{"id":"W3217147973","doi":"10.1186/s12879-021-06887-x","title":"Distribution patterns of drug resistance Mycobacterium tuberculosis among HIV negative and positive tuberculosis patients in Western Kenya","year":2021,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Tuberculosis; Mycobacterium tuberculosis; Medicine; Drug resistance; Sputum; Medical microbiology; Veterinary medicine; Internal medicine; Immunology; Microbiology; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0002000369,0.0002755262,0.0002490187,0.0009072082,0.0008917213,0.0005177789,0.000292325,0.0004558001,0.00212278],"category_scores_gemma":[0.0009036,0.0003549195,0.0001340819,0.0007186866,0.0004912119,0.0004440147,0.0003783602,0.0002957453,0.0003208729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004332198,"about_ca_system_score_gemma":0.0003936081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267127,"about_ca_topic_score_gemma":0.02409637,"domain_scores_codex":[0.9997198,0.00006240247,0.00003993015,0.00006085144,0.00003929393,0.00007767194],"domain_scores_gemma":[0.9995593,0.0000615524,0.0001992129,0.0000127672,0.00006054722,0.0001065107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008588152,0.00004701361,0.995905,0.00002546155,0.00001189085,0.0004963317,0.0005654275,0.00001468895,0.001093206,0.00001733525,0.0001435955,0.001593928],"study_design_scores_gemma":[0.00000944601,0.0001493215,0.9964764,0.00002435081,0.00001405886,0.00125034,0.001546385,0.00004328683,0.0001605316,0.000009875694,0.000310271,0.000005773707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999395,0.0001590062,0.00001460622,0.00003573617,0.000001550988,0.00001118557,0.0001240076,0.000001268204,0.0002576921],"genre_scores_gemma":[0.9994153,0.0001622653,0.00006235753,0.00004467002,0.000003956214,0.00001375097,0.0001319814,8.133846e-7,0.0001650627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01267127,"threshold_uncertainty_score":0.025195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007875853181479394,"score_gpt":0.2620752235330807,"score_spread":0.2541993703516013,"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."}}