{"id":"W1995466952","doi":"10.1378/chest.9988","title":"Assessment of Endobronchial Ultrasound Skills Following Clinical vs Simulator Training","year":2010,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Competence (human resources); Endobronchial ultrasound; Simulation training; Ultrasound; Medical physics; Training (meteorology); Radiology; Simulation; Bronchoscopy; Computer science","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":[0.0009955922,0.0002514194,0.0003036947,0.000641745,0.0002812398,0.0004547806,0.0003601972,0.000738169,0.002261396],"category_scores_gemma":[0.008119933,0.0001234388,0.0003296259,0.0001599133,0.0003342738,0.0005213115,0.0007331064,0.0005845697,0.0004488839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004768212,"about_ca_system_score_gemma":0.0006042381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002017395,"about_ca_topic_score_gemma":0.003310229,"domain_scores_codex":[0.9994953,0.0000937078,0.00003975595,0.00005797137,0.0001363788,0.0001768065],"domain_scores_gemma":[0.994983,0.001402308,0.0007056079,0.000137683,0.0008524141,0.001918907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.006914687,0.005330179,0.9192701,0.00009234912,0.00008698212,0.0005803889,0.002275849,0.0009639634,0.01466105,0.0001125382,0.0005749824,0.0491369],"study_design_scores_gemma":[0.0000383479,0.00999671,0.9854989,0.00001286703,0.00001766117,0.0002700613,0.0007849629,0.0009578554,0.001915408,0.0000418403,0.0004530534,0.00001229189],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991767,0.00004180939,0.00006005877,0.00003025488,0.00001067633,0.00002178845,0.00002541991,0.000003388688,0.0006298414],"genre_scores_gemma":[0.9992428,0.00002923001,0.0000786954,0.00001959786,0.000008366267,0.00001890128,0.00005044221,8.502918e-7,0.0005511108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002261396,"threshold_uncertainty_score":0.007565141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02989921157586352,"score_gpt":0.3977708066079237,"score_spread":0.3678715950320602,"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."}}