{"id":"W2055239521","doi":"10.1590/s0100-69912013000200012","title":"Avaliação de treinamento cirúrgico na graduação de medicina","year":2013,"lang":"pt","type":"article","venue":"Revista do Colégio Brasileiro de Cirurgiões","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002070296,0.001006767,0.00174907,0.0004913104,0.0005039827,0.0008980572,0.0006857049,0.0007560425,0.01648971],"category_scores_gemma":[0.001783421,0.0009669291,0.0008040369,0.001134657,0.0004370965,0.0003770675,0.0001867854,0.001223669,0.001787455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001641024,"about_ca_system_score_gemma":0.001027851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007817651,"about_ca_topic_score_gemma":0.00001837864,"domain_scores_codex":[0.9927504,0.0009515851,0.001561631,0.001175862,0.001211346,0.002349146],"domain_scores_gemma":[0.9937772,0.001715697,0.0006112084,0.001202962,0.0003835165,0.002309406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005990043,0.001429203,0.8233176,0.002385246,0.001147683,0.001789429,0.01011194,0.0002380811,0.003085882,0.01399141,0.0327184,0.1091861],"study_design_scores_gemma":[0.01935593,0.001404328,0.7237819,0.007307888,0.00217682,0.001100675,0.009755627,0.03483634,0.0006717836,0.001167712,0.1957993,0.002641643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539731,0.01392899,0.003022958,0.002948113,0.0005965973,0.002451419,0.00005949634,0.0005363646,0.02248302],"genre_scores_gemma":[0.9807717,0.001421082,0.0003834935,0.004507687,0.001113796,0.0002634707,0.0001042345,0.000215019,0.01121955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1630809,"threshold_uncertainty_score":0.9992781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03584287562674438,"score_gpt":0.3115163752144988,"score_spread":0.2756734995877544,"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."}}