{"id":"W4306811608","doi":"10.1136/bmjgh-2022-009657","title":"Tuberculosis diagnosis and management in the public versus private sector: a standardised patients study in Mumbai, India","year":2022,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research; Grand Challenges Canada; World Bank Group; Bill and Melinda Gates Foundation","keywords":"Private sector; Public sector; Medicine; Tuberculosis; Public health; Family medicine; Surgery; Nursing; Economics; Economic growth; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002980336,0.0001625433,0.0004429662,0.0002189885,0.0002152118,0.00002458376,0.0002227676,0.00003735343,0.00008105027],"category_scores_gemma":[0.000282697,0.0001245344,0.00005403293,0.001032924,0.00005005127,0.00006308847,0.0003940925,0.0003830804,0.000006606233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786787,"about_ca_system_score_gemma":0.0002215137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001945388,"about_ca_topic_score_gemma":0.003934236,"domain_scores_codex":[0.9958088,0.001664749,0.0005327906,0.0004375258,0.0007932201,0.0007628648],"domain_scores_gemma":[0.9989874,0.0002234222,0.00009589528,0.0003985744,0.00002948052,0.0002651789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001119242,0.00180364,0.9633498,0.0001030711,0.0001025322,0.0001580636,0.0006700903,0.000009123182,3.021737e-8,0.000440138,0.0125467,0.01969755],"study_design_scores_gemma":[0.008589204,0.003158977,0.9718427,0.00002458447,0.00002009388,0.000008998485,0.00258581,0.0000674357,5.749118e-8,0.00009287847,0.01351487,0.00009435439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708825,0.000566065,0.000001245712,0.02221609,0.0001866432,0.004967944,0.0001458937,0.00002237305,0.001011266],"genre_scores_gemma":[0.9914212,0.0009572618,0.00004874506,0.005434074,0.00003304821,0.002019466,0.00007238031,0.00001040846,0.000003386966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02053875,"threshold_uncertainty_score":0.5078366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05837921295051237,"score_gpt":0.4193952140011039,"score_spread":0.3610160010505915,"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."}}