{"id":"W4384347241","doi":"10.2139/ssrn.4498794","title":"Gender, Sexual Behavior and HIV Vulnerability Among Adolescents and Young Adults in South Africa","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Demography; Poisson regression; Human immunodeficiency virus (HIV); Quarter (Canadian coin); Medicine; Marital status; Psychology; Gerontology; Population; Geography; Sociology; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002910041,0.0003750093,0.000688542,0.0006517545,0.0001942511,0.0002199644,0.0003157644,0.0004147391,0.00001830472],"category_scores_gemma":[0.0002701715,0.0003946986,0.0001237428,0.0001901892,0.0001447247,0.0001715846,0.0003728043,0.004184343,0.00003898861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007630709,"about_ca_system_score_gemma":0.000561675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003189929,"about_ca_topic_score_gemma":0.001673043,"domain_scores_codex":[0.9962115,0.0001123499,0.0008783127,0.0007292863,0.00009628215,0.001972252],"domain_scores_gemma":[0.9988306,0.00004252968,0.0005455115,0.0003354626,0.00003388029,0.0002120821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001554424,0.0001210181,0.9899722,0.0001050545,0.00008930461,0.00002026146,0.005917049,0.00001812241,0.000003087552,0.001558965,0.00002525548,0.00201423],"study_design_scores_gemma":[0.001567518,0.0001880402,0.9256878,0.0001530486,0.00004215067,0.00009601522,0.005548254,0.0006001303,0.000002288146,0.06546875,0.00006206099,0.0005839498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857101,0.01247136,0.0004902229,0.00007415194,0.000455719,0.0003876858,0.000200011,0.00004029956,0.0001703955],"genre_scores_gemma":[0.9926427,0.004282111,0.00003672145,0.000007678329,0.0002171898,0.00003244096,0.00001528152,0.00006389184,0.002701965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06428441,"threshold_uncertainty_score":0.9998505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03563513393744371,"score_gpt":0.2543886513215941,"score_spread":0.2187535173841503,"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."}}