{"id":"W2074466311","doi":"10.1371/journal.pone.0044833","title":"A Complex Systems Approach to Evaluate HIV Prevention in Metropolitan Areas: Preliminary Implications for Combination Intervention Strategies","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; National Institutes of Health; National Science Foundation","keywords":"Psychological intervention; Population; Public health; Medicine; Substance abuse; Metropolitan area; Epidemiology; Environmental health; Prevention science; Psychiatry; Nursing; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0110557,0.00113035,0.0009534059,0.00286211,0.0009436444,0.00229253,0.001660784,0.001240603,0.004881068],"category_scores_gemma":[0.03679688,0.0005267554,0.00136876,0.002187002,0.001118407,0.002788902,0.002274067,0.001226953,0.0001414903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004623212,"about_ca_system_score_gemma":0.003142531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01981945,"about_ca_topic_score_gemma":0.01462561,"domain_scores_codex":[0.9926739,0.006120928,0.0001495384,0.0005331899,0.0003087892,0.000213583],"domain_scores_gemma":[0.9798505,0.01704403,0.0009761108,0.0005539537,0.001030542,0.0005447562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006591715,0.001207344,0.1133661,0.0004701072,0.001094916,0.000244084,0.001411673,0.7780986,0.0007168408,0.04360343,0.001051168,0.05807658],"study_design_scores_gemma":[0.00008679205,0.0006105166,0.009539763,0.00004031969,0.0001151442,0.0000263184,0.0008982036,0.9713449,0.0001758536,0.01642586,0.0007110418,0.00002522447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6463583,0.0007586973,0.3362877,0.002105428,0.0001178958,0.002843867,0.0009338609,0.0002915935,0.01030278],"genre_scores_gemma":[0.9253964,0.0002378061,0.07227208,0.00008661581,0.00002638189,0.001291524,0.000153647,0.00001587923,0.000519659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01981945,"threshold_uncertainty_score":0.05846882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2108945241611631,"score_gpt":0.3961977236387434,"score_spread":0.1853031994775803,"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."}}