{"id":"W4391998816","doi":"10.1137/22m1543860","title":"Spatio-temporal Dynamics in a Reaction-Diffusion Equation with Nonlocal Spatial Memory","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Applied Dynamical Systems","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Science Foundation of Zhejiang Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Reaction–diffusion system; Dynamics (music); Statistical physics; Diffusion; Reaction dynamics; Computer science; Mathematics; Applied mathematics; Mathematical analysis; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001443074,0.0004133083,0.0006923164,0.0004316996,0.0001424987,0.0002274273,0.000276839,0.00034573,0.00008268448],"category_scores_gemma":[0.0001875428,0.0002855168,0.0001359696,0.0004655774,0.0001280433,0.0001318198,0.00005742211,0.001342875,0.0001966136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001494797,"about_ca_system_score_gemma":0.000159168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001116728,"about_ca_topic_score_gemma":0.0006191873,"domain_scores_codex":[0.9966947,0.0002498809,0.001143698,0.000511649,0.0008754267,0.0005246135],"domain_scores_gemma":[0.9979867,0.0009832783,0.0003385747,0.0003463037,0.00008025204,0.0002648608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008373786,0.0006874723,0.0005214547,0.0009086865,0.0001358486,0.000579607,0.0003260787,0.000473345,0.0009622639,0.9888098,0.0003720054,0.005386042],"study_design_scores_gemma":[0.001251271,0.000437573,0.0002517946,0.001121264,0.00006600643,0.000864092,0.0005590262,0.9437885,0.00003051212,0.05091666,0.0002573985,0.0004559648],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5865549,0.0000521597,0.3912457,0.0006692439,0.001214637,0.00134769,0.00002848421,0.0003399548,0.01854713],"genre_scores_gemma":[0.9967936,0.000006719818,0.002040701,0.00004046653,0.000489093,0.0000950235,0.00008066161,0.00008518549,0.0003685644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9433151,"threshold_uncertainty_score":0.9999597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192511478065879,"score_gpt":0.2653780988391956,"score_spread":0.2461269510326076,"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."}}