{"id":"W4225305164","doi":"10.1038/s41598-022-11072-4","title":"Reliability, usability and identified need for home-based cardiometabolic health self-assessment during the COVID-19 pandemic in Soweto, South Africa","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Cardiovascular Health and Risk Factors","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"University of Edinburgh; Wellcome Trust","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Usability; Reliability (semiconductor); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Computer science; Medicine; Geography; Data science; Virology; Outbreak; Internal medicine","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":[0.01914131,0.0003204244,0.0006469745,0.0007384472,0.0007917141,0.001720694,0.000562042,0.0005453618,0.001233053],"category_scores_gemma":[0.04400604,0.0004026796,0.0006900214,0.000504129,0.0008090868,0.001096157,0.001086878,0.0005126462,0.0002356118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008900096,"about_ca_system_score_gemma":0.001289446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005901416,"about_ca_topic_score_gemma":0.009541443,"domain_scores_codex":[0.9908251,0.005739789,0.0008294145,0.0005775023,0.001394135,0.0006340647],"domain_scores_gemma":[0.9784157,0.0147264,0.002373438,0.000944563,0.002775854,0.0007641794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008322456,0.0008459073,0.757001,0.002039139,0.0001861431,0.001065272,0.09538613,0.0002588732,0.003933014,0.0001404267,0.002071818,0.1362401],"study_design_scores_gemma":[0.0001055595,0.003434994,0.8938246,0.001580602,0.0001238748,0.0008379133,0.08948505,0.001721025,0.001319635,0.0002271488,0.007225662,0.0001139724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972574,0.0001936961,0.0005581756,0.0003070492,0.00005035298,0.000348444,0.000133848,0.00001880676,0.001132189],"genre_scores_gemma":[0.9958842,0.0002401735,0.002916977,0.0001544563,0.00001451123,0.0003841187,0.0001026272,0.000009244472,0.0002937225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01914131,"threshold_uncertainty_score":0.1012301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106180590417738,"score_gpt":0.3252428062171978,"score_spread":0.2941810003130204,"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."}}