{"id":"W1987714561","doi":"10.1159/000323520","title":"Validation of an Endobronchial Ultrasound Simulator: Differentiating Operator Skill Level","year":2011,"lang":"en","type":"article","venue":"Respiration","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Calgary","funders":"","keywords":"Medicine; Endobronchial ultrasound; Bronchoscopy; Radiology; Nuclear 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":[0.007210263,0.0004064543,0.000219802,0.0004820139,0.0002409225,0.0005066342,0.0005629583,0.0005766224,0.001166354],"category_scores_gemma":[0.01702558,0.0001756854,0.0002886862,0.0001471972,0.000413053,0.0004200806,0.000792995,0.0002824698,0.0003901573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003001768,"about_ca_system_score_gemma":0.0009564374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006857083,"about_ca_topic_score_gemma":0.0009217629,"domain_scores_codex":[0.9970481,0.001477038,0.0002867602,0.0003222632,0.0007093384,0.0001565446],"domain_scores_gemma":[0.9866051,0.006941474,0.001808772,0.0007345788,0.003066602,0.0008434345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00415684,0.003963957,0.8355653,0.0003462086,0.0001355873,0.000146324,0.002508697,0.003402449,0.07133186,0.000207315,0.0004750464,0.07776049],"study_design_scores_gemma":[0.0003990681,0.04337358,0.8839731,0.000164288,0.0001776949,0.001117486,0.001392677,0.02267107,0.04322277,0.0002246407,0.003207064,0.00007660413],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949969,0.0000490584,0.004071532,0.00003323636,0.000009791368,0.0002407432,0.00005129488,0.00002832359,0.0005190453],"genre_scores_gemma":[0.9843201,0.00005556292,0.01481524,0.0000768394,0.000009933393,0.0002688058,0.0002026875,0.000007257072,0.000243576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007210263,"threshold_uncertainty_score":0.03813201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06475514635680797,"score_gpt":0.3131199672574292,"score_spread":0.2483648209006212,"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."}}