{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003219976,0.0006796129,0.0003624962,0.0007838387,0.0003270529,0.0007331584,0.000811504,0.0007392263,0.005592046],"category_scores_gemma":[0.006169141,0.0001952781,0.0005074575,0.0003442877,0.0002574437,0.0006908482,0.001506286,0.0004049678,0.001125339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004397201,"about_ca_system_score_gemma":0.0008829651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059555,"about_ca_topic_score_gemma":0.0006267871,"domain_scores_codex":[0.9983353,0.0009275953,0.0001107367,0.0001819745,0.0003107259,0.0001336883],"domain_scores_gemma":[0.9959396,0.002082391,0.000437999,0.000344182,0.0007577008,0.0004381047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01067691,0.004690776,0.02773276,0.002144773,0.000278621,0.0009141803,0.001267941,0.004761519,0.09859008,0.001088923,0.01608945,0.8317641],"study_design_scores_gemma":[0.01532013,0.1595768,0.3348775,0.002626025,0.0031659,0.004603294,0.002479207,0.1824815,0.1422645,0.004920258,0.1466504,0.001034493],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8021305,0.002271279,0.1582811,0.002169917,0.0004843773,0.01294595,0.002763888,0.01049125,0.00846174],"genre_scores_gemma":[0.7951326,0.0008270592,0.189753,0.001045722,0.0001819979,0.007926121,0.001624256,0.0001476151,0.003361634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005592046,"threshold_uncertainty_score":0.01870728,"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."}}