{"id":"W4415978091","doi":"10.1101/2025.10.28.25339020","title":"Feasibility and Preferences for Home-based Self-Testing for HIV, Diabetes, and Hypertension in Kenya, South Africa, and Zambia","year":2025,"lang":"","type":"preprint","venue":"medRxiv","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Blood pressure; Human immunodeficiency virus (HIV); Public health; Test (biology); Non-communicable disease; Blood test; Diabetes mellitus; Developing country","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009898413,0.0005257142,0.0009024917,0.0002672268,0.0002142382,0.0001865217,0.0001228912,0.00055659,0.000002858972],"category_scores_gemma":[0.001095238,0.0005059205,0.0001164496,0.0002839102,0.0001316905,0.0000814317,0.0001980441,0.0005130495,3.119901e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008675176,"about_ca_system_score_gemma":0.00006613702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002216989,"about_ca_topic_score_gemma":0.00003626151,"domain_scores_codex":[0.997315,0.00009684258,0.000672688,0.001183542,0.0001545191,0.0005774],"domain_scores_gemma":[0.9976557,0.001442566,0.0001475094,0.0003516749,0.0001911984,0.000211363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000215422,0.0001528664,0.9557288,0.0112118,0.0001350827,0.000003009498,0.0007040165,0.0009332068,0.003577171,0.00004598066,0.00002368824,0.02726892],"study_design_scores_gemma":[0.001880478,0.0002475882,0.3496945,0.001058237,0.0002860882,0.000001160308,0.00009342296,0.6419762,0.000879281,0.003184434,0.0001736958,0.0005249445],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907681,0.003080366,0.003408157,0.000140229,0.0002962279,0.001841154,0.0002790516,0.0001324207,0.00005425418],"genre_scores_gemma":[0.9870163,0.0002119221,0.01236474,0.00002310329,0.00008961625,0.0001822483,0.00002043254,0.00003609776,0.00005557356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.641043,"threshold_uncertainty_score":0.9997392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04551319288237109,"score_gpt":0.2329574484103673,"score_spread":0.1874442555279962,"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."}}