{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001717785,0.0001313187,0.000537424,0.0001967002,0.00002474701,0.000001793729,0.00005902199,0.00005462808,0.00008076506],"category_scores_gemma":[0.003229088,0.00008867648,0.00008632738,0.0003158603,0.00009301287,0.00007297501,0.00004182048,0.00005411795,0.000001839602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005537667,"about_ca_system_score_gemma":0.0004011737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.579863,"about_ca_topic_score_gemma":0.7729657,"domain_scores_codex":[0.9983788,0.0002155914,0.0004553156,0.000274107,0.000429226,0.0002469984],"domain_scores_gemma":[0.99878,0.0002343275,0.0001566374,0.0002795107,0.0003795151,0.0001700603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002266074,0.001910129,0.9952086,0.00007079313,0.0002399314,0.000004769506,0.00005404622,0.00001559901,0.00002660533,0.00001353525,0.002001051,0.0002283981],"study_design_scores_gemma":[0.002911564,0.001377044,0.9951673,0.00008372797,0.0001683396,8.505584e-7,0.00005216408,0.0000236844,0.00007235003,0.00005607985,0.00000616228,0.00008073711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977545,0.00007775345,0.00002084332,0.00004121618,0.000108556,0.001188911,0.0002012171,0.00002247932,0.0005845575],"genre_scores_gemma":[0.9996027,0.0001257059,0.000002131084,0.00002896185,0.00003824026,0.0001184423,0.0000368097,0.00001427849,0.00003274964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1931027,"threshold_uncertainty_score":0.4229347,"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."}}