false},{"name":"John Tang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02931013266816574,"gpt":0.3013506335622314,"spread":0.2720405008940656,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001291579,0.0004564168,0.0001954466,0.0005004384,0.001521113,0.001949416,0.0008359649,0.0009011913,0.002874885],"category_scores_gemma":[0.003200692,0.0002175253,0.0003649764,0.00044467,0.001400991,0.003194261,0.003228744,0.0007850769,0.0005108748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003990932,"about_ca_system_score_gemma":0.0003707064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008965523,"about_ca_topic_score_gemma":0.001702296,"domain_scores_codex":[0.9988224,0.0007254722,0.00002973922,0.0001392561,0.0001476569,0.0001354353],"domain_scores_gemma":[0.998423,0.000851699,0.0001605439,0.0001734113,0.00009662862,0.0002947213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005880481,0.001004801,0.02700601,0.00250499,0.0001768268,0.002306139,0.543224,0.000789487,0.04959994,0.01052975,0.009852889,0.3524171],"study_design_scores_gemma":[0.0001824008,0.005660467,0.1354553,0.001920496,0.0005613804,0.01187313,0.5075095,0.003665014,0.0360196,0.01230258,0.2844673,0.0003828807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9143262,0.001170529,0.02968457,0.0008187501,0.00009542485,0.0003946746,0.0001859189,0.0001922566,0.05313177],"genre_scores_gemma":[0.9820591,0.000663174,0.01181712,0.0002640315,0.00004869014,0.0002016892,0.0001156477,0.00004700516,0.004783674],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.002874885,"threshold_uncertainty_score":0.009617448,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"M.O. van Deventer","is_ca":false},{"name":"Hans Stokking","is_ca":false},{"name":"Matt Hammond","is_ca":false},{"name":"Jean Le Feuvre","is_ca":false},{"name":"Pablo César","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09559180840643092,"gpt":0.3934511051776426,"spread":0.2978592967712117,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01025996,0.001445529,0.001198322,0.005672417,0.002078668,0.00769525,0.003687443,0.00577109,0.008999821],"category_scores_gemma":[0.01666129,0.0009974726,0.001118147,0.005059581,0.002072966,0.006694525,0.005431331,0.006027583,0.01327077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002204364,"about_ca_system_score_gemma":0.005715451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002958797,"about_ca_topic_score_gemma":0.002050899,"domain_scores_codex":[0.9885139,0.001638144,0.002177406,0.0008086405,0.005868049,0.0009938332],"domain_scores_gemma":[0.9823419,0.002798387,0.001043234,0.004141238,0.008928591,0.0007464857],"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":[0.0003389256,0.0003588966,0.001406239,0.002181786,0.00008756675,0.0009279599,0.002558675,0.005336856,0.0391721,0.3800633,0.1027621,0.4648055],"study_design_scores_gemma":[0.00004086233,0.00008039855,0.0006386954,0.001369767,0.00005929518,0.0007916499,0.0004027441,0.006445755,0.01508478,0.03563388,0.9393504,0.0001016536],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006098012,0.01785274,0.7979188,0.004688057,0.004728844,0.0016889,0.002042624,0.01171366,0.1532685],"genre_scores_gemma":[0.1103182,0.04821586,0.6610693,0.006703022,0.004711099,0.006141186,0.01898264,0.005853122,0.1380056],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01025996,"threshold_uncertainty_score":0.05426049,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Cheng-Hsin Hsu","is_ca":false},{"name":"Mohamed Hefeeda","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02226645719882147,"gpt":0.327763971506339,"spread":0.3054975143075175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005805079,0.0004445043,0.0005285159,0.0002852396,0.0004256938,0.000577445,0.0006086279,0.0005175849,0.000514899],"category_scores_gemma":[0.002126598,0.0001806606,0.0002348484,0.0005633305,0.0005817703,0.001013071,0.0005820409,0.0005629492,0.0001111067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004163359,"about_ca_system_score_gemma":0.0002111529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179969,"about_ca_topic_score_gemma":0.001008284,"domain_scores_codex":[0.999733,0.00008757293,0.0000112802,0.00004112156,0.00008107233,0.00004590023],"domain_scores_gemma":[0.9990381,0.000616838,0.00009078958,0.000116965,0.00009812033,0.00003924055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007810338,0.0001941215,0.001845466,0.0003084971,0.0001297115,0.0009713308,0.0005632465,0.6583416,0.1715267,0.03022925,0.001390929,0.133718],"study_design_scores_gemma":[0.00005797358,0.0002114344,0.0003763177,0.000008958413,0.00002421026,0.0001386101,0.0001032338,0.971894,0.02041972,0.005668742,0.001079591,0.00001717115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3005036,0.0007573073,0.6949865,0.0002743798,0.00006082632,0.0001031412,0.000052708,0.0002490217,0.003012553],"genre_scores_gemma":[0.9410774,0.0004134588,0.05758348,0.0000396608,0.00004985807,0.00004603087,0.00004549077,0.0000182481,0.0007263486],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001179969,"threshold_uncertainty_score":0.003070056,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Renate Fruchter","is_ca":false},{"name":"Samuel Yen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0889921666804898,"gpt":0.4195561168493386,"spread":0.3305639501688488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0055338,0.001746717,0.0006402486,0.002289331,0.002032559,0.007801048,0.002197706,0.003615388,0.0677189],"category_scores_gemma":[0.01751546,0.0005749714,0.001118751,0.0009446524,0.00481911,0.009182368,0.006994953,0.002276567,0.01840861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001713324,"about_ca_system_score_gemma":0.002061599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003175715,"about_ca_topic_score_gemma":0.002794112,"domain_scores_codex":[0.9937403,0.002303238,0.0003935479,0.001752395,0.001426506,0.0003840056],"domain_scores_gemma":[0.9922014,0.003468852,0.0005796454,0.002544713,0.0007895941,0.0004156888],"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":[0.0006688932,0.0002909053,0.004167407,0.001078844,0.00007725373,0.0007785054,0.02696579,0.002474349,0.008521121,0.3535797,0.06671587,0.5346813],"study_design_scores_gemma":[0.000091514,0.0002499615,0.001521034,0.0005024398,0.00007198377,0.0008526915,0.004715099,0.002749035,0.005431403,0.1045888,0.8791321,0.00009393558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02243929,0.0022479,0.3935512,0.006871089,0.001104187,0.0009747344,0.001137073,0.009564335,0.5621101],"genre_scores_gemma":[0.376474,0.002284473,0.2707509,0.003892025,0.0004794438,0.001381361,0.002901961,0.00155443,0.3402812],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0677189,"threshold_uncertainty_score":0.2265423,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Raja