{"id":"W2092881558","doi":"10.5779/hypothesis.v9i1.214","title":"Mismanagement of tuberculosis in India: Causes, consequences, and the way forward","year":2011,"lang":"en","type":"article","venue":"Hypothesis","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Tuberculosis; Business; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009880242,0.0001039429,0.0004174804,0.0001640131,0.00003215921,0.000003721051,0.0001068727,0.00007713855,0.0002595218],"category_scores_gemma":[0.0009906767,0.00006086284,0.00008059817,0.0001809213,0.0008250836,0.00003587963,0.00006320854,0.0001454352,0.00002316727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003129288,"about_ca_system_score_gemma":0.00003342029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002193536,"about_ca_topic_score_gemma":0.0001656589,"domain_scores_codex":[0.9988177,0.0002446433,0.0003076096,0.0001935983,0.000156285,0.0002801806],"domain_scores_gemma":[0.9989432,0.0005775235,0.00006371822,0.0002823664,0.00003463313,0.00009861482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002765647,0.0005278716,0.887129,0.0006042004,0.001147125,0.0003287896,0.004580546,0.000001548865,0.00293878,0.03506791,0.009526669,0.05538188],"study_design_scores_gemma":[0.00240636,0.000182285,0.982159,0.00008426716,0.0001429244,0.00005246573,0.0005518987,0.00004984113,0.00644955,0.005861543,0.001964291,0.0000955993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640694,0.001869076,0.00001492167,0.008511013,0.00003266611,0.000616311,0.000008949542,0.00001739782,0.02486028],"genre_scores_gemma":[0.9942376,0.00281851,0.001208931,0.001462614,0.00001922512,0.00007144472,0.000001455683,0.00001029203,0.0001699042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09502994,"threshold_uncertainty_score":0.3315985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05653432483786337,"score_gpt":0.2806488827407219,"score_spread":0.2241145579028586,"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."}}