{"id":"W4382654733","doi":"10.2196/43492","title":"Mobile Health–Supported Active Syndrome Surveillance for COVID-19 Early Case Finding in Addis Ababa, Ethiopia: Comparative Study","year":2023,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Institute on Drug Abuse; King's College London; Medical Research Council; Government of the United Kingdom; Addis Ababa University; National Institute for Health and Care Research","keywords":"mHealth; Medicine; Coronavirus disease 2019 (COVID-19); Telemedicine; Mobile phone; Cross-sectional study; Cohen's kappa; Population; Public health surveillance; Health care; Family medicine; Environmental health; Public health; Disease; Psychological intervention; Nursing; Internal medicine; Telecommunications; Pathology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002591577,0.0008421824,0.0004023571,0.001849641,0.0008204573,0.0008901512,0.0005569609,0.0005502785,0.001544081],"category_scores_gemma":[0.003210749,0.0004325233,0.0005448353,0.001103673,0.000599039,0.0007017352,0.0007455084,0.0004068427,0.0002097539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001540387,"about_ca_system_score_gemma":0.001361619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01751314,"about_ca_topic_score_gemma":0.01800791,"domain_scores_codex":[0.998861,0.0006066303,0.00009592978,0.000150546,0.0001178367,0.0001679925],"domain_scores_gemma":[0.9980319,0.0007661101,0.0004792929,0.00008906492,0.0003922656,0.0002412696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.001322088,0.003418458,0.9715295,0.0007360305,0.0003420713,0.001345421,0.004251075,0.0001585318,0.0011419,0.0001803825,0.0002906787,0.01528381],"study_design_scores_gemma":[0.00028555,0.005421793,0.977926,0.0003252834,0.0004655352,0.001574683,0.01195584,0.0004255358,0.000415997,0.00005884004,0.001115525,0.00002943853],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987411,0.0003050379,0.00009185349,0.00003080573,0.000009641648,0.0001875091,0.0001587104,0.000001874801,0.0004735281],"genre_scores_gemma":[0.9987772,0.0004234829,0.0002923957,0.00007670541,0.00001487981,0.0001644127,0.0001502164,6.939239e-7,0.00009998787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01751314,"threshold_uncertainty_score":0.03482246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3251312847601274,"score_gpt":0.5817339139233169,"score_spread":0.2566026291631894,"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."}}