{"id":"W4402587910","doi":"10.1016/j.chest.2024.06.3050","title":"ACQUISITION OF ENDOBRONCHIAL ULTRASOUND BRONCHOSCOPY PROFICIENCY AT A CANADIAN ACADEMIC CENTER","year":2024,"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":"","funders":"","keywords":"Bronchoscopy; Endobronchial ultrasound; Center (category theory); Medicine; Ultrasound; Radiology; Medical physics; Nuclear medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001924399,0.000451416,0.0005071345,0.002224088,0.007519864,0.002258236,0.002053472,0.0009412343,0.01406967],"category_scores_gemma":[0.007869176,0.0004696688,0.0004928042,0.002078746,0.001020152,0.0008914511,0.001878735,0.00164693,0.001615535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03980964,"about_ca_system_score_gemma":0.1257324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9609189,"about_ca_topic_score_gemma":0.980921,"domain_scores_codex":[0.9954319,0.0003411551,0.0002513072,0.0004723027,0.001656811,0.001846474],"domain_scores_gemma":[0.9832287,0.0006259256,0.0006870037,0.0002944479,0.01081295,0.004350903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002301539,0.0005237108,0.8732545,0.0002432116,0.00009796396,0.003384782,0.006824506,0.0006642492,0.00342232,0.00189356,0.05527692,0.0541841],"study_design_scores_gemma":[0.00003126562,0.0002289123,0.9454005,0.0003509352,0.00005981308,0.002576643,0.01050206,0.001144592,0.001236562,0.0002736021,0.03808474,0.0001104159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8530848,0.001824873,0.002363767,0.01659722,0.0004367524,0.0008909591,0.008329937,0.0003137277,0.116158],"genre_scores_gemma":[0.9735155,0.001092259,0.005140713,0.003703532,0.000141231,0.0001364312,0.002480172,0.0001014041,0.01368867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9609189,"threshold_uncertainty_score":0.2888405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472469098350527,"score_gpt":0.3008470559201053,"score_spread":0.2861223649366,"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."}}