{"id":"W4296762748","doi":"","title":"Multimedia Research Trends","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Multimedia; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.004600185,0.001176153,0.0008402462,0.008036657,0.001177054,0.008391893,0.002795389,0.002868575,0.06566042],"category_scores_gemma":[0.009859418,0.000503679,0.0007119257,0.008224846,0.001260665,0.01052946,0.002895047,0.003034611,0.03474467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003844925,"about_ca_system_score_gemma":0.004147775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002763519,"about_ca_topic_score_gemma":0.003263762,"domain_scores_codex":[0.9973265,0.0003319558,0.0001688603,0.0005310156,0.001399808,0.000241824],"domain_scores_gemma":[0.9889781,0.002294623,0.0003790389,0.0007001794,0.00570588,0.001942198],"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":[0.00009753989,0.00009535546,0.0006225529,0.002031814,0.00003265707,0.0001497786,0.0003137405,0.0003694827,0.003073981,0.08219428,0.2411244,0.6698944],"study_design_scores_gemma":[0.00000510395,0.00003091008,0.0002552381,0.0005415063,0.0000116792,0.0002718591,0.0001115301,0.0003277259,0.0006454185,0.006116787,0.9916689,0.00001324993],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003913596,0.5255518,0.02697115,0.04834909,0.021633,0.0003518309,0.002544111,0.002079462,0.3686059],"genre_scores_gemma":[0.02961239,0.5720214,0.04326374,0.0158785,0.02613176,0.0003930062,0.005551282,0.00131739,0.3058305],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9919633,"threshold_uncertainty_score":0.219656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05755058243216309,"score_gpt":0.3371755715835236,"score_spread":0.2796249891513605,"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."}}