{"id":"W2025711035","doi":"10.1088/0965-0393/11/1/305","title":"Contaminant transport in a thin layer: the influence of fuzzy orthotropic diffusivity","year":2002,"lang":"en","type":"article","venue":"Modelling and Simulation in Materials Science and Engineering","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Killam Trusts; McGill University","keywords":"Orthotropic material; Thermal diffusivity; Materials science; Diffusion; Porous medium; Thermodynamics; Porosity; Mechanics; Composite material; Physics; Finite element method","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":[],"consensus_categories":[],"category_scores_codex":[0.001249157,0.00007876833,0.0001788284,0.0001068085,0.00005042061,0.00002397344,0.00008550761,0.00003473972,0.000004064209],"category_scores_gemma":[0.0002052414,0.00005791678,0.000007911444,0.0002620532,0.0001074788,0.0001824711,0.00001768558,0.00006974356,2.17188e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001852776,"about_ca_system_score_gemma":0.000006227599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000925499,"about_ca_topic_score_gemma":0.000003584667,"domain_scores_codex":[0.999184,0.00002965618,0.0003027661,0.0001533445,0.0001726352,0.0001575762],"domain_scores_gemma":[0.9994907,0.0002845639,0.00005577052,0.0001066143,0.00003572306,0.00002667777],"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":[0.000003184923,0.00001143067,0.001668435,0.00007995172,6.718089e-7,7.848026e-7,0.001672484,0.9429206,0.0516705,0.001833461,3.778251e-8,0.0001384418],"study_design_scores_gemma":[0.0001572446,0.00001175145,0.005319016,0.0001151085,0.000003289668,0.00000101362,0.00003554845,0.9822789,0.003633789,0.008366026,0.000004841375,0.00007346938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385412,0.00004331413,0.06119572,0.00002214134,0.00004726363,0.0001186696,0.000001271757,0.00001307086,0.00001729268],"genre_scores_gemma":[0.982032,0.00007026855,0.01786602,0.000007980272,0.000007187298,0.00000773106,6.722203e-8,0.000005304998,0.000003441623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04803671,"threshold_uncertainty_score":0.2361778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06021175209285438,"score_gpt":0.2887562231299456,"score_spread":0.2285444710370912,"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."}}