{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002635899,0.000343598,0.0004125792,0.0004627903,0.0003751379,0.0007166499,0.0009338061,0.001335587,0.004077079],"category_scores_gemma":[0.001800938,0.000226788,0.0004686514,0.0004768351,0.0005454656,0.0004262607,0.0005423912,0.0004460935,0.0003202992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005856744,"about_ca_system_score_gemma":0.0003633941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008604575,"about_ca_topic_score_gemma":0.004463574,"domain_scores_codex":[0.9998475,0.00003661824,0.000006659761,0.0000176432,0.0000638979,0.0000275951],"domain_scores_gemma":[0.9994141,0.0003524619,0.00004705466,0.00004581676,0.0001033382,0.00003725125],"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":[0.00003505664,0.00001344038,0.0003533242,0.00002619012,0.00000847424,0.00007240445,0.00003046285,0.9881598,0.002190179,0.005295498,0.0004270989,0.003388086],"study_design_scores_gemma":[0.00000234624,0.000006489011,0.00008242435,0.000001963454,0.000001059492,0.000005166341,0.000005688436,0.9989989,0.0002227432,0.000475548,0.0001957982,0.000001868053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.627481,0.001021033,0.3002822,0.0009420763,0.0003872431,0.00009766213,0.0008431902,0.001015381,0.06793021],"genre_scores_gemma":[0.9664542,0.0002252058,0.02616983,0.00005977779,0.00002380104,0.0000464509,0.0002707377,0.0001087569,0.00664117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008604575,"threshold_uncertainty_score":0.01710898,"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."}}