{"id":"W4408150026","doi":"10.2196/preprints.63110","title":"Evidence on Digital HIV Self-Testing From Accuracy to Impact: Updated Systematic Review (Preprint)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Systematic review; Human immunodeficiency virus (HIV); Computer science; Data science; Medicine; MEDLINE; Political science; Virology; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0237327,0.001531827,0.007524588,0.01512752,0.0006788316,0.005365535,0.002320357,0.002582384,0.01358997],"category_scores_gemma":[0.1630413,0.00155979,0.008570428,0.01495528,0.001319456,0.006086527,0.002917557,0.002110505,0.0009387092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0062711,"about_ca_system_score_gemma":0.01894517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01004411,"about_ca_topic_score_gemma":0.02275517,"domain_scores_codex":[0.9751296,0.00777213,0.01052411,0.001309976,0.004591896,0.0006722793],"domain_scores_gemma":[0.8634642,0.09576164,0.0240157,0.002203193,0.0137893,0.0007659259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001599491,0.000008493775,0.0005648329,0.9627625,0.004958547,0.00004132012,0.0001893507,0.0000393427,0.00008785358,0.0002068687,0.004123738,0.0268573],"study_design_scores_gemma":[0.0002428207,0.00007896777,0.00264611,0.9553919,0.02804238,0.0001325163,0.0001930756,0.00003452552,0.00009973527,0.000268541,0.01284614,0.00002331217],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001279002,0.992301,0.0002945026,0.001706428,0.0007780243,0.0008569898,0.001913786,0.00002546224,0.0008447686],"genre_scores_gemma":[0.01919141,0.9727476,0.001235707,0.002999223,0.0004457214,0.00188441,0.00117199,0.00002252217,0.0003014277],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0237327,"threshold_uncertainty_score":0.1255121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08416639964993312,"score_gpt":0.4108178492616066,"score_spread":0.3266514496116735,"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."}}