{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006917744,0.0004569105,0.0003620036,0.0009209263,0.0004709602,0.0005457576,0.0007573027,0.000574704,0.0004267879],"category_scores_gemma":[0.01289111,0.0004547446,0.0005580569,0.0007980193,0.000611456,0.0004453844,0.00078086,0.0004564495,0.0002191773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007489395,"about_ca_system_score_gemma":0.0005730857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01720147,"about_ca_topic_score_gemma":0.01341435,"domain_scores_codex":[0.9967123,0.002007951,0.0002561127,0.000291106,0.0004907117,0.0002417475],"domain_scores_gemma":[0.9944783,0.001165619,0.002368503,0.0007604707,0.00097598,0.0002509611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004708721,0.00004810438,0.9980056,0.0000178341,0.0000344635,0.00003598683,0.0006135345,0.00003204061,0.000159641,0.000007204247,0.00008458757,0.000914019],"study_design_scores_gemma":[0.000009278964,0.0002294708,0.9985632,0.00001382212,0.00001469502,0.0001504139,0.0005438338,0.0001655418,0.0001402739,0.000005485695,0.000160289,0.000003560491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990636,0.00008239502,0.0002834408,0.00002250186,0.000002858517,0.00008107322,0.0003263803,0.000004276406,0.0001336221],"genre_scores_gemma":[0.9985608,0.00008630563,0.0004598601,0.00004261927,0.000005005227,0.0001126323,0.0006425322,0.000001868639,0.00008829882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01720147,"threshold_uncertainty_score":0.03658497,"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."}}