{"id":"W4402893980","doi":"10.1080/14737159.2024.2406974","title":"Digital HIV self-testing as an exemplar: a perspective on benefits, challenges, and opportunities","year":2024,"lang":"en","type":"review","venue":"Expert Review of Molecular Diagnostics","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research; Fonds de recherche du Québec","keywords":"Perspective (graphical); Human immunodeficiency virus (HIV); Computational biology; Psychology; Medicine; Biology; Data science; Computer science; Virology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002460093,0.0006268905,0.001028845,0.002268016,0.000475352,0.002374049,0.0008721992,0.002663845,0.004426491],"category_scores_gemma":[0.004573148,0.0002515381,0.0009306127,0.001914998,0.001004722,0.003020917,0.001149378,0.003304806,0.001062619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224025,"about_ca_system_score_gemma":0.003185465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002336495,"about_ca_topic_score_gemma":0.005149752,"domain_scores_codex":[0.998808,0.0005397223,0.0001176695,0.0001151901,0.000325115,0.00009431439],"domain_scores_gemma":[0.9969506,0.002344678,0.000201234,0.00003861214,0.0003825629,0.00008225426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008438515,0.00005876926,0.0002836736,0.06418311,0.0001517805,0.0003542368,0.0008759502,0.00030401,0.0006255117,0.04610535,0.06195666,0.8250164],"study_design_scores_gemma":[0.0000142824,0.00009059902,0.0006037105,0.05486019,0.0001568401,0.001207833,0.0009061532,0.00009498944,0.0002021986,0.007194458,0.9346462,0.00002253036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001137588,0.993922,0.0001249345,0.00307681,0.0004357397,0.000008924488,0.00001339017,0.000003333918,0.00230123],"genre_scores_gemma":[0.001973029,0.994702,0.0003213283,0.002036019,0.0003443525,0.00002075135,0.00001703822,0.000002058648,0.0005833542],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004426491,"threshold_uncertainty_score":0.01480806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158147080969555,"score_gpt":0.4157916274646005,"score_spread":0.299976919367645,"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."}}