Bose","is_ca":true},{"name":"Jörg Brakensiek","is_ca":true},{"name":"Keun-Young Park","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02451254170001679,"gpt":0.3880201592351592,"spread":0.3635076175351424,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005452171,0.0006450763,0.0003262992,0.0007004524,0.0007107882,0.001698789,0.00128914,0.001121752,0.2222405],"category_scores_gemma":[0.001579527,0.0002319313,0.0003143966,0.0005390063,0.0002897804,0.002461441,0.00193357,0.000754479,0.1341145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002419489,"about_ca_system_score_gemma":0.0005529465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009337149,"about_ca_topic_score_gemma":0.0009330853,"domain_scores_codex":[0.9996496,0.0000448694,0.00001704231,0.00007572682,0.0001454785,0.00006723437],"domain_scores_gemma":[0.9987915,0.0001399668,0.00005399541,0.0002807561,0.0005130354,0.0002208182],"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":[0.001450214,0.0004283989,0.003849222,0.0004992189,0.00002193822,0.0006762769,0.001383809,0.0007675398,0.04937132,0.05552222,0.4139986,0.4720312],"study_design_scores_gemma":[0.00008290786,0.0004553731,0.002748224,0.0000953534,0.00003161226,0.001510484,0.0002828312,0.005064604,0.01932568,0.005945847,0.9643787,0.00007853856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03404403,0.0008644956,0.1765025,0.00109115,0.001525348,0.0008755002,0.007177342,0.04060517,0.7373145],"genre_scores_gemma":[0.1862479,0.001030651,0.04557726,0.001494688,0.0004582235,0.0006976463,0.007406087,0.002864836,0.7542228],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2222405,"threshold_uncertainty_score":0.7434685,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Multimedia; Interactive media; Human–computer interaction","authors":[{"name":"Raouf Boutaba","is_ca":true},{"name":"Kyungyong Chung","is_ca":false},{"name":"Mitsuo Gen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04951955399076109,"gpt":0.3810236748002913,"spread":0.3315041208095302,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001393423,0.0004191154,0.000393236,0.002201802,0.0005183652,0.002852882,0.001059583,0.001403463,0.0230021],"category_scores_gemma":[0.004200905,0.0001845073,0.0003234821,0.005274782,0.0007337326,0.002717825,0.0008384019,0.001437096,0.003838091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149014,"about_ca_system_score_gemma":0.001358329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001528977,"about_ca_topic_score_gemma":0.003078727,"domain_scores_codex":[0.9993035,0.000141886,0.00005088797,0.0001398545,0.0002800747,0.00008382426],"domain_scores_gemma":[0.9934309,0.003339557,0.0005237334,0.0001912789,0.001848056,0.0006665983],"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":[0.0001398142,0.0001448855,0.003378785,0.003040524,0.00003291456,0.0001414248,0.0003314872,0.0006797662,0.004571233,0.03277505,0.07618491,0.8785793],"study_design_scores_gemma":[0.00001794489,0.0001844151,0.007128812,0.0009546831,0.00006749083,0.0008328375,0.0009963321,0.003787449,0.002649317,0.01149859,0.9718421,0.00004004232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02604328,0.7302197,0.02823367,0.04220567,0.005557901,0.0001161195,0.0005922565,0.0008150567,0.1662164],"genre_scores_gemma":[0.1780662,0.6752778,0.04585455,0.01469897,0.01618015,0.0001442788,0.001471544,0.0003104107,0.06799613],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0230021,"threshold_uncertainty_score":0.07694978,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Azzedine Boukerche","is_ca":true},{"name":"Harold Owens","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02041291323391408,"gpt":0.3052461556942958,"spread":0.2848332424603817,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003274041,0.0008265498,0.0009327307,0.001231092,0.001015735,0.001252377,0.001664391,0.0007585811,0.002536088],"category_scores_gemma":[0.009104749,0.0005379938,0.0004055316,0.001567248,0.0008417752,0.002147526,0.001097056,0.001437116,0.0003681036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001533438,"about_ca_system_score_gemma":0.001927069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004732659,"about_ca_topic_score_gemma":0.004796308,"domain_scores_codex":[0.9991417,0.0002861984,0.00005378647,0.0001369669,0.0002668288,0.0001144436],"domain_scores_gemma":[0.9958671,0.002969776,0.0002593071,0.0003038797,0.0004944026,0.0001055265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006935688,0.000152188,0.0009080498,0.0001012634,0.00006780194,0.00003636854,0.0001498247,0.6853174,0.005306662,0.08034932,0.003938615,0.2229789],"study_design_scores_gemma":[0.00003437708,0.00002118361,0.00007799823,0.000003572052,0.00000976563,0.000008108904,0.000009912986,0.9879875,0.0007684992,0.0106769,0.000397174,0.000005013821],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01699102,0.0005765235,0.9801232,0.0002349234,0.0001474336,0.0000434345,0.000036579,0.000369387,0.001477515],"genre_scores_gemma":[0.5510321,0.000863137,0.4426178,0.0002048337,0.000419468,0.0001878713,0.0001834356,0.000226284,0.004264983],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004732659,"threshold_uncertainty_score":0.01731497,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Jae Kyu Lee","is_ca":false},{"name":"Daegon Cho","is_ca":true},{"name":"Gyoo Gun Lim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0301306020269295,"gpt":0.2971177759598039,"spread":0.2669871739328744,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0548702,0.0006148844,0.000500127,0.002008347,0.00170686,0.005327648,0.002746715,0.002076006,0.007498474],"category_scores_gemma":[0.08521736,0.0009152078,0.0005966855,0.0009244494,0.006264812,0.005398273,0.005040012,0.002326688,0.00144019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003723553,"about_ca_system_score_gemma":0.007747475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017144,"about_ca_topic_score_gemma":0.0009544884,"domain_scores_codex":[0.9441436,0.0424411,0.002106436,0.002631335,0.007340343,0.001337277],"domain_scores_gemma":[0.9003338,0.04758532,0.005103762,0.02464359,0.01954516,0.002788363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001490583,0.003474426,0.02281085,0.002420355,0.0001465302,0.00100227,0.03803417,0.02538037,0.0222121,0.5313325,0.007223474,0.3444724],"study_design_scores_gemma":[0.002459009,0.01201773,0.01775159,0.004122248,0.0004186158,0.0006335769,0.02782527,0.1445479,0.067403,0.25551,0.4668784,0.0004326047],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2742949,0.0003144763,0.6136025,0.002576465,0.0003543906,0.01409337,0.0005282573,0.001881056,0.0923546],"genre_scores_gemma":[0.4808356,0.000199266,0.4964128,0.0007974692,0.00004549113,0.01024152,0.0005943608,0.0004304351,0.01044314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0548702,"threshold_uncertainty_score":0.2901849,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Christine