{"id":"W2266266577","doi":"10.1089/aid.2014.5620.abstract","title":"How Canadian Service Providers Understand, and Incorporate, Biomedical Knowledge of HIV into their Prevention Work and their Own Sexual Practices","year":2014,"lang":"en","type":"article","venue":"AIDS Research and Human Retroviruses","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Public Health Association; Canadian AIDS Society; University of Windsor; Canadian AIDS Treatment Information Exchange","funders":"","keywords":"Windsor; Alliance; Reproductive health; Sociology; Human immunodeficiency virus (HIV); Library science; Gerontology; Media studies; Medicine; Political science; Law; Population; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002002441,0.000205134,0.0003817568,0.0009241474,0.0005799024,0.0003208375,0.000180275,0.0001691647,0.00008727852],"category_scores_gemma":[0.001470083,0.0001452617,0.00004647186,0.0007348153,0.001274772,0.0004985986,0.000224601,0.0006357933,0.000006954197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001257231,"about_ca_system_score_gemma":0.0005789933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02204131,"about_ca_topic_score_gemma":0.1716131,"domain_scores_codex":[0.9976704,0.000554298,0.0002905132,0.0004661934,0.0003817833,0.0006368207],"domain_scores_gemma":[0.9973456,0.0005377505,0.0001514528,0.0003480235,0.0005540278,0.001063182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001616637,0.001665968,0.6124521,0.006249947,0.001131462,0.00004008911,0.01770675,8.282163e-8,0.03447041,0.01955579,0.06924945,0.2358613],"study_design_scores_gemma":[0.01359059,0.1138787,0.2255123,0.004370422,0.0002682048,0.0001725553,0.1580929,0.0005774611,0.008806975,0.05427716,0.4189073,0.001545392],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902891,0.001543048,0.0001924389,0.00505952,0.00001562812,0.000641433,0.00004317845,0.00002651587,0.002189119],"genre_scores_gemma":[0.9918293,0.0002233295,0.0001928225,0.00005999935,0.0001428006,0.00003597639,0.0000759591,0.00002816951,0.007411635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3869399,"threshold_uncertainty_score":0.984471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133906361784571,"score_gpt":0.3887308570811753,"score_spread":0.2753402209027181,"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."}}