{"id":"W4235839885","doi":"10.1109/tmm.2020.2973164","title":"IEEE Transactions on Multimedia","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"Institute for Infocomm Research; Hefei University of Technology; University of Miami; Northwestern University; Hefei University; University of Science and Technology of China; Hong Kong University of Science and Technology; Università di Catania; Ball State University; Nanjing University of Science and Technology; Tongji University; Università degli Studi di Perugia; Tsinghua University; Federation University Australia; University of Hong Kong; Northwestern Polytechnical University; Murdoch University; National University of Singapore; Microsoft Research; Nanjing University; Charles Sturt University; Microsoft Research Asia; University of Technology Sydney; Cisco Systems","keywords":"Computer science; Multimedia; Computer network","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003670308,0.0003927937,0.0004347409,0.0003562422,0.001171422,0.00007617682,0.0009832807,0.0005739754,0.004317993],"category_scores_gemma":[0.00009040493,0.0004178064,0.0003396809,0.0009776711,0.0008235359,0.0002857205,0.000001081927,0.001391154,0.003709428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002103222,"about_ca_system_score_gemma":0.000275276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008169425,"about_ca_topic_score_gemma":0.001920796,"domain_scores_codex":[0.9968637,0.000439488,0.000545251,0.0006702775,0.0007638137,0.0007175091],"domain_scores_gemma":[0.9970648,0.001103285,0.0001552936,0.0007575889,0.0001673357,0.0007517459],"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":[0.0003443569,0.001598041,0.00002105658,0.0000280172,0.0002317727,0.00002573414,0.04109282,0.004888005,0.006803783,0.0002062628,0.003175066,0.9415851],"study_design_scores_gemma":[0.0113936,0.001594073,0.0002877653,0.0002178553,0.0005445608,0.00001333165,0.01601043,0.3463203,0.2599542,0.0003517634,0.3599633,0.003348832],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009002941,0.00008212985,0.9397337,0.03147055,0.004012798,0.001646743,0.0002560762,0.002453121,0.01134192],"genre_scores_gemma":[0.9824293,0.0006460292,0.01200908,0.002589651,0.0002413922,0.0002637917,0.000008694429,0.00007011173,0.001742011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9734263,"threshold_uncertainty_score":0.9998274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05512351067365925,"score_gpt":0.3193603287911619,"score_spread":0.2642368181175027,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}