{"id":"W2103281450","doi":"10.1142/s0218339012500118","title":"THE IMPACT OF RESOURCE AND TEMPERATURE ON MALARIA TRANSMISSION","year":2012,"lang":"en","type":"article","venue":"Journal of Biological Systems","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Malaria; Transmission (telecommunications); Population; Biology; Hopf bifurcation; Blood meal; Resource (disambiguation); Anopheles; Ecology; Bifurcation; Environmental health; Computer science; Immunology; Physics; Medicine","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":[0.002112517,0.00008308643,0.0004535922,0.00002166916,0.00006925269,0.000003999776,0.00005869345,0.0002544778,0.00005104599],"category_scores_gemma":[0.0006361392,0.00002649192,0.0001789653,0.00004001216,0.0002276303,0.0000192747,0.00001123093,0.0003320933,0.000002877835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001336133,"about_ca_system_score_gemma":0.00001244081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001794364,"about_ca_topic_score_gemma":1.00328e-8,"domain_scores_codex":[0.9989116,0.0003226369,0.0004481293,0.0000541535,0.00007748717,0.0001859577],"domain_scores_gemma":[0.998181,0.00129103,0.0001942537,0.00007574083,0.0000481645,0.0002097486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.007845047,0.001347027,0.09754311,0.0002539221,0.0008364292,0.00004315204,0.0004093007,0.000111215,0.03536335,0.8452725,0.00553611,0.005438831],"study_design_scores_gemma":[0.003274794,0.01881441,0.9263764,0.001303139,0.0002587577,0.00481966,0.0005198174,0.002760317,0.0009137793,0.02951418,0.01115433,0.0002904125],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926353,0.003052192,0.0002917045,0.001469583,0.00008354276,0.0001185118,0.000001417282,0.000003706828,0.002344083],"genre_scores_gemma":[0.9993467,0.0002163848,0.00004833241,0.0000846218,0.000209745,0.000001277392,4.939583e-7,0.000002567433,0.00008993348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8288333,"threshold_uncertainty_score":0.1962766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03888907884209815,"score_gpt":0.3186204051155994,"score_spread":0.2797313262735012,"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."}}