{"id":"W2555989418","doi":"10.1136/bmjopen-2016-013488","title":"Predicting tuberculosis risk in the foreign-born population of British Columbia, Canada: study protocol for a retrospective population-based cohort study","year":2016,"lang":"en","type":"article","venue":"BMJ Open","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"British Columbia Centre for Disease Control; University of British Columbia; Michael Smith Health Research BC","keywords":"Medicine; Tuberculosis; Retrospective cohort study; Epidemiology; Cohort study; Population; Protocol (science); Cohort; Demography; Family medicine; Environmental health; Surgery; Alternative medicine; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01007522,0.002484028,0.00225513,0.002406144,0.005467221,0.00192467,0.002706923,0.001800341,0.01875394],"category_scores_gemma":[0.008253761,0.00181419,0.001785611,0.003891348,0.001613405,0.001038531,0.001198447,0.001832628,0.003973232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02072299,"about_ca_system_score_gemma":0.06508333,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5824437,"about_ca_topic_score_gemma":0.7148772,"domain_scores_codex":[0.9952778,0.001418244,0.0009545006,0.0008526901,0.0007137483,0.000782995],"domain_scores_gemma":[0.9938282,0.0004616943,0.000741051,0.0008020753,0.003277211,0.0008897435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.07828126,0.0148465,0.3151888,0.02255333,0.002109006,0.006535213,0.0113791,0.01173158,0.01028698,0.01249213,0.3566806,0.1579156],"study_design_scores_gemma":[0.02811307,0.007304353,0.6722771,0.008089666,0.0011433,0.001049038,0.006080271,0.006426362,0.002868894,0.003969409,0.262037,0.0006414792],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02068248,0.0006686307,0.004073889,0.0004095721,0.0002111037,0.9346513,0.03549128,0.00009740426,0.003714422],"genre_scores_gemma":[0.02448965,0.0008395888,0.007389111,0.0004936034,0.00007317888,0.9541051,0.01024919,0.00001780344,0.002342766],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4175563,"threshold_uncertainty_score":0.8400307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04978115944214611,"score_gpt":0.4055495477263572,"score_spread":0.3557683882842111,"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."}}