{"id":"W2034178302","doi":"10.1016/j.tmaid.2007.10.001","title":"Molecular diagnostic and surveillance tools for global malaria control","year":2007,"lang":"en","type":"review","venue":"Travel Medicine and Infectious Disease","topic":"Malaria Research and Control","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research; University of Toronto","funders":"","keywords":"Malaria; Epidemiological surveillance; Medicine; Intensive care medicine; Drug resistance; Diagnosis of malaria; Environmental health; Epidemiology; Plasmodium falciparum; Immunology; Biology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000692423,0.0005557395,0.002236272,0.0001957105,0.0001154979,0.00006317099,0.0000953188,0.0002772297,0.00009724594],"category_scores_gemma":[0.007349975,0.0003931948,0.0003255539,0.0002633962,0.0003250538,0.00007394654,0.00003526223,0.0003767421,0.000005014225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050663,"about_ca_system_score_gemma":0.0005407732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005539957,"about_ca_topic_score_gemma":0.00001411971,"domain_scores_codex":[0.997515,0.0001606844,0.0006393251,0.0006436397,0.0004063915,0.0006350169],"domain_scores_gemma":[0.9954202,0.002366824,0.0001830653,0.0003964465,0.00021543,0.001418062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004826557,0.0001602779,0.001700982,0.02534297,0.0006887027,0.0007087404,0.000009600359,1.730472e-7,9.835553e-7,0.01404064,0.0009220948,0.9559422],"study_design_scores_gemma":[0.02185198,0.003050598,0.03971975,0.01311941,0.008139375,0.000753736,0.00003120823,0.0001575655,1.766507e-7,0.001615366,0.9106495,0.0009113808],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006651775,0.986286,0.004592655,0.001372062,0.0001857599,0.004712444,0.0004441584,0.00006579997,0.00227454],"genre_scores_gemma":[0.03705603,0.9597719,0.00001524594,0.001317745,0.0007476443,0.0006148254,0.0003331056,0.00005432657,0.00008913657],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9550308,"threshold_uncertainty_score":0.999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03433931506661254,"score_gpt":0.3531353735467172,"score_spread":0.3187960584801047,"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."}}