{"id":"W2328966066","doi":"10.5588/ijtld.11.0555","title":"Effective screening tool to triage recovery rooms for possible tuberculosis patients undergoing bronchoscopy","year":2012,"lang":"en","type":"article","venue":"The International Journal of Tuberculosis and Lung Disease","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Triage; Bronchoscopy; Tuberculosis; Tuberculin; Predictive value; Isolation (microbiology); Surgery; Emergency medicine; Intensive care medicine; Radiology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002053367,0.0005393927,0.0003688441,0.002242342,0.0004150338,0.0006142737,0.000689062,0.0006489246,0.002759479],"category_scores_gemma":[0.01152661,0.0002569018,0.0003161284,0.0007143159,0.0002485036,0.0006419601,0.0005722402,0.0004078096,0.0006103666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004907549,"about_ca_system_score_gemma":0.001236729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120079,"about_ca_topic_score_gemma":0.004017917,"domain_scores_codex":[0.9981602,0.0008127193,0.0002637763,0.000159158,0.0004151495,0.0001889969],"domain_scores_gemma":[0.9934084,0.00238521,0.002119418,0.0002373233,0.0009907945,0.0008587345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004103589,0.0008374156,0.9240067,0.0002188291,0.00003299659,0.0008017155,0.0002202708,0.0002693664,0.001164532,0.00004380991,0.003655529,0.06833845],"study_design_scores_gemma":[0.0002734265,0.003781929,0.9783853,0.0004211527,0.0001070965,0.004354651,0.0008434581,0.005224029,0.002455042,0.00007468766,0.004028027,0.00005122224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857093,0.001571546,0.004829013,0.001213566,0.0001721731,0.001499849,0.001068859,0.0003097582,0.003625998],"genre_scores_gemma":[0.9845381,0.000442943,0.01307014,0.0002683646,0.0000858256,0.0005201209,0.0005739072,0.00000741751,0.0004932662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002759479,"threshold_uncertainty_score":0.01085937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752480427335982,"score_gpt":0.3297816696173076,"score_spread":0.3122568653439478,"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."}}