{"id":"W1532617805","doi":"10.1111/1759-7714.12223","title":"Diagnostic yield of non‐guided flexible bronchoscopy for peripheral pulmonary neoplasia","year":2015,"lang":"en","type":"article","venue":"Thoracic Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de la Mauricie-et-du-Centre-du-Québec; McGill University Health Centre; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Radiology; Bronchoscopy; Malignancy; Lung; Univariate analysis; Peripheral; Bronchoalveolar lavage; Pathology; Internal medicine; Multivariate analysis","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":[0.001879049,0.0004744392,0.0004428363,0.0009684049,0.0001874168,0.0006308263,0.0005219748,0.0006651449,0.001634836],"category_scores_gemma":[0.01916591,0.0002715725,0.000409778,0.0003858923,0.0004873466,0.00050454,0.0005633058,0.0004029532,0.000399444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002751747,"about_ca_system_score_gemma":0.0003088329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005337381,"about_ca_topic_score_gemma":0.0006062591,"domain_scores_codex":[0.9987383,0.0004774816,0.0001802221,0.0001598465,0.0003055865,0.0001384523],"domain_scores_gemma":[0.9855735,0.009114412,0.003084432,0.0005438165,0.001063941,0.0006198547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002874011,0.0000158498,0.9943275,0.0000258275,0.00002226788,0.0003411755,0.00001569136,0.0001081462,0.0006166478,0.000009001019,0.00004810858,0.004182441],"study_design_scores_gemma":[0.00002128341,0.0004034038,0.9813312,0.00003907611,0.0001216375,0.0130624,0.0001175997,0.002476899,0.002059267,0.0000724825,0.0002821218,0.00001255968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973133,0.001651251,0.0004015212,0.00007505383,0.000009014729,0.000007814525,0.00009070806,0.00001503633,0.0004362171],"genre_scores_gemma":[0.9994177,0.0001548031,0.000279155,0.00001629912,0.00001382746,0.000002720325,0.00008647258,0.000001956038,0.00002714563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001879049,"threshold_uncertainty_score":0.009937465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06358113648432702,"score_gpt":0.3950518974803409,"score_spread":0.3314707609960139,"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."}}