{"id":"W2069303943","doi":"10.1103/physreve.71.066703","title":"Numerical investigation of the spreading-receding cycle in a concentration-dependent lattice gas automaton diffusion model","year":2005,"lang":"en","type":"article","venue":"Physical Review E","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université Laval","funders":"Université du Québec à Montréal","keywords":"Isotropy; Exponent; Physics; Thermal diffusivity; Diffusion; Anomalous diffusion; Statistical physics; Fick's laws of diffusion; Lattice (music); Front (military); Homogeneous; Periodic boundary conditions; Boundary value problem; Mechanics; Thermodynamics; Optics","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":[0.0002079177,0.0001191706,0.0003343661,0.00001065221,0.00004130682,0.000009779608,0.0001682053,0.00002793391,0.0000159847],"category_scores_gemma":[0.001613434,0.00008036881,0.00007637631,0.0002227874,0.00003462178,0.00008780024,0.00005589211,0.0001606838,0.00001312648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006400318,"about_ca_system_score_gemma":0.0000506722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008604903,"about_ca_topic_score_gemma":0.000005129133,"domain_scores_codex":[0.9988675,0.00006016814,0.0003815034,0.0001760625,0.0003443923,0.0001703491],"domain_scores_gemma":[0.9989492,0.0005443585,0.0001796353,0.0001947505,0.00006198457,0.00007007868],"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":[0.000008619183,0.0002466533,0.00008562619,0.001894187,0.000009495708,6.096213e-7,0.0006322811,0.0007291591,0.004258121,0.9809323,0.0001510819,0.01105185],"study_design_scores_gemma":[0.000129368,0.00001473605,0.00004741727,0.0013226,0.00004134832,0.000001298592,0.000004723225,0.6364517,0.001941323,0.3599699,0.000009405064,0.00006611705],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6643288,0.001649325,0.3275722,0.003418031,0.0001085702,0.001226734,0.00001995023,0.00008098409,0.001595412],"genre_scores_gemma":[0.9920324,0.0003120289,0.007142976,0.0003942625,0.000056075,0.00003692665,0.000001715968,0.00001290174,0.00001067946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6357226,"threshold_uncertainty_score":0.3277345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03764601851156114,"score_gpt":0.3382542807913914,"score_spread":0.3006082622798302,"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."}}