{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01832078,0.0002221135,0.0007730311,0.0004922443,0.001745172,0.0001310946,0.00014875,0.00006732052,0.00004555444],"category_scores_gemma":[0.0006274713,0.0001639015,0.0004473197,0.001440179,0.0002915197,0.00007352365,0.0002195655,0.0004684584,7.977247e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001982744,"about_ca_system_score_gemma":0.004542725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007092064,"about_ca_topic_score_gemma":0.0001346986,"domain_scores_codex":[0.995089,0.0006043541,0.001042643,0.001267979,0.001263592,0.000732429],"domain_scores_gemma":[0.9968573,0.0002365548,0.0004068176,0.001718156,0.0001355547,0.0006455636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001674486,0.0002410902,0.9897905,0.001174557,0.00006954322,0.0001388659,0.004085339,0.001828634,0.0005473855,0.000007151626,0.00131345,0.0006360217],"study_design_scores_gemma":[0.003522285,0.0001516295,0.8682917,0.00002340535,0.0001706215,0.0009924483,0.003676126,0.0006861368,0.00004623443,0.001013019,0.1211132,0.0003132151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892296,0.001591989,0.0003378487,0.001504289,0.003371055,0.00372351,0.0000454142,0.0001594654,0.00003687071],"genre_scores_gemma":[0.9982575,0.00002652366,0.000300947,0.0003345822,0.00007773223,0.0006574293,0.00008520811,0.00002608245,0.0002340306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1214988,"threshold_uncertainty_score":0.9995544,"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."}}