{"id":"W2906688916","doi":"10.1186/s12936-018-2636-3","title":"Measuring malaria diagnosis and treatment coverage in population-based surveys: a recall validation study in Mali among caregivers of febrile children under 5 years","year":2019,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Carolina Population Center, University of North Carolina at Chapel Hill; President's Malaria Initiative; University of North Carolina at Chapel Hill; Tulane University; United States Agency for International Development","keywords":"Medicine; Gold standard (test); Malaria; Recall; Public health; Mefloquine; Medical prescription; Population; Family medicine; Test (biology); Health care; Environmental health; Psychology; Internal medicine; Plasmodium falciparum; Nursing; Pathology","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":[0.001587322,0.0001551765,0.0004374683,0.0004805392,0.00003868402,0.00006842971,0.00008286496,0.00009859072,0.0004225618],"category_scores_gemma":[0.000158571,0.0001394498,0.00008192137,0.0002603144,0.00002019462,0.0001695413,0.00002751761,0.0003185031,0.000004592423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004237861,"about_ca_system_score_gemma":0.0001757902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008812927,"about_ca_topic_score_gemma":0.003197084,"domain_scores_codex":[0.9977995,0.0007409325,0.0004362448,0.0002526558,0.0004776159,0.000293088],"domain_scores_gemma":[0.9992076,0.0001748315,0.0001636031,0.0002099646,0.00008463413,0.0001593867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004948823,0.0005684148,0.9942737,0.00001603803,0.0001407332,0.00009862934,0.0003068321,0.002119403,0.0001138644,0.00004288136,0.000004995192,0.001819679],"study_design_scores_gemma":[0.01236068,0.001047562,0.9851301,0.0001745738,0.0000704327,0.000020261,0.000255107,0.0007010353,0.00008721054,0.00003814871,0.000001928138,0.000112899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977142,0.00009118886,0.00006365653,0.0005354683,0.00007692845,0.001409309,0.00001253765,0.000007796115,0.00008893363],"genre_scores_gemma":[0.9996442,0.00005477577,0.00005664524,0.00001751127,0.00005092036,0.00004159177,0.0000340144,0.00002031125,0.00008008425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0118658,"threshold_uncertainty_score":0.9977875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874215606485578,"score_gpt":0.2697093876995711,"score_spread":0.2409672316347153,"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."}}