{"id":"W1908727433","doi":"10.1111/resp.12450","title":"Endobronchial ultrasound learning curve in interventional pulmonary fellows","year":2014,"lang":"en","type":"article","venue":"Respirology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McGill University Health Centre; University of Saskatchewan; Université de Sherbrooke; University of Calgary","funders":"","keywords":"Medicine; Learning curve; Endobronchial ultrasound; Medical physics; Competence (human resources); Radiology; Bronchoscopy","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":[0.0002578685,0.0001009218,0.0002385478,0.0001017083,0.0000347555,0.000005860982,0.00004932853,0.00009058462,0.0005127809],"category_scores_gemma":[0.0001817564,0.00008633242,0.0001065554,0.00007343859,0.00005834407,0.0000284079,0.00002830553,0.0002267124,0.0001136322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425146,"about_ca_system_score_gemma":0.00003991015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001444497,"about_ca_topic_score_gemma":0.0001813652,"domain_scores_codex":[0.9990385,0.0001639764,0.0002103567,0.0002491983,0.0001090604,0.0002288897],"domain_scores_gemma":[0.9994432,0.0002721123,0.00005386397,0.000139948,0.00002039999,0.00007042487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003192439,0.0005569463,0.985474,0.00004316802,0.00005627091,0.00009456289,0.00006046691,0.00009967519,0.001252919,0.001881638,0.0003854703,0.009775649],"study_design_scores_gemma":[0.002420217,0.001428347,0.897555,0.00007749229,0.00004040111,0.0001976609,0.0000160057,0.0003063445,0.0005194911,0.001077092,0.09626517,0.00009678554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760566,0.0005834041,0.00008475762,0.001407473,0.0002221741,0.0001780965,0.000001864819,0.0000338701,0.02143175],"genre_scores_gemma":[0.9978576,0.00005200498,0.00009952273,0.0003980446,0.0002998282,0.00006246736,0.00004132382,0.00001316819,0.001176039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0958797,"threshold_uncertainty_score":0.5614591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0133777086624535,"score_gpt":0.293949461239647,"score_spread":0.2805717525771935,"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."}}