{"id":"W4234514911","doi":"10.1109/tmm.2018.2831999","title":"IEEE Transactions on Multimedia","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Università degli Studi di Perugia; University of Science and Technology of China; Simon Fraser University; Tongji University; University of Hong Kong; Institute for Infocomm Research; Academia Sinica; Beijing University of Posts and Telecommunications; Samsung; Korea University; Nanyang Technological University; Microsoft Research Asia; Indiana University Bloomington; Dartmouth College; De Montfort University; Microsoft Research; Università degli Studi di Torino; LOEWE Zentrum AdRIA; Università Degli Studi di Modena e Reggio Emila; Universitat Politècnica de Catalunya; University of Technology Sydney; Cardiff University; Cisco Systems","keywords":"Computer science; Multimedia; Computer network; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006126995,0.0003950276,0.0003934597,0.0006424846,0.001838911,0.00008062042,0.0009918388,0.0006511506,0.006256395],"category_scores_gemma":[0.0000690762,0.0004109142,0.0002967191,0.0009498708,0.001928108,0.0003024315,0.000001054346,0.00110072,0.005754092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003020494,"about_ca_system_score_gemma":0.0002939085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001589073,"about_ca_topic_score_gemma":0.008944672,"domain_scores_codex":[0.9967552,0.0004517212,0.0005399178,0.0006560524,0.0007648635,0.0008322228],"domain_scores_gemma":[0.9967825,0.001114184,0.0001631986,0.00113006,0.0003112603,0.0004987782],"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":[0.0002482245,0.001807338,0.00001917975,0.00001142063,0.0001823389,0.00001039431,0.02245783,0.0004343062,0.004823306,0.0002337121,0.002571039,0.9672009],"study_design_scores_gemma":[0.00987922,0.002040688,0.000561063,0.0003102663,0.0004870541,0.00002433565,0.01092234,0.1359939,0.4442722,0.0009005069,0.3913533,0.003255051],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02075286,0.00005748236,0.9297821,0.007318079,0.009792168,0.001687235,0.0002098383,0.002325092,0.02807516],"genre_scores_gemma":[0.9769498,0.0004391948,0.01473096,0.0008694642,0.000394198,0.0002778989,0.000006347908,0.00006860269,0.006263519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9639459,"threshold_uncertainty_score":0.9998343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197486961567568,"score_gpt":0.3322802217173517,"score_spread":0.290305352101676,"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."}}