{"id":"W2792976195","doi":"10.1371/journal.pone.0191968","title":"A mobile health technology platform for quality assurance and quality improvement of malaria diagnosis by community health workers","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Malaria Research and Control","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fio Corporation (Canada)","funders":"National Center for Advancing Translational Sciences; National Institute of Allergy and Infectious Diseases; National Institutes of Health; Georgia Clinical and Translational Science Alliance","keywords":"Quality assurance; Malaria; Quality (philosophy); Environmental health; Quality management; Medicine; Community health; Business; Nursing; Public health; Pathology; Marketing; External quality assessment","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":[],"consensus_categories":[],"category_scores_codex":[0.003086863,0.0001430072,0.0008259793,0.0001019243,0.0002783675,0.0000115215,0.0001669052,0.0001219186,0.00005294094],"category_scores_gemma":[0.0009480764,0.0001278027,0.00005835535,0.00021888,0.000317727,0.00005904548,0.0001047222,0.0004278959,0.000002722819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001880059,"about_ca_system_score_gemma":0.0004115385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007814715,"about_ca_topic_score_gemma":0.002617397,"domain_scores_codex":[0.9979665,0.000205827,0.0006530902,0.000248027,0.0004018318,0.0005247449],"domain_scores_gemma":[0.9979053,0.0004798158,0.0003539532,0.0006476671,0.0003119665,0.0003013224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007624083,0.02475193,0.6221687,0.01761573,0.002461366,9.924659e-7,0.002558549,1.524684e-7,0.0900405,0.01025623,0.01038275,0.212139],"study_design_scores_gemma":[0.04768523,0.1492764,0.5125914,0.004928879,0.0003846475,0.000005441704,0.01506716,0.0005902682,0.2527624,0.007149936,0.008333105,0.00122522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738405,0.001974049,0.0009065822,0.01862866,0.00002003088,0.004018594,0.0004032065,0.00007141074,0.0001370175],"genre_scores_gemma":[0.9924756,0.0006560228,0.003441318,0.001264254,0.00005081786,0.001860263,0.00006007661,0.00001691674,0.0001747835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2109138,"threshold_uncertainty_score":0.9987924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09540200714200668,"score_gpt":0.3800885212340701,"score_spread":0.2846865140920634,"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."}}