{"id":"W4283329507","doi":"","title":"Multimedia Technologies: A Comprehensive Review","year":2022,"lang":"en","type":"review","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced Data and IoT Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Multimedia","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":[],"consensus_categories":[],"category_scores_codex":[0.0007879512,0.001144077,0.001844913,0.004607645,0.0003085054,0.001412221,0.0007462252,0.001097796,0.007692137],"category_scores_gemma":[0.001351826,0.0003405672,0.000769939,0.003727234,0.000417419,0.0020506,0.001058436,0.001080231,0.002029138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000552192,"about_ca_system_score_gemma":0.002085545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164129,"about_ca_topic_score_gemma":0.003109061,"domain_scores_codex":[0.9997374,0.00003854228,0.00005209137,0.0000462678,0.00009276211,0.0000329447],"domain_scores_gemma":[0.999324,0.0002837057,0.0001471934,0.00001435328,0.0001742182,0.00005655853],"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":[0.0001120782,0.00008783262,0.0002024253,0.06159166,0.0001960045,0.0001737478,0.00006382346,0.0002107435,0.001980664,0.001443602,0.04620459,0.8877329],"study_design_scores_gemma":[0.00004757712,0.0002060622,0.001315414,0.02351659,0.0009197031,0.0010767,0.0001429794,0.00009839357,0.0006653381,0.00117481,0.9707919,0.0000446609],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008215907,0.9990006,0.00006618651,0.0001461554,0.0001797887,0.000007839266,0.00003117824,0.000004987666,0.0004811627],"genre_scores_gemma":[0.0005157175,0.9985121,0.0001245993,0.0002875441,0.0001928206,0.0000105693,0.00003240769,0.000001096238,0.0003231654],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007692137,"threshold_uncertainty_score":0.02573276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272323224465063,"score_gpt":0.2698219762934178,"score_spread":0.2370987440487671,"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."}}