{"id":"W4413420187","doi":"10.2196/60276","title":"Should Digital Interventions for HIV Self-Testing Be Regulated with World Health Organization Prequalification?","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Human immunodeficiency virus (HIV); mHealth; Digital health; Medicine; Family medicine; Health care; Nursing; Political science","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":[0.03534526,0.0004183394,0.0004982594,0.0007975993,0.002620473,0.00840772,0.002839054,0.006238276,0.02270578],"category_scores_gemma":[0.1067417,0.0002932378,0.001141306,0.0009678773,0.005553803,0.007315922,0.006761183,0.009308751,0.003118907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007473207,"about_ca_system_score_gemma":0.03633134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005982981,"about_ca_topic_score_gemma":0.008768323,"domain_scores_codex":[0.9745506,0.01621934,0.001068007,0.0009782579,0.00328267,0.003901201],"domain_scores_gemma":[0.8975734,0.05914304,0.01156357,0.005272502,0.01107923,0.01536817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004902227,0.001705457,0.02475406,0.004814202,0.000102923,0.0002100406,0.007227052,0.0006412933,0.000447205,0.1051306,0.1542183,0.7002586],"study_design_scores_gemma":[0.0009098165,0.001493081,0.07530568,0.05076513,0.0002117095,0.00043335,0.02301136,0.002075632,0.002299639,0.07799635,0.7652805,0.0002177027],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01957271,0.01437753,0.003419338,0.9059236,0.005044792,0.0007453703,0.000317894,0.0001543366,0.05044444],"genre_scores_gemma":[0.3623923,0.02040606,0.01706943,0.5791343,0.006229686,0.003646323,0.0005551944,0.0001675109,0.01039927],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03534526,"threshold_uncertainty_score":0.1869258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5058269473123679,"score_gpt":0.602712459383894,"score_spread":0.09688551207152607,"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."}}