{"id":"W2009328559","doi":"10.1093/imammb/dqq009","title":"Qualitative assessment of the role of public health education program on HIV transmission dynamics","year":2010,"lang":"en","type":"article","venue":"Mathematical Medicine and Biology A Journal of the IMA","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Public health; Basic reproduction number; Population; Phenomenon; Pandemic; Human immunodeficiency virus (HIV); Health education; Economics; Public economics; Environmental health; Disease; Economic growth; Medicine; Virology; Coronavirus disease 2019 (COVID-19); Physics; Nursing; Infectious disease (medical specialty)","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":[0.003634507,0.0001146705,0.0007226295,0.00006587627,0.00007723129,0.000001361212,0.0001909264,0.0001711588,0.0001800214],"category_scores_gemma":[0.002669519,0.0000416609,0.0001591198,0.0001198089,0.001647012,0.00002035486,0.00004161259,0.0006656279,6.163268e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001892862,"about_ca_system_score_gemma":0.0002769895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002545191,"about_ca_topic_score_gemma":0.000001346046,"domain_scores_codex":[0.9981027,0.0006104542,0.0008629765,0.00009936594,0.0001440659,0.0001804358],"domain_scores_gemma":[0.9971632,0.001655831,0.0006210254,0.0002089824,0.0001846342,0.0001663025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006259939,0.001307827,0.001613075,0.0002788978,0.00009184717,2.282278e-7,0.001522549,2.161171e-7,0.001829386,0.9481292,0.00009759968,0.04506654],"study_design_scores_gemma":[0.0008953021,0.002706958,0.00512792,0.000950763,0.000156434,0.0002826538,0.002610463,0.007164964,0.0004309342,0.9788564,0.0007598122,0.00005740768],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7868086,0.0003545087,0.02184116,0.1833371,0.0002572208,0.0007406925,0.00000510405,0.000006785162,0.006648847],"genre_scores_gemma":[0.9922466,0.00004778397,0.006467299,0.001084977,0.00007048417,0.00001105043,0.000001617173,0.000005135685,0.0000650267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.205438,"threshold_uncertainty_score":0.6068484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07493962196407591,"score_gpt":0.4609122350058714,"score_spread":0.3859726130417955,"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."}}