{"id":"W3173178178","doi":"10.1136/bmj.n1590","title":"Diagnosing active tuberculosis in primary care","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Medicine; Tuberculosis; Pneumonia; Disease; Diabetes mellitus; Primary care; Health care; Family medicine; Pediatrics; Intensive care medicine; 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":[0.0009956312,0.0002654382,0.0004806148,0.001531207,0.001911701,0.00155802,0.0007021317,0.001964531,0.01415933],"category_scores_gemma":[0.008678557,0.0005779689,0.0003048015,0.001080989,0.000628636,0.001852202,0.001128724,0.002133867,0.003311489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001307087,"about_ca_system_score_gemma":0.001639643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398464,"about_ca_topic_score_gemma":0.02076268,"domain_scores_codex":[0.9985667,0.0003831202,0.0001659986,0.0001438137,0.0003460417,0.0003944153],"domain_scores_gemma":[0.9959747,0.001161359,0.0006054182,0.0001188801,0.0008238415,0.001315728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001865106,0.0005791177,0.6965494,0.000985962,0.00004976398,0.03099423,0.002590194,0.0001105878,0.001099654,0.0006868753,0.1490662,0.1171015],"study_design_scores_gemma":[0.0001128117,0.0007401865,0.8282068,0.006930427,0.0001245107,0.0735369,0.01249925,0.0006329027,0.0004689636,0.002551284,0.07411266,0.00008337731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4595872,0.09990049,0.002509926,0.2135397,0.007184093,0.00103679,0.003570319,0.0005047731,0.2121667],"genre_scores_gemma":[0.8949906,0.0402885,0.002808354,0.04386393,0.007557711,0.0001941721,0.001558825,0.00005339595,0.008684532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01415933,"threshold_uncertainty_score":0.04736763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241833444147551,"score_gpt":0.3602693161265418,"score_spread":0.3278509816850663,"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."}}