{"id":"W2144066100","doi":"10.7554/elife.00385","title":"Mathematics and malaria","year":2012,"lang":"en","type":"letter","venue":"eLife","topic":"Malaria Research and Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research; University of Toronto","funders":"","keywords":"Malaria; Immunity; Biology; Plasmodium falciparum; Immunology; Evolutionary biology; Immune system","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":[0.002361645,0.0008427894,0.001301784,0.0004893941,0.003456357,0.002034588,0.001170232,0.02412246,0.007993233],"category_scores_gemma":[0.01664988,0.0004796469,0.0009585912,0.0004463503,0.003571346,0.004014487,0.001763193,0.03049347,0.005186497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003945105,"about_ca_system_score_gemma":0.002333769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005828872,"about_ca_topic_score_gemma":0.009687142,"domain_scores_codex":[0.9978751,0.0009884739,0.0002072547,0.0001788367,0.0004746532,0.0002757792],"domain_scores_gemma":[0.9958894,0.002315041,0.0002699829,0.0002490106,0.0006370051,0.0006395357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007343215,0.00005210035,0.0009401425,0.0001286577,0.00002074722,0.002120649,0.0001953922,0.00005050153,0.0001451445,0.008057556,0.9577643,0.03045154],"study_design_scores_gemma":[0.0001859735,0.0001248528,0.002548181,0.0006134479,0.00003406729,0.00782008,0.0004349127,0.0003093058,0.0001750978,0.02297276,0.9647454,0.00003586753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0004120922,0.007345574,0.0000725441,0.9808406,0.008529788,0.000007256475,0.00001780698,0.00001931931,0.002754996],"genre_scores_gemma":[0.01191744,0.0114337,0.0002741429,0.9183077,0.05062117,0.0000466024,0.00003438547,0.00002158225,0.007343204],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02412246,"threshold_uncertainty_score":0.02862394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02497240316253999,"score_gpt":0.2842088095114671,"score_spread":0.2592364063489271,"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."}}