{"id":"W2556916534","doi":"10.1186/s12879-016-1997-x","title":"Predictors of hospitalization of tuberculosis patients in Montreal, Canada: a retrospective cohort study","year":2016,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Vancouver Coastal Health Research Institute; University of British Columbia; McGill University Health Centre; Vancouver Coastal Health","funders":"Canadian Institutes of Health Research; British Columbia Lung Association","keywords":"Medicine; Tuberculosis; Retrospective cohort study; Logistic regression; Cohort; Emergency medicine; Medical microbiology; Psychological intervention; Pediatrics; Extensively drug-resistant tuberculosis; Internal medicine; Proportional hazards model; Mycobacterium tuberculosis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000497682,0.0005003697,0.000465128,0.001217312,0.00191008,0.001180197,0.001208442,0.0005473191,0.001806023],"category_scores_gemma":[0.001720107,0.0005030015,0.0005843655,0.003494527,0.0005491488,0.0004307004,0.0007223485,0.0008239426,0.0001834483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01663484,"about_ca_system_score_gemma":0.01442497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9635735,"about_ca_topic_score_gemma":0.9696524,"domain_scores_codex":[0.999209,0.00005828228,0.00005331411,0.0001714255,0.0002276646,0.0002803075],"domain_scores_gemma":[0.9982437,0.0000927568,0.0006030522,0.00007911772,0.0005091134,0.0004722513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003601835,0.00001781357,0.9986379,0.00001028441,0.00003233425,0.00007710451,0.0001086474,0.0000423066,0.00006311702,0.00001436971,0.0003941371,0.0005659243],"study_design_scores_gemma":[0.000006488852,0.00002357028,0.9990879,0.00001352675,0.00001943728,0.00007130434,0.0002441576,0.000196053,0.00001824546,0.000006367638,0.0003063574,0.000006569267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931273,0.0004752192,0.00009130646,0.0001875734,0.00001189858,0.00007414071,0.005156076,0.0000111282,0.0008651464],"genre_scores_gemma":[0.9972569,0.0002772129,0.0001145279,0.00008816351,0.000009937473,0.00002818765,0.001978593,0.000003988293,0.0002424341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03642648,"threshold_uncertainty_score":0.1206948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006529798462298839,"score_gpt":0.2533397956837453,"score_spread":0.2468099972214465,"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."}}