{"id":"W7083324721","doi":"10.17632/s6c52nhshb","title":"Meta-Analysis Dataset: Effectiveness of HIV Pre-Exposure Prophylaxis (PrEP) Across 100 Studies (2000–2025)","year":2025,"lang":"en","type":"dataset","venue":"Mendeley Data","topic":"Agriculture, Water, and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Serodiscordant; Observational study; Pre-exposure prophylaxis; Psychological intervention; Tolerability; Human immunodeficiency virus (HIV); Randomized controlled trial; Meta-analysis; Systematic review","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003419814,0.0008352434,0.003050862,0.0001516602,0.0003986139,0.00008686424,0.004240317,0.0004571521,0.001943785],"category_scores_gemma":[0.0002309356,0.0005357172,0.0005555017,0.00148764,0.0004301941,0.0005426399,0.007007269,0.0007097503,0.0001909729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000404499,"about_ca_system_score_gemma":0.0001320325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007747119,"about_ca_topic_score_gemma":0.006938529,"domain_scores_codex":[0.9935055,0.001093848,0.001138274,0.002249775,0.001192791,0.0008197621],"domain_scores_gemma":[0.9921166,0.0005018968,0.0007350374,0.006380202,0.00006434936,0.000201917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001066734,0.000348511,0.0005650351,0.001415415,0.05911053,0.00002273434,0.0001504887,0.0004487149,0.00001007326,0.000001563356,0.9377052,0.0001150594],"study_design_scores_gemma":[0.00044837,0.0002407668,0.002321334,0.00004501411,0.09392732,0.000003202907,0.0001469059,0.00001525666,0.0001305685,0.00004687142,0.9020644,0.00060993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004590543,0.004786734,0.00006565199,0.0000666522,0.0002379596,0.001239863,0.9930728,0.00003291135,0.00003834216],"genre_scores_gemma":[0.0004392074,0.001772325,0.0003298201,0.0001471708,0.00008043218,0.0002050319,0.9956526,0.00001523213,0.001358234],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03564073,"threshold_uncertainty_score":0.9997094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09704164080791497,"score_gpt":0.3729648806347325,"score_spread":0.2759232398268175,"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."}}