{"id":"W2090542732","doi":"10.1378/chest.1109337","title":"Evaluation of the Endobronchial Ultrasound Learning Curve in Interventional Pulmonary Fellows","year":2011,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Endobronchial ultrasound; Learning curve; Lung ultrasound; Radiology; Medical physics; Ultrasound; Pulmonary medicine; Interventional radiology; Bronchoscopy; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003492937,0.0002168002,0.0003779219,0.002493466,0.0007136012,0.001737586,0.0007726479,0.0009043834,0.003709015],"category_scores_gemma":[0.05159207,0.0001581224,0.0003809451,0.001038255,0.0005133695,0.00206719,0.001658549,0.0008760982,0.0007647299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419448,"about_ca_system_score_gemma":0.001999054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002204031,"about_ca_topic_score_gemma":0.002200649,"domain_scores_codex":[0.9977609,0.0006285268,0.0002811814,0.0001762161,0.0006631896,0.0004899848],"domain_scores_gemma":[0.9704366,0.008606823,0.005651988,0.0005293984,0.006824068,0.007951137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00103,0.0006529277,0.9564309,0.00005860471,0.0000233941,0.0006142884,0.001173733,0.0004398436,0.0005334557,0.000189614,0.0007616134,0.03809147],"study_design_scores_gemma":[0.00003808262,0.002294451,0.9857444,0.00006648629,0.00002668731,0.001787029,0.004216656,0.002448526,0.0009112345,0.0003319332,0.002095238,0.00003936107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924484,0.0003158822,0.0002948336,0.0005054511,0.00002896047,0.00005511062,0.0001406764,0.00002153036,0.006189052],"genre_scores_gemma":[0.9987795,0.0001317469,0.0002830251,0.00005940115,0.00002650424,0.00002298253,0.00009803077,0.000009029705,0.000589803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003709015,"threshold_uncertainty_score":0.01847261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.127495778323427,"score_gpt":0.3670371297445207,"score_spread":0.2395413514210937,"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."}}