{"id":"W4416690486","doi":"10.2196/72471","title":"Emerging Interventions to Improve Health Outcomes for People Aging With HIV: Protocol for a Mixed Methods Implementation Science Evaluation","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Psychological intervention; Data collection; Program evaluation; Health care; Intervention (counseling); MEDLINE; mHealth","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":[0.1366177,0.006217016,0.00659689,0.004987856,0.007301758,0.007577739,0.005414501,0.008592498,0.07287779],"category_scores_gemma":[0.09745443,0.004313418,0.008134521,0.00629671,0.005074485,0.005194149,0.005779043,0.01019609,0.0104515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01791057,"about_ca_system_score_gemma":0.04829413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006820098,"about_ca_topic_score_gemma":0.009969398,"domain_scores_codex":[0.9034484,0.0672084,0.01149175,0.003875609,0.008918665,0.005057126],"domain_scores_gemma":[0.9339382,0.02373184,0.007780502,0.008497179,0.02195942,0.004092858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2372802,0.05069196,0.006184042,0.1410356,0.00454323,0.001910883,0.01353433,0.02373865,0.005289757,0.04641041,0.1128116,0.3565693],"study_design_scores_gemma":[0.4362054,0.0659557,0.01899756,0.06460644,0.00353031,0.0003126905,0.008230965,0.01224218,0.009906374,0.03003055,0.3491406,0.0008413592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003359487,0.00002699231,0.0008675882,0.00006134185,0.00004159815,0.997906,0.0004316202,0.00002002261,0.0003088602],"genre_scores_gemma":[0.0001946261,0.00002029101,0.001391622,0.00002458727,0.000002875842,0.9982598,0.00004497432,0.000001104573,0.00006000063],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1366177,"threshold_uncertainty_score":0.722512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8415881816251364,"score_gpt":0.8689676433729038,"score_spread":0.0273794617477674,"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."}}