{"id":"W2073695590","doi":"10.1378/chest.14-2948","title":"The Feasibility, Accuracy, and Impact of Xpert MTB/RIF Testing in a Remote Aboriginal Community in Canada","year":2015,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Government of Nunavut; University of Ottawa; Nunavut Research Institute; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Sputum; Tuberculosis; Gold standard (test); Mycobacterium tuberculosis; Sputum culture; Population; Tuberculosis diagnosis; Internal medicine; Surgery; Environmental health; 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":[0.002405905,0.0004420857,0.0003927179,0.001071309,0.005123617,0.002367936,0.001773755,0.0008039204,0.0008427611],"category_scores_gemma":[0.01458407,0.0004746887,0.0003205592,0.00139839,0.002619055,0.0004555015,0.001338943,0.001119816,0.0001629136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02046791,"about_ca_system_score_gemma":0.03808314,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9878759,"about_ca_topic_score_gemma":0.9906664,"domain_scores_codex":[0.9956577,0.000970315,0.0002337918,0.0003566591,0.001543825,0.001237721],"domain_scores_gemma":[0.990712,0.002495263,0.0007547471,0.0002417974,0.004602083,0.001194144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003336379,0.0002446519,0.954425,0.0001627251,0.00005076686,0.001666418,0.02567239,0.0004604712,0.001583494,0.0002856493,0.0005978402,0.01451701],"study_design_scores_gemma":[0.00002475228,0.000257335,0.9363088,0.0001563749,0.0001200207,0.0008526894,0.05813656,0.001870097,0.0006980657,0.0001742714,0.001355953,0.00004509959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978307,0.0002082619,0.00007926355,0.0004283409,0.000008611566,0.00003086204,0.00008848376,0.000004013032,0.001321583],"genre_scores_gemma":[0.9992149,0.0001464465,0.0002475603,0.0001031292,0.000005340009,0.00000759783,0.00003780295,0.000003510266,0.0002336812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02046791,"threshold_uncertainty_score":0.1485058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639436590193359,"score_gpt":0.4398544929403664,"score_spread":0.2759108339210305,"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."}}