{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006497967,0.0004356104,0.000501363,0.0004684142,0.0001962949,0.0007469513,0.0004416197,0.000823332,0.001149496],"category_scores_gemma":[0.003887216,0.0005496329,0.0002324298,0.0002688589,0.0003636765,0.0007450578,0.0004190443,0.0004278667,0.0001676917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008151054,"about_ca_system_score_gemma":0.0007089194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006675584,"about_ca_topic_score_gemma":0.006136207,"domain_scores_codex":[0.999879,0.00004419667,0.000004998783,0.00003026933,0.000008315331,0.00003315121],"domain_scores_gemma":[0.9988245,0.0007711088,0.0001929832,0.00003194767,0.00005346709,0.0001259127],"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":[0.0001024657,0.00004758152,0.0202504,0.00001992584,0.00002070255,0.00003322797,0.00002221858,0.97048,0.001411757,0.002060145,0.0002907981,0.005260772],"study_design_scores_gemma":[0.00000707441,0.00003267149,0.002756066,0.000002724412,0.000005067728,0.00001010577,0.00001307177,0.995759,0.0002778528,0.00107606,0.00005549531,0.000004885262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736599,0.0001237628,0.02465044,0.0002325052,0.000005884033,0.0000163371,0.0001440008,0.00004773803,0.001119397],"genre_scores_gemma":[0.9932957,0.00008312959,0.005933991,0.00002422236,0.000004634558,0.00001462169,0.00009133771,0.000007898587,0.0005444394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006675584,"threshold_uncertainty_score":0.01327342,"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."}}