{"id":"W2963089269","doi":"10.1137/15m1046666","title":"On Impulsive Reaction-Diffusion Models in Higher Dimensions","year":2017,"lang":"en","type":"article","venue":"SIAM Journal on Applied Mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Reaction–diffusion system; Mathematics; Population; Biological dispersal; Partial differential equation; Domain (mathematical analysis); Diffusion; Statistical physics; Applied mathematics; Mathematical analysis; Physics","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":[0.0008520181,0.0002234313,0.0006640239,0.0001331387,0.000470802,0.0000291217,0.0001940948,0.0002921667,0.0006306415],"category_scores_gemma":[0.0005503419,0.0001437431,0.0001474953,0.00004149889,0.0002448266,0.00006643317,0.00006992708,0.0009861797,0.0003762193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000768113,"about_ca_system_score_gemma":0.00003661895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.579121e-7,"about_ca_topic_score_gemma":8.689358e-7,"domain_scores_codex":[0.9985301,0.00003247147,0.0005885887,0.0002297688,0.0002482954,0.0003707821],"domain_scores_gemma":[0.9979393,0.000787396,0.0003774919,0.0005703097,0.00005016726,0.0002753459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003139292,0.000984075,0.00001013376,0.0000641045,0.0000455307,0.00009538941,0.0001599082,0.0001551752,0.001024841,0.9960226,0.0005722411,0.0005520394],"study_design_scores_gemma":[0.001639062,0.0003239122,0.000511197,0.0003799158,0.00006325943,0.0001538933,0.00006466474,0.01745774,0.000192125,0.9789507,0.0001172328,0.0001462356],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5106336,0.00001919957,0.0120506,0.008748859,0.0004365971,0.0005447966,0.000002958583,0.00004930151,0.4675141],"genre_scores_gemma":[0.9910566,0.00009309856,0.005515798,0.001948081,0.0001512169,0.00002448501,0.000002171221,0.0000267769,0.001181809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.480423,"threshold_uncertainty_score":0.6905082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05476817270334135,"score_gpt":0.3179441656146271,"score_spread":0.2631759929112858,"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."}}