{"id":"W2303032978","doi":"10.1155/2010/426185","title":"Induced Sputum for the Diagnosis of Pulmonary Tuberculosis: Is It Useful in Clinical Practice?","year":2010,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Medicine; Sputum; Referral; Bronchoscopy; Tuberculosis; Pulmonary tuberculosis; Medical record; Pulmonology; Clinical Practice; Internal medicine; Emergency medicine; Intensive care medicine; Pediatrics; Surgery; Physical therapy; Family medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006139635,0.0001727215,0.0005152801,0.0004776826,0.0002188365,0.00003350247,0.0003696697,0.0004074919,0.0007590206],"category_scores_gemma":[0.01694994,0.0001214493,0.0003437731,0.0003186801,0.0002332459,0.0001979248,0.00003442975,0.002378826,0.0000387008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001806413,"about_ca_system_score_gemma":0.002878739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007450394,"about_ca_topic_score_gemma":0.0583401,"domain_scores_codex":[0.9970718,0.0004421609,0.00111733,0.0002925497,0.0003252296,0.0007509135],"domain_scores_gemma":[0.9942716,0.002986492,0.0002850157,0.0005260012,0.0005189796,0.001411921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002821605,0.0001661035,0.8531138,0.0000297755,0.0002245999,0.0004086989,0.0001187117,0.000001719921,0.0009063079,0.0001443747,0.1134767,0.03112708],"study_design_scores_gemma":[0.0008768787,0.0003929269,0.5429918,0.00006160582,0.00008006116,0.0004602613,0.0003685297,0.0001221627,0.0002120368,0.0001395771,0.4541965,0.00009764155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8963589,0.001159797,0.00000854051,0.09939352,0.0007817309,0.0005819322,0.00003798743,0.000004856952,0.001672732],"genre_scores_gemma":[0.9461138,0.0005345244,0.0002386618,0.05157922,0.001338315,0.0001030381,0.00000251329,0.00003160554,0.00005837638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3407198,"threshold_uncertainty_score":0.9999228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1224701157473929,"score_gpt":0.4205118906378646,"score_spread":0.2980417748904717,"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."}}