{"id":"W4239094487","doi":"10.2196/preprints.11196","title":"Informing HIV Prevention Programs for Adolescent Girls and Young Women: A Modified Approach to Programmatic Mapping and Key Population Size Estimation (Preprint)","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; University of Manitoba","funders":"","keywords":"Transactional sex; Casual; Population; Sex work; Demography; Men who have sex with men; Geography; Human immunodeficiency virus (HIV); Medicine; Environmental health; Family medicine; Political science; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007066682,0.0006842955,0.0006388671,0.002661447,0.0006494673,0.001729092,0.002158208,0.0006555005,0.002679759],"category_scores_gemma":[0.0236961,0.0005424049,0.0009213468,0.002859715,0.0006701458,0.001434309,0.003793942,0.0009380507,0.0003202525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423075,"about_ca_system_score_gemma":0.002707941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01646418,"about_ca_topic_score_gemma":0.022452,"domain_scores_codex":[0.9914891,0.006163038,0.0004709141,0.001029655,0.0006872125,0.0001602276],"domain_scores_gemma":[0.9928504,0.003814389,0.001072411,0.0008966759,0.001221188,0.0001449073],"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":[0.0002202163,0.000584111,0.1380325,0.001039204,0.0004949055,0.0004347415,0.006145607,0.03743567,0.004278533,0.02393487,0.01033785,0.7770617],"study_design_scores_gemma":[0.0004344165,0.001880025,0.2243208,0.0008020917,0.0006833732,0.00141977,0.0132539,0.5939014,0.007688014,0.07645873,0.07877851,0.0003788752],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09631394,0.0003131285,0.8859785,0.002478943,0.0002068477,0.005592111,0.002600616,0.0004724535,0.006043587],"genre_scores_gemma":[0.1558418,0.0002142162,0.8371277,0.0002666156,0.00004493209,0.004410566,0.0007990197,0.00003844685,0.001256583],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01646418,"threshold_uncertainty_score":0.03737265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03745046434737645,"score_gpt":0.3112952378382902,"score_spread":0.2738447734909137,"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."}}