{"id":"W2801129430","doi":"10.2196/publichealth.8173","title":"Sustainable Monitoring and Surveillance Systems to Improve HIV Programs: Review","year":2018,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"UNICEF; World Health Organization","keywords":"Sustainable development; Sustainability; Context (archaeology); Business; Human immunodeficiency virus (HIV); Process management; Monitoring and evaluation; Risk analysis (engineering); Computer science; Environmental resource management; Environmental planning; Medicine; Economic growth; Political science; Economics","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":[0.01191972,0.001381024,0.002401537,0.007536758,0.0007488567,0.002599679,0.003020741,0.002914421,0.003115518],"category_scores_gemma":[0.02718415,0.0008957859,0.001912303,0.007401855,0.001572603,0.00381874,0.001923201,0.002226613,0.0008378968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00297411,"about_ca_system_score_gemma":0.01208945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009462364,"about_ca_topic_score_gemma":0.01269732,"domain_scores_codex":[0.9945471,0.002352628,0.001182248,0.0003717692,0.001358159,0.0001880402],"domain_scores_gemma":[0.9657408,0.02547924,0.002723137,0.0004510426,0.005163901,0.0004418159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004553085,0.00005990433,0.0004462873,0.1286216,0.0003496948,0.00006613596,0.0003051489,0.0005369007,0.000147304,0.005485882,0.02383757,0.840098],"study_design_scores_gemma":[0.00002727693,0.0001392734,0.001993526,0.2692497,0.001280151,0.0004525355,0.0003989502,0.0003346463,0.0003405965,0.003384533,0.7223454,0.00005337315],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003981203,0.9985729,0.0001900824,0.0005953468,0.0001906781,0.0000287542,0.00001643694,0.000005446682,0.0003604871],"genre_scores_gemma":[0.0006809234,0.9981942,0.0006538464,0.0002380892,0.0001169086,0.00003095181,0.00002419669,0.000002217491,0.00005880909],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01191972,"threshold_uncertainty_score":0.06303829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03623293316331983,"score_gpt":0.3735243574864787,"score_spread":0.3372914243231588,"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."}}