{"id":"W2408821718","doi":"10.1111/evo.12969","title":"Predicting optimal transmission investment in malaria parasites","year":2016,"lang":"en","type":"article","venue":"Evolution","topic":"Malaria Research and Control","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Northwestern Medicine; National Institute of General Medical Sciences; National Institutes of Health; Bill and Melinda Gates Foundation","keywords":"Biology; Investment (military); Transmission (telecommunications); Resource allocation; Malaria; Production (economics); Parasite hosting; Plasmodium (life cycle); Obligate parasite; Ecology; Host (biology); Economics; Microeconomics; Immunology; Computer science; Market economy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002746019,0.00007120224,0.0001162284,0.0001088393,0.00003503083,0.0000062632,0.00004045013,0.00006763874,0.000321676],"category_scores_gemma":[0.0001546343,0.00004436179,0.00004077849,0.0001096971,0.0000299447,0.0001075486,0.00001202929,0.00009990097,0.00005948386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050175,"about_ca_system_score_gemma":0.0001080715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008865514,"about_ca_topic_score_gemma":0.00001371036,"domain_scores_codex":[0.9991263,0.00006043652,0.0001572289,0.0001673215,0.0002334517,0.0002553123],"domain_scores_gemma":[0.9996248,0.00004651647,0.00002424926,0.0001246479,0.00003561114,0.0001441115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001574165,0.0002951509,0.5202034,0.0000682582,0.0000436158,0.00007286212,0.0001884452,0.00003238596,0.4243227,0.02197834,0.0009318877,0.03028876],"study_design_scores_gemma":[0.003972562,0.000364776,0.9813275,0.0002873202,0.0000182915,0.0000168219,0.00003303679,0.008342288,0.003109209,0.0007429951,0.001710499,0.00007465993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429047,0.000667431,0.03427563,0.01647695,0.00006804037,0.0006318646,0.000004323026,0.00008280404,0.004888289],"genre_scores_gemma":[0.9973402,0.00002851853,0.001112123,0.00009398619,0.000116077,0.00004315012,0.000004827649,0.000007740737,0.001253352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4611241,"threshold_uncertainty_score":0.3522126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203070258950277,"score_gpt":0.2701929086977539,"score_spread":0.2581622061082511,"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."}}