Dufour","is_ca":true},{"name":"Elaine G. Toms","is_ca":true},{"name":"Jonathan S. Lewis","is_ca":true},{"name":"Ron Baecker","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03484895312264309,"gpt":0.3566195909181253,"spread":0.3217706377954823,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004412916,0.000494803,0.0003739214,0.001021683,0.001019691,0.003207228,0.001009388,0.001028408,0.001641441],"category_scores_gemma":[0.02975833,0.000395953,0.0003973324,0.0004089446,0.0009097304,0.001793817,0.001835747,0.0008105205,0.0005727092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000457941,"about_ca_system_score_gemma":0.0007794463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001548707,"about_ca_topic_score_gemma":0.0016069,"domain_scores_codex":[0.9964444,0.002358673,0.0002260105,0.0002034546,0.0004656677,0.0003017631],"domain_scores_gemma":[0.9817482,0.01332379,0.001563079,0.001482766,0.0009952744,0.0008869295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001595664,0.001203893,0.1234171,0.001217671,0.0001335507,0.00237848,0.5723482,0.002092535,0.08409575,0.008662493,0.001477281,0.2013773],"study_design_scores_gemma":[0.0008739746,0.004552609,0.3324281,0.0009005938,0.0005556924,0.003159971,0.4745981,0.0473274,0.05190532,0.01634311,0.06672725,0.0006279665],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787787,0.00007088966,0.01551145,0.00007988442,0.000009424331,0.0002040413,0.00001962989,0.0001808333,0.005145133],"genre_scores_gemma":[0.9869596,0.000079249,0.01110086,0.00003429334,0.000008890372,0.0001592947,0.00004298244,0.00002977412,0.001584982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004412916,"threshold_uncertainty_score":0.02333802,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Peter R. King","is_ca":true},{"name":"Patrick Schmitz","is_ca":false},{"name":"Simon Thompson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03876478750435118,"gpt":0.3706999084628632,"spread":0.331935120958512,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023937,0.0003947581,0.000185413,0.0004322687,0.0004478761,0.001887866,0.0008644439,0.0007869532,0.00217631],"category_scores_gemma":[0.003650372,0.0003131262,0.0006425845,0.0003103917,0.003198342,0.003101985,0.001113382,0.001447958,0.0002680813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008153524,"about_ca_system_score_gemma":0.0004168486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009815805,"about_ca_topic_score_gemma":0.0005218971,"domain_scores_codex":[0.9987388,0.0006802487,0.00009129454,0.0001683963,0.000218119,0.000103075],"domain_scores_gemma":[0.9980304,0.001268538,0.0002368705,0.0002554645,0.0001324984,0.00007620831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003486814,0.00001761902,0.0004277549,0.00005238202,0.000008234348,0.0001520144,0.001111791,0.01244075,0.003093508,0.9686584,0.0004418176,0.01356085],"study_design_scores_gemma":[0.00003646738,0.0001010768,0.0006103024,0.00006497704,0.00003703683,0.0004102558,0.0004084031,0.2140558,0.008551508,0.7421887,0.03349447,0.00004100307],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03971253,0.0003453161,0.9378483,0.001272699,0.0000798668,0.00004383415,0.00003154983,0.001098759,0.01956715],"genre_scores_gemma":[0.7485815,0.0007234836,0.2309788,0.0006565123,0.0001422833,0.0003270278,0.0001139301,0.000349449,0.01812698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0023937,"threshold_uncertainty_score":0.01265931,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Haifa Raja Maamar","is_ca":true},{"name":"Azzedine Boukerche","is_ca":true},{"name":"Emil M. Petriu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03338676290065261,"gpt":0.4052884479872503,"spread":0.3719016850865977,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000771838,0.0006046442,0.0006529021,0.0007178478,0.0005941562,0.001161941,0.00166943,0.0009381281,0.0105043],"category_scores_gemma":[0.002060774,0.0003348348,0.0004366481,0.000458649,0.0003911112,0.001507217,0.002440777,0.0007996827,0.002052111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003697826,"about_ca_system_score_gemma":0.0005281571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001733852,"about_ca_topic_score_gemma":0.001312602,"domain_scores_codex":[0.9994907,0.0001022615,0.00005897731,0.0001124273,0.0001778338,0.000057684],"domain_scores_gemma":[0.9993135,0.0001880676,0.00004987813,0.0001849194,0.0001552478,0.0001084344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002143789,0.0007490719,0.005642751,0.000945444,0.000221949,0.00235207,0.001637581,0.02401752,0.1333489,0.04511112,0.04694242,0.7368873],"study_design_scores_gemma":[0.0003792124,0.001202832,0.00451152,0.0001895181,0.0003029875,0.002610753,0.0005870694,0.6823162,0.05892849,0.02581498,0.2228801,0.0002763127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04149568,0.001431583,0.9101587,0.0005602086,0.0004390647,0.001355716,0.0005830606,0.02590539,0.01807051],"genre_scores_gemma":[0.6922214,0.001042977,0.2810034,0.000630455,0.0003484445,0.001463206,0.001632187,0.0007533288,0.02090462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0105043,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"J.A. Rody","is_ca":true},{"name":"A. Karmouch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1918550072481062,"gpt":0.413548420448458,"spread":0.2216934132003518,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001644268,0.0008615165,0.001037065,0.00116396,0.001108013,0.003174247,0.002700949,0.001901429,0.032814],"category_scores_gemma":[0.004040948,0.0005767665,0.0006825711,0.0008218654,0.0005543158,0.00308191,0.002177453,0.002404238,0.0153251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008017996,"about_ca_system_score_gemma":0.001157842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001067495,"about_ca_topic_score_gemma":0.0009276434,"domain_scores_codex":[0.9987568,0.0002367038,0.00009664286,0.0002158285,0.0006074029,0.00008658896],"domain_scores_gemma":[0.9983495,0.0004057704,0.0001574226,0.0003968242,0.0003556811,0.0003347439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001532036,0.0009498489,0.001743295,0.001329358,0.0001826073,0.002076375,0.001459293,0.008477521,0.1299144,0.133894,0.1347621,0.5836793],"study_design_scores_gemma":[0.0004885792,0.0004853888,0.001022099,0.0001465671,0.0001807132,0.002559917,0.0001858902,0.09354651,0.07123797,0.02322466,0.8067541,0.0001675615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009613409,0.001373771,0.8729122,0.001159356,0.0005641122,0.001206019,0.0008657313,0.05730463,0.05500076],"genre_scores_gemma":[0.2133498,0.001983581,0.5849082,0.001373101,0.001201468,0.001740392,0.00415165,0.0061703,0.1851215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.032814,"threshold_uncertainty_score":0.1097738,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Timeline; Automatic