{"id":"W6957629315","doi":"10.60692/s5jpf-83r70","title":"Impact of a personalised, digital, HIV self-testing app-based program on linkages and new infections in the township populations of South Africa","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McGill University","funders":"Medical Research Council","keywords":"Human immunodeficiency virus (HIV); Test (biology); Healthcare system; Public health; Health care","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":[0.002203068,0.0003775547,0.0002636475,0.0004760264,0.0007534257,0.001056905,0.0005806128,0.0004218209,0.003983456],"category_scores_gemma":[0.006622626,0.0001998737,0.0007196153,0.0005032504,0.0007560052,0.0007726744,0.001481905,0.0005317536,0.0001904079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239092,"about_ca_system_score_gemma":0.001805569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038908,"about_ca_topic_score_gemma":0.01858647,"domain_scores_codex":[0.9976096,0.001383581,0.00009876489,0.0002178227,0.0002456754,0.0004446209],"domain_scores_gemma":[0.9975502,0.0007228099,0.0008931451,0.0001663444,0.0001140758,0.0005534048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01559478,0.01373803,0.7726629,0.002001177,0.001511771,0.0006572781,0.004745463,0.001329385,0.002776957,0.0009121817,0.002283882,0.1817861],"study_design_scores_gemma":[0.002211662,0.03293119,0.9530343,0.0008034821,0.0007681825,0.0003040039,0.004181416,0.001052715,0.0009125943,0.0005567049,0.003200048,0.00004370684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998338,0.0002621297,0.00006459944,0.0001686685,0.00001247425,0.0001977806,0.0001435932,0.000003891942,0.0008089672],"genre_scores_gemma":[0.9988614,0.000196668,0.0002301059,0.000109602,0.00001391121,0.0002508566,0.00006416508,0.000001596958,0.0002717362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01038908,"threshold_uncertainty_score":0.02065724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154486544023946,"score_gpt":0.3249028957926577,"score_spread":0.2094542413902631,"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."}}