{"id":"W4407553505","doi":"10.1016/j.jde.2025.02.011","title":"Existence and convergence of stochastic processes underlying a thin layer approximation of a coupled bulk-surface PDE","year":2025,"lang":"en","type":"article","venue":"Journal of Differential Equations","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics; Convergence (economics); Surface (topology); Applied mathematics; Layer (electronics); Mathematical analysis; Geometry; Materials science; Nanotechnology","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":[0.0001785565,0.00008465659,0.0002458256,0.000120189,0.00004372608,0.00002709138,0.0002886809,0.00003396603,0.000003596103],"category_scores_gemma":[0.000908853,0.00007302679,0.00004167248,0.0003388757,0.00004893329,0.0003464817,0.00007771527,0.0001119423,2.392632e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002620363,"about_ca_system_score_gemma":0.000157603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002764539,"about_ca_topic_score_gemma":0.00000162541,"domain_scores_codex":[0.9989653,0.00001924493,0.0005474469,0.00009954684,0.0002653853,0.0001031065],"domain_scores_gemma":[0.9984687,0.0005666542,0.0004129764,0.0001450481,0.0003652129,0.00004140793],"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":[0.000020061,0.000211819,0.00002966119,0.001094013,0.00008466185,8.003199e-7,0.002318093,0.5438631,0.05462087,0.397164,0.00000171328,0.0005912107],"study_design_scores_gemma":[0.0002544471,0.00005253357,0.0001466247,0.0004743772,0.00003519293,0.000003025833,0.00005418997,0.9027394,0.002892657,0.09329358,1.419627e-7,0.00005381845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1654452,0.000171209,0.8340437,0.00008892804,0.0001316391,0.00009117729,0.000001031972,0.00001179116,0.00001528274],"genre_scores_gemma":[0.8558559,0.000007634158,0.1441073,0.000004711565,0.000006843687,0.000002046549,2.499642e-7,0.000003415811,0.00001187197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6904107,"threshold_uncertainty_score":0.2977946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04860520279590973,"score_gpt":0.3057295619589623,"score_spread":0.2571243591630525,"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."}}