summarization; Computer science; Visualization; Heuristics; Multimedia; Human–computer interaction; Artificial intelligence","authors":[{"name":"Abir Al-Hajri","is_ca":true},{"name":"Gregor Miller","is_ca":true},{"name":"Matthew Fong","is_ca":true},{"name":"Sidney Fels","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04547561509145407,"gpt":0.3550512177317117,"spread":0.3095756026402576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007562206,0.0007155931,0.0002271373,0.001335891,0.0003137214,0.001310334,0.0003411659,0.0003536158,0.009368446],"category_scores_gemma":[0.006118619,0.0001695885,0.0002689863,0.0009131939,0.0001928499,0.001480549,0.0007279727,0.0004385789,0.000658044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002586626,"about_ca_system_score_gemma":0.0003828428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161744,"about_ca_topic_score_gemma":0.002890455,"domain_scores_codex":[0.9997163,0.0001511366,0.00001568071,0.00003274561,0.00005946009,0.00002454559],"domain_scores_gemma":[0.9970196,0.001864535,0.0002511316,0.0002657681,0.0004270544,0.0001719002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003681987,0.0004191366,0.02848057,0.003593371,0.0001534268,0.001293478,0.02383968,0.01160321,0.08966005,0.01751729,0.0319738,0.787784],"study_design_scores_gemma":[0.0006422743,0.003523223,0.1723146,0.003992015,0.0007408878,0.004864757,0.02097215,0.2554567,0.08506791,0.02853794,0.423208,0.0006794906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5323689,0.003865903,0.4061378,0.001350451,0.0004354366,0.0007267894,0.004835159,0.01028989,0.03998971],"genre_scores_gemma":[0.7725952,0.001195757,0.2198465,0.0001047753,0.0001149828,0.0003158212,0.001520872,0.0004611947,0.003845019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009368446,"threshold_uncertainty_score":0.0313406,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Ministry of Education and Research, Romania","keywords":"Live streaming; Latency (audio); Computer science; Multimedia; Telecommunications","authors":[{"name":"Abdelhak Bentaleb","is_ca":true},{"name":"May Lim","is_ca":false},{"name":"Mehmet N. Akcay","is_ca":false},{"name":"Ali C. Begen","is_ca":false},{"name":"Sarra Hammoudi","is_ca":false},{"name":"Roger Zimmermann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.103831707797215,"gpt":0.3647201465833851,"spread":0.2608884387861701,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002518578,0.0007496133,0.0006888834,0.002098409,0.0006693074,0.004428403,0.001670134,0.001399704,0.004927605],"category_scores_gemma":[0.01041334,0.0005064223,0.000417608,0.003025094,0.001031831,0.008560698,0.001833352,0.00408242,0.002086811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002065476,"about_ca_system_score_gemma":0.001703331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002339545,"about_ca_topic_score_gemma":0.001014586,"domain_scores_codex":[0.9972568,0.0003935393,0.0001620449,0.0003809244,0.001570519,0.0002361683],"domain_scores_gemma":[0.9942355,0.002481744,0.0002916118,0.0004266297,0.002270088,0.0002945145],"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":[0.0002385855,0.00009800283,0.002668248,0.001837222,0.0000304827,0.000217718,0.001026108,0.005074556,0.01011417,0.1912245,0.02155985,0.7659106],"study_design_scores_gemma":[0.00003426255,0.0004385926,0.002863448,0.001970392,0.000101815,0.002344929,0.001484363,0.04533435,0.01604253,0.1282118,0.8010301,0.0001434463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.03884238,0.3284692,0.4720682,0.0138832,0.003862228,0.0003871593,0.0008382268,0.003118117,0.1385313],"genre_scores_gemma":[0.3457069,0.3944717,0.1944674,0.007683758,0.006940254,0.0005806691,0.002257562,0.001558986,0.04633294],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004927605,"threshold_uncertainty_score":0.0164845,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Khalil El‐Khatib","is_ca":true},{"name":"Gregor von Bochmann","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1653348568629756,"gpt":0.3831732208423889,"spread":0.2178383639794133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003733834,0.00112813,0.0008360062,0.001401095,0.001549145,0.003525984,0.003653407,0.002203285,0.003502305],"category_scores_gemma":[0.004464231,0.0006657115,0.001039809,0.001269829,0.002093576,0.002859692,0.002450276,0.00300086,0.001855017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001991234,"about_ca_system_score_gemma":0.002368119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006602905,"about_ca_topic_score_gemma":0.005218259,"domain_scores_codex":[0.9984546,0.0003907165,0.0001588567,0.000245013,0.0006495056,0.0001012975],"domain_scores_gemma":[0.9985781,0.000367467,0.0001082695,0.0002915381,0.0004590187,0.0001956047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001245569,0.000144408,0.0005037044,0.0002159081,0.00007277917,0.0006366537,0.0006353842,0.1447937,0.01619097,0.6714702,0.01288343,0.1523283],"study_design_scores_gemma":[0.00005043075,0.00005734183,0.0001732717,0.00007349635,0.00004898023,0.0004088202,0.00007809579,0.7662701,0.004722617,0.1590028,0.06904628,0.00006773882],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005461347,0.0001531097,0.9958605,0.0002360023,0.00004964496,0.0000765974,0.00003291806,0.001081504,0.001963636],"genre_scores_gemma":[0.0592311,0.0004253264,0.9359391,0.0001290785,0.0001255241,0.0003481384,0.0002199202,0.000218988,0.003362838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006602905,"threshold_uncertainty_score":0.0197466,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mainstream; Multimedia; Computer science; World Wide Web; Media