{"id":"W4405581273","doi":"10.3934/math.20241682","title":"Moving mesh simulations of pitting corrosion","year":2024,"lang":"en","type":"article","venue":"AIMS Mathematics","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University; Memorial University of Newfoundland","funders":"","keywords":"Pitting corrosion; Corrosion; Materials science; Metallurgy","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":[0.00009871725,0.00007740407,0.0001454528,0.00007521489,0.00003243582,0.00003057534,0.00007391001,0.00006349366,0.0001592838],"category_scores_gemma":[0.00009675854,0.00006195474,0.00009152595,0.0002450236,0.00002684245,0.00008450896,0.00001872356,0.0001350452,0.00002421749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002526868,"about_ca_system_score_gemma":0.000006092599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007312744,"about_ca_topic_score_gemma":0.000005776357,"domain_scores_codex":[0.9994636,0.000006129349,0.0002560273,0.00007194137,0.0001122136,0.00009004669],"domain_scores_gemma":[0.9994778,0.0003015483,0.00001807341,0.0001483105,0.00003181007,0.00002243296],"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":[0.00000194767,0.00007877033,0.0002509243,0.008354722,0.0003397979,0.00001127801,0.01481221,0.6996787,0.1747371,0.08183695,0.00187781,0.01801974],"study_design_scores_gemma":[0.00001989744,0.000005637955,0.00002031751,0.000244345,0.00006299443,0.000003167043,0.0002939529,0.9691312,0.01166311,0.01829824,0.0001851948,0.00007190737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8861966,0.0006287108,0.108844,0.00007997561,0.00044051,0.0001043059,0.00001831343,0.0004469549,0.003240609],"genre_scores_gemma":[0.9889024,0.00002977857,0.01085961,0.000004614167,0.00003686674,0.000001328931,0.000004692863,0.00001488622,0.0001458617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2694525,"threshold_uncertainty_score":0.2526441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01389020076337199,"score_gpt":0.2501106556413934,"score_spread":0.2362204548780214,"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."}}