{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001024329,0.00008907515,0.0001552501,0.00005049318,0.00005027484,0.00001221563,0.00003303522,0.0000530941,0.0002137987],"category_scores_gemma":[0.00007223076,0.00007216344,0.00004937172,0.0000648136,0.00001687112,0.0001703439,0.000008037628,0.00004363455,0.00001024326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057197,"about_ca_system_score_gemma":0.00005868157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001904722,"about_ca_topic_score_gemma":0.0000294113,"domain_scores_codex":[0.9992703,0.00004541086,0.0002346924,0.0001703454,0.0001811205,0.00009817974],"domain_scores_gemma":[0.9994939,0.00003698827,0.0001028701,0.000203884,0.00009639496,0.00006595442],"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":[0.000632333,0.003023845,0.7345579,0.0002661996,0.000328082,0.00001305073,0.006384095,0.0003147424,0.2262541,0.003475075,0.0001629006,0.02458769],"study_design_scores_gemma":[0.00142857,0.0007131543,0.4283376,0.00005354438,0.000114694,0.000003515549,0.00004643426,0.0002815089,0.568813,0.00007997857,0.00005943861,0.00006854124],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975771,0.00004541238,0.0005631484,0.00001394371,0.0001119882,0.0003119997,0.00001751276,0.00002719449,0.001331698],"genre_scores_gemma":[0.9983777,0.000009433274,0.001200222,0.00007305288,0.0001624998,0.0000255733,0.0001008337,0.00001313935,0.00003747859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3425589,"threshold_uncertainty_score":0.294274,"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."}}