{"id":"W4312116145","doi":"10.3791/64384-v","title":"JoVE Video Dataset","year":2022,"lang":"pt","type":"article","venue":"","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005896711,0.001644697,0.001395485,0.003444856,0.0009443103,0.002818529,0.002390657,0.001946181,0.6180245],"category_scores_gemma":[0.00482798,0.0003800303,0.000860373,0.003424521,0.0002786309,0.002256646,0.002419489,0.00111162,0.3818668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007965011,"about_ca_system_score_gemma":0.00187112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01023437,"about_ca_topic_score_gemma":0.02419552,"domain_scores_codex":[0.9995025,0.00005477072,0.00005235757,0.000150697,0.0001650811,0.00007462475],"domain_scores_gemma":[0.9983682,0.0005046368,0.0001219491,0.000209601,0.0005381517,0.0002574564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008016304,0.00002222407,0.0002700917,0.000875977,0.00001200448,0.00005020179,0.00002525853,0.0001157297,0.0002529714,0.0005182973,0.9827967,0.01498044],"study_design_scores_gemma":[0.00006172783,0.00002112826,0.0012439,0.000412329,0.00002092511,0.0001155185,0.00007199188,0.0004246786,0.0004251036,0.001895278,0.9952775,0.00002988251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000299861,0.0004000079,0.0008812087,0.0003378388,0.0002837401,0.0001361861,0.9740517,0.004571365,0.01903815],"genre_scores_gemma":[0.002932482,0.0008978692,0.00645897,0.0006687096,0.0001291619,0.000660407,0.9593887,0.002245538,0.02661829],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6180245,"threshold_uncertainty_score":0.5448416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05263095150927765,"score_gpt":0.3704974505508632,"score_spread":0.3178664990415855,"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."}}