{"id":"W2963814340","doi":"10.5588/pha.18.0091","title":"Costs and operation management of community outreach program for tuberculosis in tribal populations in India","year":2019,"lang":"en","type":"article","venue":"Public Health Action","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Government of Canada","keywords":"Medicine; Tuberculosis; Outreach; Workload; Sputum; Population; Activity-based costing; Family medicine; Environmental health; Pathology; Management","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":[0.002280901,0.00006502037,0.0002628476,0.000337835,0.00006060829,0.0000107459,0.00003766473,0.00008077681,0.00001411945],"category_scores_gemma":[0.0001695762,0.00006008935,0.00002573348,0.0002962476,0.00002055182,0.000169336,0.0000257365,0.000275264,0.000002914136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004769686,"about_ca_system_score_gemma":0.0001017123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004243955,"about_ca_topic_score_gemma":0.001813156,"domain_scores_codex":[0.9986388,0.0004403651,0.0003810569,0.0001173388,0.0001103756,0.0003120751],"domain_scores_gemma":[0.9994446,0.0001145324,0.00007209927,0.0001648829,0.00005450503,0.000149382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001058267,0.0006176772,0.5401126,0.000681137,0.00001713527,2.272972e-7,0.0003092013,0.00001000025,0.00003302394,0.001471368,0.0003178763,0.456324],"study_design_scores_gemma":[0.00190629,0.0006149213,0.9900409,0.00005953133,0.000004017398,0.000003799655,0.0009350048,0.003628693,0.000007836361,0.00008130018,0.002680062,0.00003766213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765667,0.00009203153,0.0001336744,0.01983896,0.00006703442,0.002600088,0.000009511648,0.00002025479,0.0006717166],"genre_scores_gemma":[0.9968867,0.0003108922,0.00130008,0.0006058799,0.00001675842,0.0004101408,0.0004307976,0.000006904078,0.00003181359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4562863,"threshold_uncertainty_score":0.6415619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1882745096577793,"score_gpt":0.4757611788074023,"score_spread":0.287486669149623,"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."}}