{"id":"W3159695898","doi":"10.2196/27013","title":"Collect Once, Use Many Times: Attaining Unified Metrics for Tuberculosis Preventive Treatment for People Living With HIV","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Health Organization","keywords":"Tuberculosis; Strategic planning; Business; Human immunodeficiency virus (HIV); Health indicator; Monitoring and evaluation; Medicine; Environmental health; Process management; Population; Economic growth; Family medicine; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07557333,0.001657134,0.001495673,0.008395822,0.001960025,0.006420895,0.00214778,0.001300403,0.001843374],"category_scores_gemma":[0.1323692,0.0005170967,0.001817663,0.008371693,0.001254118,0.00833272,0.009120124,0.003615056,0.0008257504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007164776,"about_ca_system_score_gemma":0.02265758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02102917,"about_ca_topic_score_gemma":0.02568225,"domain_scores_codex":[0.9161488,0.05864787,0.008765469,0.001861457,0.01229871,0.002277603],"domain_scores_gemma":[0.9307163,0.01816454,0.01472891,0.005295026,0.02444964,0.006645584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003510049,0.0004470036,0.1680292,0.003687406,0.0007787102,0.00004983703,0.003673778,0.002671425,0.0004754562,0.02556554,0.131661,0.6626096],"study_design_scores_gemma":[0.0002889814,0.004089832,0.4474397,0.01510653,0.001834006,0.0005904296,0.01322282,0.02932652,0.00616941,0.0854433,0.3958092,0.000679316],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1595142,0.08701032,0.2634171,0.2960845,0.005833227,0.01197374,0.05302609,0.005172522,0.1179684],"genre_scores_gemma":[0.4608143,0.01561725,0.4864796,0.01124278,0.001096606,0.006272859,0.01516821,0.0003726503,0.002935883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07557333,"threshold_uncertainty_score":0.3996747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06736606704957236,"score_gpt":0.3661171645056089,"score_spread":0.2987510974560365,"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."}}