{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003769707,0.000161424,0.0002491731,0.001038009,0.0002661417,0.0009530199,0.0005848935,0.000549809,0.001718657],"category_scores_gemma":[0.03985359,0.0001195143,0.0002269819,0.0006736298,0.0005277316,0.001118578,0.001026119,0.0004190415,0.0005910094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007329112,"about_ca_system_score_gemma":0.001033279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001853281,"about_ca_topic_score_gemma":0.001937741,"domain_scores_codex":[0.9976183,0.0005387464,0.0002553086,0.0003969723,0.0008179423,0.0003726883],"domain_scores_gemma":[0.9757849,0.007861361,0.007945578,0.0008865006,0.00418801,0.003333739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001225016,0.0001078228,0.9861705,0.0000270493,0.00001577745,0.00007293747,0.0004404212,0.0001963871,0.0002221731,0.00002121751,0.0001748923,0.01242829],"study_design_scores_gemma":[0.000006629512,0.0005978702,0.9969116,0.00003069185,0.000007698874,0.0005126516,0.0005380009,0.0005458583,0.000287281,0.00005317946,0.000499556,0.000008942815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983883,0.0002131095,0.0002442628,0.0001287156,0.000007527304,0.00001188999,0.00009301404,0.000009078692,0.0009042099],"genre_scores_gemma":[0.9994779,0.00008484966,0.0001523761,0.00003231963,0.000008815461,0.000007757243,0.00009478165,0.000004508529,0.0001368388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003769707,"threshold_uncertainty_score":0.01993638,"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."}}