{"id":"W2286637160","doi":"10.1371/journal.pcbi.1004718","title":"Quantifying Transmission Investment in Malaria Parasites","year":2016,"lang":"en","type":"article","venue":"PLoS Computational Biology","topic":"Malaria Research and Control","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Fogarty International Center; Natural Sciences and Engineering Research Council of Canada; Bill and Melinda Gates Foundation; National Institute of General Medical Sciences; U.S. Department of Homeland Security; National Institutes of Health; National Science Foundation","keywords":"Plasmodium chabaudi; Transmission (telecommunications); Biology; Malaria; Investment (military); Host (biology); Infectivity; Population; Evolutionary biology; Ecology; Environmental health; Computer science; Immunology; Plasmodium falciparum; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001857413,0.0003660144,0.0004060173,0.0009425504,0.0002350448,0.0007649241,0.0005385451,0.0006061739,0.0007425202],"category_scores_gemma":[0.01419218,0.0003954966,0.0004024346,0.0009256323,0.0005064028,0.0008936061,0.0006655536,0.0004832789,0.0001244804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005918265,"about_ca_system_score_gemma":0.0003634906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004288416,"about_ca_topic_score_gemma":0.003982278,"domain_scores_codex":[0.9994808,0.0002536421,0.00003748289,0.0001266965,0.00004994489,0.00005144895],"domain_scores_gemma":[0.9945311,0.004078199,0.0006085197,0.0004299265,0.0002052899,0.0001468927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003019803,0.00008969579,0.3591692,0.0001501872,0.0002734212,0.00009416009,0.0002642621,0.6028488,0.006809213,0.004690404,0.0007762191,0.02453249],"study_design_scores_gemma":[0.00001938546,0.00008334422,0.1055734,0.00002067478,0.00003842221,0.0001540006,0.00008613397,0.8857356,0.002839717,0.004728975,0.0006875122,0.00003283369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831222,0.0001635317,0.01526724,0.0001128464,0.000005729478,0.000008407593,0.0006550784,0.00006266255,0.0006023165],"genre_scores_gemma":[0.9913961,0.00006109053,0.007340785,0.00001706278,0.000003411655,0.00001468273,0.001007432,0.00001263521,0.0001467983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004288416,"threshold_uncertainty_score":0.009823084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05839341877122903,"score_gpt":0.3359320475154418,"score_spread":0.2775386287442128,"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."}}