{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001345707,0.00007597999,0.0001720207,0.0001375736,0.00002725176,0.00000458754,0.00005303037,0.0000697744,0.0004393382],"category_scores_gemma":[0.0001251843,0.00004506202,0.00003878279,0.00008940148,0.00005984633,0.00003255647,0.00001530408,0.00008169557,0.0001053126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004518929,"about_ca_system_score_gemma":0.0001156117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001285973,"about_ca_topic_score_gemma":0.00000493361,"domain_scores_codex":[0.999189,0.0001014735,0.0001842911,0.0001937467,0.0001222184,0.0002092606],"domain_scores_gemma":[0.9993767,0.0003554662,0.00002713679,0.00007105143,0.00006183531,0.0001078216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001075254,0.0005458685,0.3014993,0.00006966477,0.0001501258,0.00008068801,0.00009608657,0.0001059173,0.3756072,0.2822322,0.0002635577,0.03827417],"study_design_scores_gemma":[0.00734658,0.0007974851,0.9178225,0.0002579084,0.00002750824,0.00003534593,0.00001503394,0.01894376,0.004421787,0.0469089,0.003235467,0.000187703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9005163,0.0005384486,0.03475199,0.06113181,0.000059749,0.0006814708,0.0000186278,0.00007099452,0.002230554],"genre_scores_gemma":[0.9939727,0.00002346477,0.00482583,0.0009260324,0.00005159886,0.00003617415,0.00004729568,0.000006366299,0.0001105715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6163232,"threshold_uncertainty_score":0.4810444,"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."}}