{"id":"W4286379135","doi":"10.2196/35015","title":"Digital Health Screening in People With HIV in Uganda to Increase Alcohol Use Reporting: Qualitative Study on the Development and Testing of the Self-administered Digital Screener for Health","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institute on Alcohol Abuse and Alcoholism; University of California, San Francisco; National Institutes of Health; Mbarara University of Science and Technology","keywords":"Psychological intervention; Medicine; Referral; Digital health; Mental health; Family medicine; Health care; Psychiatry","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":[0.01120182,0.0003961095,0.0005414666,0.001215457,0.006164845,0.001979063,0.001405279,0.0009324774,0.002024017],"category_scores_gemma":[0.0163448,0.0006349425,0.0003501578,0.0008029194,0.004920717,0.003075643,0.005162412,0.001889629,0.0001706657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002910908,"about_ca_system_score_gemma":0.00369166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00568342,"about_ca_topic_score_gemma":0.00837892,"domain_scores_codex":[0.992471,0.006068195,0.0002370455,0.000210813,0.0003669333,0.0006459728],"domain_scores_gemma":[0.9898751,0.007182258,0.0008958938,0.0002499918,0.0008427717,0.0009540406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001507455,0.00006003535,0.007321033,0.0001973513,0.000004415368,0.0007582987,0.9836034,0.0000150731,0.0004276754,0.0004033284,0.0003632986,0.006831112],"study_design_scores_gemma":[0.000004061507,0.00006941897,0.003051888,0.0002937415,0.000005551025,0.0003040299,0.9902596,0.00008039113,0.0002277754,0.0001529162,0.005539545,0.00001111437],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928307,0.0008267976,0.001360623,0.002363517,0.00004618843,0.0002944913,0.00006785538,0.00001121564,0.002198709],"genre_scores_gemma":[0.9947742,0.0009180719,0.001787571,0.001214327,0.00001385492,0.0002850522,0.00003362812,0.00001346121,0.0009598537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01120182,"threshold_uncertainty_score":0.05924153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2265467151142992,"score_gpt":0.5006630239259878,"score_spread":0.2741163088116886,"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."}}