{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001686566,0.00037263,0.0002461087,0.001889719,0.001470188,0.005028495,0.0007851206,0.001724807,0.003352908],"category_scores_gemma":[0.003867746,0.00027545,0.0004551805,0.00280388,0.004202879,0.00317245,0.00189298,0.002725841,0.0005897454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002237984,"about_ca_system_score_gemma":0.006536605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182027,"about_ca_topic_score_gemma":0.01992371,"domain_scores_codex":[0.998774,0.0003449486,0.00006452813,0.0001450394,0.0002329499,0.0004384679],"domain_scores_gemma":[0.9950789,0.001133055,0.002005679,0.000272012,0.0008015082,0.0007087981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004701414,0.0003691241,0.6520943,0.002055456,0.0001645464,0.005128448,0.009451376,0.001029909,0.001385048,0.1162731,0.05635744,0.1552211],"study_design_scores_gemma":[0.00006334236,0.0004147858,0.6949849,0.002339405,0.000337847,0.01254326,0.05144782,0.001462045,0.001922535,0.1141182,0.120145,0.000220804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3264766,0.07546292,0.001805601,0.5454697,0.002709665,0.00005864421,0.001325513,0.0001219026,0.0465694],"genre_scores_gemma":[0.9520808,0.03463798,0.0005567509,0.00863016,0.001797551,0.00001717024,0.0002034341,0.00001015558,0.002066001],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01182027,"threshold_uncertainty_score":0.02350289,"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."}}