{"id":"W4289646369","doi":"10.2196/37868","title":"Using the Positive Peers Mobile App to Improve Clinical Outcomes for Young People With HIV: Prospective Observational Cohort Comparison","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Health Resources and Services Administration; U.S. Department of Health and Human Services","keywords":"Medicine; Population; Observational study; Young adult; Viral load; Human immunodeficiency virus (HIV); mHealth; Cohort; Family medicine; Gerontology; Psychological intervention; Internal medicine; Psychiatry; Environmental health","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":[0.002930369,0.0006621573,0.0007091826,0.001501873,0.001515322,0.001107821,0.0007911884,0.001063113,0.002375313],"category_scores_gemma":[0.003449863,0.0007107699,0.001887816,0.001222537,0.000565283,0.001070144,0.001646409,0.001473591,0.0005811686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000774413,"about_ca_system_score_gemma":0.001269842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01430459,"about_ca_topic_score_gemma":0.01625593,"domain_scores_codex":[0.9985001,0.0004831509,0.0002020838,0.0003050864,0.0002150493,0.0002944575],"domain_scores_gemma":[0.9978945,0.0003489832,0.0006675625,0.0002065212,0.0004241769,0.0004582932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007227044,0.003438513,0.9831659,0.0001836065,0.00105399,0.0001304431,0.0009478463,0.00005366249,0.0002537474,0.0000513866,0.0004004417,0.003093471],"study_design_scores_gemma":[0.001294679,0.009552601,0.9841167,0.0000814055,0.0007492246,0.0001856091,0.002768039,0.0003036813,0.0001323387,0.00007082798,0.000709715,0.00003512384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975993,0.00018152,0.0001230703,0.00002241859,0.00001942338,0.0007070263,0.0008880792,0.000004721697,0.0004544113],"genre_scores_gemma":[0.9965332,0.0002742535,0.000306536,0.00009306673,0.00003676154,0.001120489,0.001238011,0.00000466864,0.0003930899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01430459,"threshold_uncertainty_score":0.02844262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1113980144358163,"score_gpt":0.4885306874569601,"score_spread":0.3771326730211438,"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."}}