{"id":"W1798421505","doi":"10.1590/1516-3180.2015.9603001","title":"Evaluation of the impact of collaborative work by teams from the National Medical Residency Committee and the Brazilian Society of Neurosurgery. Retrospective and prospective study","year":2015,"lang":"en","type":"article","venue":"Sao Paulo Medical Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Medicine; Neurosurgery; Work (physics); Medical education; Residency training; Family medicine; Surgery","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01294405,0.0001351913,0.0004700249,0.00003114879,0.0001734609,0.00002074961,0.0001840746,0.0001288292,0.0003991585],"category_scores_gemma":[0.01510756,0.00005486184,0.0001712453,0.0006394109,0.001240598,0.00007541091,0.0000976549,0.0008418203,2.723089e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001639549,"about_ca_system_score_gemma":0.002304818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001915618,"about_ca_topic_score_gemma":0.00005058529,"domain_scores_codex":[0.9921353,0.001693497,0.0006589811,0.0001725354,0.005197376,0.0001422529],"domain_scores_gemma":[0.9945059,0.002433354,0.0005276625,0.0001490753,0.002081898,0.0003021441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001184748,0.0004526039,0.9678099,0.00000360612,0.0007853332,0.000003698277,0.01391621,0.00002088159,0.00001664681,0.0000919764,0.009011678,0.006702739],"study_design_scores_gemma":[0.01428582,0.0004400917,0.9671643,0.0002204204,0.0002702082,0.00004220073,0.007279791,0.003307863,0.00002942113,0.006874474,0.00003202102,0.00005335898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988332,0.001140003,0.00003772435,0.008807167,0.0001175698,0.0007243981,0.00003015028,0.000004886461,0.0008060526],"genre_scores_gemma":[0.9992166,0.0001016054,0.0000208718,0.0004179241,0.0002099892,0.000009926635,0.000002928191,0.000008808792,0.00001134612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01310107,"threshold_uncertainty_score":0.9931886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03631417866707226,"score_gpt":0.3665862341730035,"score_spread":0.3302720555059313,"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."}}