{"id":"W7154170291","doi":"10.2196/84982","title":"Preferences for mHealth Features to Support Engagement in the HIV Pre-Exposure Prophylaxis Cascade Among Men Who Have Sex With Men in Peru: Cross-Sectional Online Survey (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"mHealth; Men who have sex with men; Human immunodeficiency virus (HIV); Pre-exposure prophylaxis; Public health; Sexual behavior; Safer sex","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001055381,0.0002113648,0.0002330474,0.0006194191,0.0006854215,0.001108547,0.0002888071,0.0008175357,0.003939265],"category_scores_gemma":[0.004606366,0.0004123694,0.0006597039,0.0007277227,0.0003846755,0.0009233376,0.001038954,0.001085007,0.0003362526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003670945,"about_ca_system_score_gemma":0.0005606047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663765,"about_ca_topic_score_gemma":0.02589933,"domain_scores_codex":[0.9994093,0.0002224888,0.00006903387,0.00005563021,0.0001171582,0.0001264249],"domain_scores_gemma":[0.9973825,0.0006584101,0.001314834,0.00006545123,0.0001690164,0.0004096636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000625426,0.0002334621,0.9914632,0.00005213295,0.00005122949,0.00004594722,0.002925073,0.00002178263,0.0001550695,0.00002778261,0.0002095028,0.004752118],"study_design_scores_gemma":[0.000007422569,0.0001858699,0.9919382,0.00004699407,0.00003006416,0.00006858351,0.007138883,0.0001296543,0.00005511602,0.00001853575,0.0003744278,0.000006293184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983631,0.000126381,0.00004374096,0.0002722069,0.000004228437,0.00003398278,0.0003098761,0.000003014449,0.0008434025],"genre_scores_gemma":[0.9989471,0.000194586,0.0001485697,0.0001521524,0.000007687318,0.00002745781,0.0001723149,0.000002024009,0.0003481351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01663765,"threshold_uncertainty_score":0.03308165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06518061569049642,"score_gpt":0.4283121835277005,"score_spread":0.3631315678372041,"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."}}