studies; Sociology; Library science; Telecommunications; Political science; Law","authors":[{"name":"Jennifer Dixon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05390609396575311,"gpt":0.3929315872255008,"spread":0.3390254932597477,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003424062,0.0003864294,0.0004642725,0.002590146,0.005394715,0.01589383,0.00137351,0.003085789,0.1129259],"category_scores_gemma":[0.0242635,0.0003013357,0.0002423253,0.0044644,0.003956811,0.01491693,0.008528764,0.003764949,0.02716411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004305306,"about_ca_system_score_gemma":0.0054061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008813516,"about_ca_topic_score_gemma":0.009142878,"domain_scores_codex":[0.9935592,0.001341298,0.0002400398,0.0005454489,0.003225474,0.001088525],"domain_scores_gemma":[0.9834285,0.004487485,0.001407164,0.000914089,0.00347071,0.006292012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009496534,0.0001303208,0.008317898,0.0006197058,0.000007072354,0.0004538056,0.01897463,0.00002869758,0.0003749203,0.05436039,0.626495,0.2901426],"study_design_scores_gemma":[0.00001027093,0.0000472084,0.006065221,0.0007444127,0.000005211313,0.0005528757,0.01941864,0.00004613532,0.0001312133,0.007288374,0.9656763,0.00001424087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03551325,0.03692684,0.001751442,0.2515833,0.007572915,0.0001612415,0.001240231,0.0006905448,0.6645603],"genre_scores_gemma":[0.4633797,0.06725943,0.001511617,0.1249946,0.02188878,0.0002696286,0.002299455,0.001230762,0.317166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1129259,"threshold_uncertainty_score":0.3777749,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Humanities; Library science; Sociology; Geography; Art; Computer science","authors":[{"name":"Allen MacKinnon","is_ca":true},{"name":"Bridget Walshe","is_ca":true},{"name":"K. Michael Cummings","is_ca":true},{"name":"Ursula Velonis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1107459901864368,"gpt":0.4537344967516101,"spread":0.3429885065651733,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004514678,0.0005769754,0.0003555898,0.00303967,0.00473797,0.007728024,0.001104548,0.001357658,0.007066956],"category_scores_gemma":[0.009026851,0.0004896221,0.0003092855,0.003378399,0.006231823,0.003163419,0.003125715,0.002472214,0.0009323637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01223249,"about_ca_system_score_gemma":0.01050707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03286066,"about_ca_topic_score_gemma":0.05545283,"domain_scores_codex":[0.9928832,0.0031772,0.0003671571,0.0002890691,0.002517882,0.0007655288],"domain_scores_gemma":[0.9906741,0.004932322,0.0008319294,0.0003321155,0.002047718,0.00118192],"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":[0.0001191569,0.0003103971,0.02525652,0.001855768,0.00001709349,0.002229732,0.2883381,0.0008663708,0.009597921,0.191937,0.01560451,0.4638674],"study_design_scores_gemma":[0.00001306315,0.000147928,0.02873912,0.001707455,0.0000246214,0.00184455,0.1469158,0.0005926508,0.001571331,0.01425586,0.8041292,0.00005844441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2176793,0.02189169,0.04256362,0.01581678,0.0005483518,0.0006447941,0.0002260043,0.0003684101,0.7002611],"genre_scores_gemma":[0.8659002,0.0215928,0.02483161,0.00164014,0.0003458474,0.000631559,0.0002540489,0.0002474306,0.08455647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03286066,"threshold_uncertainty_score":0.0887534,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Howard Bowman","is_ca":false},{"name":"Helen Cameron","is_ca":true},{"name":"Peter R. King","is_ca":true},{"name":"Simon Thompson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1502935729165406,"gpt":0.4425998256417204,"spread":0.2923062527251798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001069827,0.0007428533,0.0004416519,0.0007364201,0.0004075071,0.001919843,0.001547135,0.0006798008,0.01492691],"category_scores_gemma":[0.003688019,0.0006785202,0.0009079514,0.0004673318,0.0007509631,0.002530595,0.00128646,0.001749835,0.002513959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006384602,"about_ca_system_score_gemma":0.000595308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003889,"about_ca_topic_score_gemma":0.001275912,"domain_scores_codex":[0.9991634,0.0002330149,0.00006677159,0.0001189298,0.0003357793,0.00008213524],"domain_scores_gemma":[0.9991344,0.00053965,0.00008932101,0.0001097914,0.00009571994,0.00003113537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006297497,0.0001370188,0.001094316,0.001072986,0.00007849764,0.0007487951,0.0008672323,0.04195078,0.01984998,0.6263806,0.02461916,0.2825709],"study_design_scores_gemma":[0.0002516132,0.0001899072,0.0003807887,0.0003329201,0.0001531686,0.0005698029,0.0001601733,0.4567913,0.05264789,0.2967133,0.1917325,0.00007664578],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003616381,0.00009092308,0.9799661,0.0001110066,0.00005049761,0.00005637935,0.0004247366,0.01158659,0.004097369],"genre_scores_gemma":[0.2348923,0.0003667768,0.743644,0.0004069349,0.0001449478,0.0005402937,0.002014427,0.006712601,0.01127764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01492691,"threshold_uncertainty_score":0.04993552,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Webcast; Current (fluid); Computer science; Business; World Wide Web; Engineering","authors":[{"name":"Ron Baecker","is_ca":true},{"name":"Peter Wolf","is_ca":true},{"name":"Kelly Rankin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2069228992435047,"gpt":0.4375254267147902,"spread":0.2306025274712855,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01227736,0.001362152,0.001415342,0.004988078,0.001086299,0.0101032,0.003957106,0.00509954,0.005828221],"category_scores_gemma":[0.008527495,0.001845026,0.001195359,0.008137957,0.003339333,0.02026679,0.002424043,0.005560546,0.004303797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003595652,"about_ca_system_score_gemma":0.005275245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004193535,"about_ca_topic_score_gemma":0.002126526,"domain_scores_codex":[0.995914,0.0006742139,0.0004084154,0.001202672,0.001362346,0.0004383177],"domain_scores_gemma":[0.9896781,0.004331532,0.0007737506,0.0004951338,0.004009058,0.0007124492],"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":[0.0002928401,0.0006205627,0.004221775,0.006980262,0.00007965706,0.0003134974,0.0009137723,0.002327314,0.009768872,0.05782799,0.0129077,0.9037458],"study_design_scores_gemma":[0.0001649609,0.001649663,0.006824519,0.008550478,0.0003785458,0.003549941,0.003820834,0.02097806,0.03082795,0.03165575,0.891107,0.000492268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.013791,0.7621939,0.1327554,0.02212139,0.001344888,0.0006644084,0.0003739561,0.0014211,0.065334],"genre_scores_gemma":[0.07831683,0.7575166,0.1410278,0.002574286,0.002173263,0.0005454145,0.001154112,0.0003513279,0.01634027],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01227736,"threshold_uncertainty_score":0.06492966,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Ali