{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002056668,0.001651528,0.002410668,0.003089695,0.0003154158,0.001423662,0.001503287,0.002072957,0.00579756],"category_scores_gemma":[0.002494407,0.0005444117,0.000681753,0.002960525,0.00100495,0.00233407,0.00100839,0.002363337,0.002783604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001031482,"about_ca_system_score_gemma":0.002410113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00209284,"about_ca_topic_score_gemma":0.003140891,"domain_scores_codex":[0.9995472,0.0001103031,0.00006842866,0.00006614268,0.000165036,0.00004292181],"domain_scores_gemma":[0.9983565,0.0008639922,0.0002218094,0.00004199765,0.0004387844,0.00007676463],"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":[0.00008541983,0.0000664961,0.0001244665,0.009947249,0.00008212677,0.000123472,0.00002569062,0.0003516522,0.0009971991,0.003308459,0.04538858,0.9394992],"study_design_scores_gemma":[0.00003504033,0.000100257,0.0005248789,0.003071566,0.0001800121,0.000610764,0.00004417347,0.000142313,0.0005204375,0.001776139,0.9929748,0.00001975985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000363745,0.9982972,0.0002119892,0.0004814887,0.0003943171,0.000006744358,0.00001736859,0.000008416519,0.0005460717],"genre_scores_gemma":[0.0003249477,0.9981257,0.0003789653,0.0003026663,0.0003934311,0.000007196036,0.00002681857,0.000001088809,0.0004392406],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00579756,"threshold_uncertainty_score":0.01939481,"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."}}