{"id":"W4389805120","doi":"10.3791/65742-v","title":"JoVE Video Dataset","year":2023,"lang":"pt","type":"article","venue":"","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"Amsterdam University Medical Centers","keywords":"Computer science; Artificial intelligence","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":[0.000421649,0.001332433,0.001163616,0.003196944,0.0008080531,0.002314703,0.001889152,0.00179708,0.4352045],"category_scores_gemma":[0.00481315,0.0002872871,0.0007378279,0.002457808,0.0002537859,0.002117217,0.001858776,0.001081328,0.279951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007213898,"about_ca_system_score_gemma":0.001519961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01405046,"about_ca_topic_score_gemma":0.03108127,"domain_scores_codex":[0.9995645,0.00004560602,0.00004855467,0.000142492,0.0001336907,0.00006524716],"domain_scores_gemma":[0.9984479,0.0004331192,0.0001273356,0.0002486213,0.0005129043,0.0002301087],"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":[0.0001020748,0.00002732803,0.0005680936,0.0005882079,0.00001258367,0.00009753449,0.00001879355,0.0001307106,0.0002168469,0.0003400761,0.9817038,0.01619385],"study_design_scores_gemma":[0.00006888219,0.00002911675,0.002209732,0.0003485324,0.00002312781,0.0002709448,0.00008863343,0.0008809394,0.0006204357,0.001406992,0.9940193,0.00003346342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005169421,0.0004307687,0.0006179516,0.0004108084,0.0002996177,0.00009930846,0.9792972,0.004313401,0.01401406],"genre_scores_gemma":[0.003321246,0.0005192776,0.002975987,0.000361412,0.0001352298,0.0002159582,0.9761928,0.0009169221,0.01536117],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4352045,"threshold_uncertainty_score":0.8056123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05353440452608092,"score_gpt":0.3293989946154109,"score_spread":0.27586459008933,"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."}}