{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007264318,0.001120944,0.0008755662,0.001662699,0.0006954822,0.002410029,0.001056231,0.00139445,0.07342146],"category_scores_gemma":[0.002147861,0.0003149231,0.0004675787,0.001781084,0.0005803314,0.001635654,0.001036825,0.001155388,0.02967961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005662253,"about_ca_system_score_gemma":0.001064026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003521639,"about_ca_topic_score_gemma":0.005149478,"domain_scores_codex":[0.9993241,0.00008889383,0.00005013132,0.00007484312,0.0004024924,0.00005955228],"domain_scores_gemma":[0.9984499,0.0001485757,0.0000432642,0.0003169873,0.0009454633,0.00009586515],"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":[0.00015168,0.0001240394,0.000492924,0.0003965707,0.00006454266,0.0002442779,0.00008743537,0.002116318,0.01267712,0.01887092,0.2882167,0.6765575],"study_design_scores_gemma":[0.00002259885,0.0001189385,0.00190554,0.0001704823,0.00009066069,0.0005940767,0.0002339088,0.02024996,0.01119526,0.01947171,0.9459012,0.0000458109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02076822,0.05860013,0.3269898,0.01000416,0.05056179,0.0005766799,0.003042739,0.005310676,0.5241458],"genre_scores_gemma":[0.1224409,0.03534384,0.09257966,0.001896606,0.005368428,0.0002511143,0.005377931,0.0006844774,0.7360571],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07342146,"threshold_uncertainty_score":0.2456192,"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."}}