{"id":"W2333912305","doi":"10.1097/lbr.0b013e3182296588","title":"Simulation in Flexible Bronchoscopy and Endobronchial Ultrasound","year":2011,"lang":"en","type":"article","venue":"Journal of Bronchology & Interventional Pulmonology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Bronchoscopy; Flexible bronchoscopy; Modalities; Standardization; Endobronchial ultrasound; Medical physics; Radiology; Intensive care medicine; 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":[0.004164998,0.0004079249,0.0005443909,0.001044157,0.0003922261,0.001184824,0.0006576712,0.001247951,0.00503435],"category_scores_gemma":[0.01384944,0.0002474053,0.0006699453,0.001309177,0.0009565103,0.001047976,0.00124196,0.0009318232,0.000934042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008148569,"about_ca_system_score_gemma":0.002191202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001568827,"about_ca_topic_score_gemma":0.002528937,"domain_scores_codex":[0.9952242,0.003510437,0.00028203,0.0001428102,0.0007561173,0.00008450691],"domain_scores_gemma":[0.9884906,0.009911817,0.0004625396,0.0001994164,0.0006233501,0.0003122515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007643338,0.0007509118,0.007508946,0.01168699,0.0001517583,0.0007947662,0.001453415,0.008151164,0.003969014,0.02091601,0.00870666,0.935146],"study_design_scores_gemma":[0.0004246894,0.006748783,0.04863162,0.04771285,0.0006106471,0.01746878,0.004143606,0.02032548,0.01361028,0.06640662,0.7735277,0.0003889037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06599829,0.7338838,0.08858038,0.01185544,0.002761791,0.0007369973,0.0002458973,0.0002613736,0.09567607],"genre_scores_gemma":[0.384624,0.500323,0.100455,0.003636199,0.001406194,0.0009690298,0.0003755472,0.0001117243,0.008099266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00503435,"threshold_uncertainty_score":0.02202684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06093589697417569,"score_gpt":0.3423029334363268,"score_spread":0.2813670364621512,"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."}}