{"id":"W4407385949","doi":"10.48550/arxiv.2502.05860","title":"Global Dynamics of Nonlocal Diffusion Systems on Time-Varying Domains","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Dynamics (music); Diffusion; Statistical physics; Computer science; 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":[0.0001825863,0.0003475816,0.0006525283,0.000103234,0.0000850523,0.00004009065,0.0004041436,0.0004474974,0.00005656107],"category_scores_gemma":[0.0001374222,0.0003675868,0.0002784485,0.0001994943,0.00008345354,0.00004144889,0.0003131928,0.0004302593,0.00005166025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006106031,"about_ca_system_score_gemma":0.0001013425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003429911,"about_ca_topic_score_gemma":0.000242679,"domain_scores_codex":[0.9982736,0.00009541139,0.0006086415,0.0004274673,0.0003084536,0.0002864237],"domain_scores_gemma":[0.9986367,0.0002338901,0.0001064517,0.0008236371,0.0001126523,0.00008670703],"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":[0.0001698182,0.0006155242,0.157717,0.003886343,0.0007271458,0.000005769786,0.0003485325,0.817961,0.0007527629,0.007921536,0.0001724196,0.009722182],"study_design_scores_gemma":[0.000621165,0.00005216699,0.04439642,0.0006907095,0.0001520707,6.486601e-7,0.00006238194,0.9523945,0.00006664565,0.001140052,0.00007292119,0.0003502543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.932905,0.0002576008,0.05580815,0.0001675294,0.001764628,0.00064892,0.0007215736,0.0003349371,0.007391618],"genre_scores_gemma":[0.9992014,0.00003552276,0.0001074808,0.00001977154,0.0001262687,0.0000583927,0.0002429037,0.00001924594,0.0001889961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1344336,"threshold_uncertainty_score":0.9998776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486359277664267,"score_gpt":0.2380363296077288,"score_spread":0.2231727368310861,"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."}}