{"id":"W2005012823","doi":"10.1378/chest.134.4_meetingabstracts.p154001","title":"UTILIZATION OF INDUCED SPUTUM AND BRONCHOSCOPY FOR DIAGNOSIS OF PULMONARY TUBERCULOSIS","year":2008,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Sputum; Bronchoscopy; Pulmonary tuberculosis; Tuberculosis; Intensive care medicine; Diagnostic accuracy; Internal medicine; Surgery; Radiology; Pathology","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":[0.001768177,0.0003643695,0.0005561307,0.001986947,0.0004976238,0.0007529473,0.0006427103,0.001189156,0.001952894],"category_scores_gemma":[0.01287863,0.0003058425,0.000799608,0.001435273,0.0004048995,0.0008498459,0.000395342,0.001216182,0.0002724381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000759616,"about_ca_system_score_gemma":0.001338555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007441868,"about_ca_topic_score_gemma":0.01054344,"domain_scores_codex":[0.9964851,0.001368183,0.0005576162,0.0002333615,0.0009473736,0.0004083932],"domain_scores_gemma":[0.9866446,0.004305298,0.005681139,0.0005392599,0.00144956,0.001380262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001093639,0.0000638553,0.9969709,0.00002327755,0.00004124043,0.0003371758,0.00005240061,0.00002811339,0.0002147732,0.00001893029,0.00008024433,0.002059733],"study_design_scores_gemma":[0.00000455992,0.0002330055,0.9955317,0.00005950171,0.00006695255,0.002978214,0.0002218349,0.0004453245,0.0002007141,0.00002745045,0.0002243033,0.000006438054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919065,0.003801496,0.0002496227,0.0004868434,0.00005552254,0.00002700387,0.0005064478,0.00001679261,0.00294975],"genre_scores_gemma":[0.9986058,0.0006282167,0.0002116094,0.0001257362,0.00006800267,0.000006121011,0.0002318738,0.00000389715,0.0001188122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007441868,"threshold_uncertainty_score":0.01479715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078468627928754,"score_gpt":0.3655354099431563,"score_spread":0.2576885471502809,"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."}}