{"id":"W4401554490","doi":"10.1137/23m1582990","title":"Global Dynamics of Reaction-Diffusion Systems with a Time-Varying Domain","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Applied Mathematics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Science Foundation of Anhui Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; National Science Foundation","keywords":"Reaction–diffusion system; Dynamics (music); Domain (mathematical analysis); Diffusion; Statistical physics; Mathematics; Computer science; Applied mathematics; Mathematical analysis; Physics; Thermodynamics","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":[0.0009480018,0.0001895773,0.0006471505,0.0000903656,0.00009535244,0.00002345528,0.00008790705,0.0002043062,0.0001636205],"category_scores_gemma":[0.00009950705,0.0001096406,0.0001214134,0.00019905,0.0001885589,0.00003306997,0.00002664353,0.0004469914,0.0001984576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001364744,"about_ca_system_score_gemma":0.00008127449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.359111e-7,"about_ca_topic_score_gemma":2.738908e-7,"domain_scores_codex":[0.9986313,0.00003369214,0.000619214,0.0001768545,0.0002780654,0.0002609013],"domain_scores_gemma":[0.9987938,0.0005717456,0.0001828777,0.0002024284,0.00005895301,0.0001901946],"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":[0.0002866448,0.0003765838,0.000009186684,0.001172463,0.0002200198,0.0001150088,0.0001458886,0.0001748641,0.0005168691,0.9961212,0.0003433655,0.0005178588],"study_design_scores_gemma":[0.0009369159,0.000675175,0.00001946051,0.002117938,0.0003118909,0.003995853,0.0002672514,0.2449978,0.00005352136,0.7461164,0.0003296615,0.0001780864],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1773358,0.0002154797,0.5309213,0.001785942,0.0002985939,0.000656419,0.00001797692,0.0001532988,0.2886152],"genre_scores_gemma":[0.973944,0.00005744509,0.0249487,0.0002000969,0.0001755215,0.00002000279,0.000009472546,0.00003208579,0.000612692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7966082,"threshold_uncertainty_score":0.4471015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260203606909922,"score_gpt":0.2702884218182888,"score_spread":0.2576863857491896,"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."}}