Karime","is_ca":true},{"name":"M. Anwar Hossain","is_ca":true},{"name":"Abdulmotaleb El Saddik","is_ca":true},{"name":"Wail Gueaieb","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0296615995479627,"gpt":0.2988784827967713,"spread":0.2692168832488085,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002521348,0.0003552227,0.0003161941,0.0003572142,0.0003359066,0.0003462039,0.0005863743,0.0004710646,0.009175321],"category_scores_gemma":[0.0004401917,0.0001635071,0.0003084315,0.0001693187,0.0001494516,0.000405424,0.001008452,0.0003260768,0.001727195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747009,"about_ca_system_score_gemma":0.0003776518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006055581,"about_ca_topic_score_gemma":0.0009779833,"domain_scores_codex":[0.9998838,0.00002566009,0.00001340134,0.00003045898,0.0000317301,0.00001506282],"domain_scores_gemma":[0.9998553,0.00003038361,0.000009043552,0.00001622119,0.00003064756,0.00005843254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007375585,0.0006481948,0.01135821,0.001110101,0.0001187445,0.002791087,0.002842891,0.004184575,0.3127458,0.009512122,0.03695492,0.6169958],"study_design_scores_gemma":[0.0007116157,0.00460248,0.07640916,0.0004384956,0.000788336,0.01337772,0.0009940073,0.08425341,0.2147509,0.004159305,0.5990506,0.0004639934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3664246,0.0009290871,0.5483374,0.0003413005,0.0002152375,0.001027395,0.001961784,0.04031407,0.04044907],"genre_scores_gemma":[0.628649,0.0006643934,0.3252718,0.0003194504,0.00008007423,0.001447195,0.002489625,0.0008370634,0.04024152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009175321,"threshold_uncertainty_score":0.03069454,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Jeremy R. Cooperstock","is_ca":true},{"name":"Stephen P. Spackman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05696193565280528,"gpt":0.3549259487582914,"spread":0.2979640131054861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000697332,0.000489427,0.0004422904,0.001012654,0.004560879,0.003149082,0.0005437845,0.0007793104,0.06404885],"category_scores_gemma":[0.00136807,0.0003091864,0.0003648628,0.001660999,0.001039928,0.001393082,0.003076471,0.001563019,0.01399395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007617438,"about_ca_system_score_gemma":0.001625851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006402489,"about_ca_topic_score_gemma":0.0254838,"domain_scores_codex":[0.9993333,0.0001164088,0.00003498594,0.0002202561,0.0001375119,0.0001575215],"domain_scores_gemma":[0.999301,0.00006833689,0.00002118426,0.00008459033,0.0001625356,0.0003624334],"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":[0.002384213,0.0006467417,0.01659698,0.001209537,0.000121415,0.005568359,0.02161757,0.001200937,0.05517695,0.0579053,0.3611348,0.4764372],"study_design_scores_gemma":[0.00007135674,0.0004087414,0.01709332,0.0001475844,0.00003004157,0.001908056,0.005423934,0.0003316307,0.002830767,0.002042793,0.9696451,0.00006662709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1329976,0.004272761,0.01443417,0.00439677,0.00496332,0.0005102134,0.003902063,0.002934319,0.8315887],"genre_scores_gemma":[0.52482,0.002141623,0.01650388,0.002513401,0.001016465,0.0002253735,0.003742308,0.001246722,0.4477902],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06404885,"threshold_uncertainty_score":0.2142648,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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","authors":[{"name":"Franca Garzotto","is_ca":false},{"name":"Symeon Retalis","is_ca":false},{"name":"Andreas Papasalouros","is_ca":false},{"name":"Konstantinos Siassiakos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0301799588106853,"gpt":0.3398671512408948,"spread":0.3096871924302095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005342605,0.0009689587,0.0005976136,0.001805868,0.0009714516,0.003841593,0.002489292,0.001798159,0.002961131],"category_scores_gemma":[0.01822583,0.001517898,0.001022531,0.001390075,0.001933789,0.006417139,0.002937777,0.001707311,0.001211939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007646989,"about_ca_system_score_gemma":0.001361848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001993107,"about_ca_topic_score_gemma":0.00375237,"domain_scores_codex":[0.9942311,0.001794441,0.001097464,0.0009491619,0.001520777,0.0004070364],"domain_scores_gemma":[0.9918234,0.002981543,0.0009498951,0.002316578,0.001546514,0.0003821568],"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":[0.0004602854,0.0008633123,0.02908677,0.00210286,0.0002738067,0.001665258,0.0164901,0.03285968,0.05338829,0.167419,0.007289656,0.688101],"study_design_scores_gemma":[0.0003266319,0.001266981,0.01270031,0.001733729,0.0006793137,0.003057496,0.01258909,0.3399664,0.09287296,0.3392854,0.1952034,0.0003182276],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03004767,0.0001445947,0.9614114,0.0004476658,0.00005007916,0.0008044264,0.0001062769,0.001644815,0.005343097],"genre_scores_gemma":[0.1260103,0.0002118554,0.8679436,0.0001122127,0.00001370904,0.0009910424,0.0003431483,0.0003718937,0.004002201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005342605,"threshold_uncertainty_score":0.02825475,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Xiaoqiang Ma","is_ca":false},{"name":"Cong Zhang","is_ca":true},{"name":"Jiangchuan Liu","is_ca":true},{"name":"Ryan Shea","is_ca":true},{"name":"Di