{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002986047,0.0003541844,0.0002917954,0.0003704533,0.00104425,0.001312685,0.0002485349,0.0003586258,0.002194325],"category_scores_gemma":[0.006183861,0.0003189828,0.0005533735,0.0003207527,0.0005152821,0.0006169495,0.0006809482,0.0006417796,0.0001993461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005647802,"about_ca_system_score_gemma":0.0006539134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01724978,"about_ca_topic_score_gemma":0.03145901,"domain_scores_codex":[0.9988818,0.0005494011,0.00009571072,0.00007412574,0.0001674288,0.000231571],"domain_scores_gemma":[0.99849,0.0005515409,0.0004916023,0.00007023083,0.0001736223,0.0002229374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008011035,0.0008300341,0.9255601,0.0002843453,0.0001257446,0.0005336255,0.03727864,0.0001224742,0.003527075,0.0001804078,0.0008339856,0.02992242],"study_design_scores_gemma":[0.00009528319,0.001085805,0.9560534,0.0001989064,0.00008176106,0.0003777375,0.03909259,0.0005231578,0.0005910479,0.0000823368,0.001780617,0.00003743415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994148,0.00007482572,0.0000370535,0.00005902966,0.000002512973,0.00005065318,0.0000456815,9.987657e-7,0.0003145687],"genre_scores_gemma":[0.9993362,0.00009977418,0.0002556742,0.00005533984,0.00000197678,0.00006838003,0.00003533797,9.839149e-7,0.0001462397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01724978,"threshold_uncertainty_score":0.03429872,"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."}}