{"id":"W2075169602","doi":"10.1378/chest.9775","title":"Validation of an Endobronchial Ultrasound Simulator in Differentiating Operator Skill Level","year":2010,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Endobronchial ultrasound; Ultrasound; Operator (biology); Radiology; Medical physics; 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":[0.0080285,0.0004247315,0.000259395,0.0005508654,0.000299179,0.0005832365,0.000747189,0.001061156,0.0009551721],"category_scores_gemma":[0.02183958,0.000276667,0.0003279749,0.0001620285,0.0005162091,0.0005253875,0.0008294897,0.000380348,0.0005138754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003227942,"about_ca_system_score_gemma":0.0009832296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001299568,"about_ca_topic_score_gemma":0.001492442,"domain_scores_codex":[0.9967334,0.001667656,0.0002661945,0.0003616774,0.0008177941,0.0001532224],"domain_scores_gemma":[0.9815896,0.01117358,0.0009049158,0.00101549,0.004385571,0.0009308386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008290473,0.006245708,0.6935399,0.0002720066,0.0001966279,0.0003208434,0.003165582,0.008245376,0.1883872,0.0004872753,0.0006904358,0.09015859],"study_design_scores_gemma":[0.000910185,0.0705187,0.6367726,0.0002077428,0.0005939582,0.001777482,0.002415834,0.159501,0.1225069,0.0004554108,0.004181289,0.000158853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855312,0.00004434644,0.01309322,0.00005281107,0.00004646581,0.0002795483,0.00009035542,0.00005593585,0.0008060525],"genre_scores_gemma":[0.9810992,0.0000520163,0.01771138,0.0001117655,0.00001534426,0.0002519326,0.000206045,0.00001764723,0.0005347087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0080285,"threshold_uncertainty_score":0.04245925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0450588283121479,"score_gpt":0.3536944246446953,"score_spread":0.3086355963325474,"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."}}