Fu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03591970123785901,"gpt":0.3116457386577697,"spread":0.2757260374199108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002891527,0.001769018,0.001809835,0.0009463446,0.00193767,0.002225284,0.003002884,0.00122591,0.006208428],"category_scores_gemma":[0.01175104,0.0006012078,0.0006081118,0.001151094,0.001064016,0.003906838,0.00269406,0.002255342,0.000801532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002248293,"about_ca_system_score_gemma":0.003506516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080949,"about_ca_topic_score_gemma":0.01087682,"domain_scores_codex":[0.9979107,0.0005183175,0.00007614826,0.0003293505,0.0004371905,0.0007283515],"domain_scores_gemma":[0.9923785,0.004705238,0.0004615012,0.0007125954,0.001046629,0.0006955652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001284385,0.001286161,0.003910413,0.0004690144,0.00009954288,0.0003363313,0.0004079833,0.8167804,0.01292925,0.02552846,0.01493415,0.122034],"study_design_scores_gemma":[0.00005255186,0.00008429193,0.0002625857,0.000008106719,0.00001677408,0.00004841263,0.0001176429,0.9914464,0.001229295,0.006018678,0.0007069907,0.000008240265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.224749,0.001991692,0.7466743,0.002255069,0.0002614304,0.0006415655,0.0005485904,0.003862093,0.01901631],"genre_scores_gemma":[0.8741624,0.0003836558,0.1196108,0.0002053268,0.0001218352,0.00029104,0.0003635232,0.0004143714,0.004447076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01080949,"threshold_uncertainty_score":0.02149314,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Anke Weber","is_ca":true},{"name":"Holger M. Kienle","is_ca":true},{"name":"Hausi Müller","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09633700067065835,"gpt":0.3307189457051967,"spread":0.2343819450345383,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004327923,0.000833623,0.0006913267,0.002839417,0.001528059,0.01024873,0.002623529,0.002795507,0.007887531],"category_scores_gemma":[0.02186785,0.000900233,0.0007142492,0.004484702,0.004173299,0.01600738,0.005593937,0.002677538,0.003133909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001510956,"about_ca_system_score_gemma":0.002154805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002699143,"about_ca_topic_score_gemma":0.001754493,"domain_scores_codex":[0.9942815,0.001717998,0.0006052438,0.0008195393,0.002259847,0.0003159476],"domain_scores_gemma":[0.9765163,0.009242062,0.001727644,0.008819581,0.002837618,0.0008567602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004115967,0.000173771,0.001809175,0.0009692489,0.00005434033,0.001025727,0.005909519,0.009886922,0.01769001,0.6315299,0.0230647,0.3074751],"study_design_scores_gemma":[0.0001358291,0.00025022,0.001072105,0.0005114068,0.00009035859,0.001743801,0.001502194,0.03078489,0.03971697,0.2145959,0.709429,0.0001673258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01342661,0.001549237,0.9600382,0.001758611,0.0002270858,0.0003559955,0.000965218,0.004793283,0.01688579],"genre_scores_gemma":[0.158273,0.001656897,0.8187827,0.0006815036,0.0003548941,0.0005693503,0.00184236,0.001354491,0.01648485],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01024873,"threshold_uncertainty_score":0.02638644,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Iqbal Mohomed","is_ca":true},{"name":"Jim Chengming Cai","is_ca":true},{"name":"Eyal de Lara","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01516964511449863,"gpt":0.3216469950067069,"spread":0.3064773498922083,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002045106,0.001508804,0.001320931,0.002068997,0.001300684,0.004574813,0.003393634,0.001830491,0.1081175],"category_scores_gemma":[0.008318799,0.001006224,0.001182596,0.001735686,0.0007050991,0.004581491,0.004716692,0.001884776,0.0907838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069729,"about_ca_system_score_gemma":0.001802239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003366061,"about_ca_topic_score_gemma":0.003071558,"domain_scores_codex":[0.997403,0.0004741935,0.0001735387,0.0005789919,0.001075991,0.0002941915],"domain_scores_gemma":[0.9970934,0.0004709389,0.0001618491,0.001094478,0.000853709,0.0003255699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001703825,0.0003651901,0.002591292,0.001208122,0.0001953336,0.0005654223,0.0008956982,0.003190398,0.01913561,0.04783713,0.4962115,0.4261006],"study_design_scores_gemma":[0.0001534103,0.0001678825,0.001360509,0.0001813554,0.00006899193,0.0004964483,0.000110579,0.01782047,0.01066806,0.01455159,0.9543169,0.0001038281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.01044948,0.003638066,0.2621373,0.001422773,0.001159996,0.001432267,0.01627895,0.4179047,0.2855765],"genre_scores_gemma":[0.1442715,0.0036982,0.3203419,0.002634465,0.0006590447,0.002887123,0.08427672,0.07902437,0.3622067],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1081175,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Ryan Shea","is_ca":true},{"name":"Di Fu","is_ca":true},{"name":"Jiangchuan Liu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1199775984143306,"gpt":0.3768937073039051,"spread":0.2569161088895744,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001551449,0.0008099346,0.0004978965,0.0008453868,0.0005663872,0.003462703,0.001922346,0.001086831,0.006654874],"category_scores_gemma":[0.00604514,0.0004426571,0.0002175898,0.0006595121,0.001094692,0.004993035,0.002922904,0.001769125,0.001477131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006545207,"about_ca_system_score_gemma":0.001043479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002692738,"about_ca_topic_score_gemma":0.002368418,"domain_scores_codex":[0.9984483,0.0005913384,0.00004644339,0.0001827484,0.000465951,0.0002652664],"domain_scores_gemma":[0.9969242,0.001338438,0.0001984618,0.0005557541,0.0005349747,0.000448102],"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":[0.001708411,0.003120872,0.01519811,0.0008309546,0.0000882848,0.0006244597,0.005180832,0.0132422,0.181675,0.09436657,0.006213698,0.6777506],"study_design_scores_gemma":[0.0002993708,0.004099419,0.02488529,0.0004789779,0.0001808639,0.001774452,0.006582198,0.4431751,0.1751607,0.1708468,0.1723395,0.0001772859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4594117,0.003509793,0.4631486,0.002761443,0.000241695,0.0004447898,0.0001647818,0.004507444,0.06580982],"genre_scores_gemma":[0.8229774,0.0009788884,0.1661655,0.0005970231,0.0001213346,0.0001269546,0.0002236414,0.0003538817,0.008455358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006654874,"threshold_uncertainty_score":0.02226281,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Habib Louafi","is_ca":true},{"name":"Stéphane Coulombe","is_ca":true},{"name":"Umesh