{"id":"W802032189","doi":"10.1371/journal.pmed.1001842","title":"Achieving Systemic and Scalable Private Sector Engagement in Tuberculosis Care and Prevention in Asia","year":2015,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"World Health Organization; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Private sector; Public sector; Tuberculosis; Consolidation (business); Systemic risk; Medicine; Business; Economic growth; Political science; Economics; Finance; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001491117,0.0001545641,0.0005733825,0.0003635148,0.0000307606,0.000006168924,0.00005547747,0.0001092437,0.00003859994],"category_scores_gemma":[0.001739694,0.0001150328,0.0000193192,0.0002733672,0.0001076149,0.00008873237,0.00009573804,0.0004014729,0.000007549037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002501419,"about_ca_system_score_gemma":0.00006379201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004540732,"about_ca_topic_score_gemma":0.000230229,"domain_scores_codex":[0.9981208,0.0004293594,0.0004274432,0.0003470029,0.0003030864,0.0003722893],"domain_scores_gemma":[0.9991285,0.0002057995,0.00005690394,0.0002044176,0.00007183066,0.0003325039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002380566,0.00009633398,0.9732108,0.001444213,0.00007326494,0.0000962542,0.004116922,0.00000756268,0.01311292,0.0000835778,0.0008394495,0.006680612],"study_design_scores_gemma":[0.01135376,0.002962509,0.9629917,0.007837527,0.0002228837,0.0002632051,0.00943881,0.002008313,0.0007015719,0.0002510831,0.001702236,0.0002663943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797405,0.01266871,0.00001424829,0.004958015,0.00005639201,0.0008291508,0.000001717978,0.00002864855,0.001702637],"genre_scores_gemma":[0.9968456,0.00210916,0.0003482482,0.0003196328,0.0001528553,0.00008530453,0.00003029708,0.00001799278,0.00009092627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0171051,"threshold_uncertainty_score":0.46909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06890123671590218,"score_gpt":0.3390779420858115,"score_spread":0.2701767053699093,"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."}}