{"id":"W1991378849","doi":"10.1159/000346650","title":"Trainee Impact on Procedural Complications: An Analysis of 967 Consecutive Flexible Bronchoscopy Procedures in an Interventional Pulmonology Practice","year":2013,"lang":"en","type":"article","venue":"Respiration","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; University of Calgary","funders":"","keywords":"Medicine; Pulmonology; Pneumothorax; Midazolam; Pulmonologist; Retrospective cohort study; Sedation; Internal medicine; Surgery; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002407228,0.0001067718,0.0002629471,0.0005109381,0.0000389968,0.00002749695,0.00005541378,0.00008668749,0.0005328957],"category_scores_gemma":[0.0005636559,0.00008656798,0.0001062025,0.0006838688,0.00005800532,0.0004985295,0.00000648459,0.0001288076,0.00001775934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048239,"about_ca_system_score_gemma":0.0001373526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002581532,"about_ca_topic_score_gemma":0.0001531649,"domain_scores_codex":[0.9988589,0.0001500615,0.0004165292,0.0002431436,0.000193111,0.0001382309],"domain_scores_gemma":[0.9989073,0.0002420354,0.000205302,0.0001800715,0.0003647422,0.000100543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008101232,0.01303412,0.7548464,0.0002668321,0.002154038,0.00001864688,0.007588292,0.09851024,0.03222726,0.02930966,0.0002545256,0.05368877],"study_design_scores_gemma":[0.001403358,0.001866791,0.8996451,0.00006079957,0.0001699653,0.000006147362,0.0006663686,0.09527713,0.0004565022,0.0002482061,0.0001157572,0.00008386406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995874,0.0000311566,0.0006530077,0.001043541,0.00001341526,0.000569233,0.000009533865,0.00004332927,0.001762818],"genre_scores_gemma":[0.9981046,0.000001958753,0.0005229593,0.0009036884,0.0000301382,0.00009059257,0.0003083153,0.000008847707,0.00002895072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1447987,"threshold_uncertainty_score":0.5834835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05951256133981483,"score_gpt":0.4188884645886894,"score_spread":0.3593759032488746,"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."}}