Chandra","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0648451575247619,"gpt":0.3805682967868894,"spread":0.3157231392621275,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001544936,0.000837767,0.0009398459,0.000891111,0.0003827663,0.001037151,0.001731662,0.0008388354,0.001728796],"category_scores_gemma":[0.003200619,0.0003340018,0.000628238,0.0008413483,0.0005808583,0.001055484,0.0008372926,0.0009343954,0.000404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009807621,"about_ca_system_score_gemma":0.0009225953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046668,"about_ca_topic_score_gemma":0.006375524,"domain_scores_codex":[0.9993209,0.000144372,0.00003602934,0.0001815482,0.0002439385,0.00007325682],"domain_scores_gemma":[0.9990634,0.0003224397,0.0001041187,0.0001016349,0.000345007,0.0000634473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002684747,0.000197577,0.001355874,0.0001084307,0.00009705602,0.000215437,0.0002028075,0.7044989,0.0184847,0.008804757,0.002378948,0.263387],"study_design_scores_gemma":[0.00000638958,0.00002909466,0.0002491668,0.000003973901,0.00001387986,0.00003331364,0.000008815811,0.9973296,0.001001282,0.000903155,0.0004120241,0.000009342217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01131765,0.000270163,0.9866298,0.00008585101,0.00003444784,0.00005379951,0.00003310978,0.0006022889,0.0009728163],"genre_scores_gemma":[0.6952487,0.0006511768,0.2998523,0.00009484812,0.000131192,0.0001801897,0.0001766701,0.0001641998,0.003500717],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01046668,"threshold_uncertainty_score":0.0208115,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Videoconferencing; Multimedia; Session (web analytics); Architecture; World Wide Web","authors":[{"name":"Shervin Shirmohammadi","is_ca":true},{"name":"Li Ding","is_ca":true},{"name":"Nicolas D. Georganas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0742453667234396,"gpt":0.3989688581508705,"spread":0.324723491427431,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01145488,0.001247677,0.0004911398,0.001730276,0.001397064,0.003379629,0.003405506,0.001558609,0.006042715],"category_scores_gemma":[0.02156823,0.0009600501,0.0006282703,0.001143484,0.001668858,0.002793401,0.002475861,0.001306063,0.001713621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001477838,"about_ca_system_score_gemma":0.003219211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002237533,"about_ca_topic_score_gemma":0.003736023,"domain_scores_codex":[0.9907003,0.005380708,0.00064932,0.001281054,0.00167345,0.0003151725],"domain_scores_gemma":[0.9787359,0.01132712,0.0007477548,0.002799446,0.004931858,0.001457993],"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":[0.001760359,0.004384193,0.009624945,0.001612279,0.0001492293,0.0003030666,0.02330485,0.005077626,0.07677182,0.01838357,0.004152809,0.8544753],"study_design_scores_gemma":[0.005292064,0.02163995,0.03809109,0.002095524,0.002890611,0.002769105,0.03948563,0.2622767,0.3877363,0.03081324,0.2057852,0.001124615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04385374,0.00008333791,0.9429691,0.0002413524,0.00005810937,0.005859708,0.0001115255,0.002875271,0.003947898],"genre_scores_gemma":[0.1330814,0.0001071489,0.8561725,0.00008803612,0.00002138919,0.007065578,0.0001326961,0.0001893175,0.003141987],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01145488,"threshold_uncertainty_score":0.0605799,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Jill Lazarus","is_ca":true},{"name":"Geoff Roulet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02593394753047099,"gpt":0.2973989942074541,"spread":0.2714650466769831,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001106592,0.0004481759,0.0002421135,0.001073845,0.001063354,0.002696684,0.000726849,0.0007305322,0.01579477],"category_scores_gemma":[0.003509642,0.0001510535,0.0003454285,0.0006869072,0.001166215,0.002793728,0.003570994,0.0006500026,0.002275856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004865102,"about_ca_system_score_gemma":0.0007357761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505237,"about_ca_topic_score_gemma":0.004142914,"domain_scores_codex":[0.9992812,0.000385055,0.00002763987,0.00006174413,0.0001624648,0.00008184333],"domain_scores_gemma":[0.9986357,0.0006641276,0.00006124935,0.0002129734,0.0001645611,0.0002614436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00084411,0.001067929,0.008587175,0.001759964,0.0001051656,0.004867984,0.1168943,0.007770112,0.09428284,0.1553167,0.06608051,0.5424232],"study_design_scores_gemma":[0.000277024,0.0007588264,0.009410541,0.0006453654,0.00008232011,0.001581443,0.03016302,0.02132246,0.03243747,0.02960853,0.8735014,0.0002116165],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.391518,0.0006234533,0.3489009,0.002981489,0.0007347318,0.001584947,0.001292072,0.006392638,0.2459718],"genre_scores_gemma":[0.7348223,0.0007217022,0.1897536,0.0004020256,0.0002818949,0.001129405,0.001382109,0.001223982,0.07028296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01579477,"threshold_uncertainty_score":0.0528388,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Zoltan Foley-Fisher","is_ca":true},{"name":"Vincent Tsao","is_ca":true},{"name":"Johnty Wang","is_ca":true},{"name":"Sidney Fels","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03004614984467643,"gpt":0.3161994971469909,"spread":0.2861533473023145,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029068,0.001110953,0.0005011642,0.0005633963,0.0007838181,0.001219969,0.001429325,0.0006696905,0.1623808],"category_scores_gemma":[0.0006079252,0.000347778,0.0007768488,0.0003539918,0.0001379733,0.001775965,0.003320005,0.0009967326,0.0524331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002208417,"about_ca_system_score_gemma":0.000232458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007287092,"about_ca_topic_score_gemma":0.00306075,"domain_scores_codex":[0.9998674,0.0000185513,0.000004749051,0.00002631468,0.00004177291,0.00004123788],"domain_scores_gemma":[0.9996768,0.00005207129,0.000008122994,0.00003698581,0.00004497524,0.000181113],"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":[0.003240538,0.001109108,0.002664426,0.0006563339,0.00007100448,0.0006321768,0.0009020194,0.0004880963,0.02324,0.002527895,0.48107,0.4833984],"study_design_scores_gemma":[0.0005732503,0.00123791,0.03635962,0.0002966491,0.0001688957,0.001696035,0.001626003,0.007228,0.01570763,0.004927977,0.9299241,0.0002539376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1682622,0.003196593,0.1368585,0.002438079,0.002615861,0.001249868,0.02793762,0.1255086,0.5319328],"genre_scores_gemma":[0.2119796,0.001703475,0.1034641,0.001110602,0.000710135,0.0009916729,0.03532797,0.01379974,0.6309128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1623808,"threshold_uncertainty_score":0.5432179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}