{"id":"W4403318288","doi":"10.1590/2175-8239-jbn-2024-0056pt","title":"Uma análise do treinamento de cirurgiões de transplante renal em um estado brasileiro","year":2024,"lang":"pt","type":"article","venue":"Brazilian Journal of Nephrology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine","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":[0.001236445,0.0002033538,0.000330832,0.003080699,0.0006510706,0.0008977683,0.0003352465,0.0002753676,0.001845481],"category_scores_gemma":[0.004156887,0.0001933483,0.0004511341,0.003027125,0.0004639704,0.0004172595,0.0006527266,0.0003203707,0.0001513655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442034,"about_ca_system_score_gemma":0.002571561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1044467,"about_ca_topic_score_gemma":0.1916648,"domain_scores_codex":[0.9990788,0.000214485,0.0001366003,0.0001818882,0.0002433952,0.0001448304],"domain_scores_gemma":[0.9964517,0.0008249144,0.001195158,0.0002183331,0.0008913545,0.0004185571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005923756,0.00003710593,0.9719535,0.0002971622,0.00004687118,0.0003225601,0.003149978,0.00008933795,0.0008798873,0.0003170001,0.0006167462,0.0222306],"study_design_scores_gemma":[0.000002670099,0.00006282888,0.9927821,0.0001696595,0.00004999821,0.0003712731,0.003549579,0.0001507179,0.000176732,0.00006100384,0.002614657,0.000008643648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910395,0.001898213,0.0007102321,0.0003360982,0.00001416692,0.00013627,0.001552359,0.00001802508,0.004295137],"genre_scores_gemma":[0.9953108,0.001733759,0.001197117,0.0001102748,0.00001238445,0.00007705921,0.0005255195,0.000006428375,0.001026692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1044467,"threshold_uncertainty_score":0.2076774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01344659519294294,"score_gpt":0.2841183525196251,"score_spread":0.2706717573266822,"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."}}