{"id":"W2092696658","doi":"10.1002/cjce.5450850310","title":"Modelling Carbon Dioxide Corrosion with Film Crystallization and Erosion","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada); University of Saskatchewan","funders":"","keywords":"Corrosion; Carbon dioxide; Carbon steel; Materials science; Crystallization; Carbonate; Flow (mathematics); Erosion; Turbulence; Metallurgy; Mechanics; Thermodynamics; Chemistry; Geology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000354933,0.00007831378,0.00009774356,0.00007731008,0.00006256296,0.000043033,0.00008339663,0.00004933666,0.00001650781],"category_scores_gemma":[0.00002891799,0.00005315956,0.00002023351,0.00009375327,0.00004012232,0.0001034472,0.000008349167,0.0001496714,4.362955e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108807,"about_ca_system_score_gemma":0.00007112363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006501722,"about_ca_topic_score_gemma":0.0002127128,"domain_scores_codex":[0.9993789,0.000006057691,0.0001988374,0.00006982796,0.0001624839,0.0001839443],"domain_scores_gemma":[0.9994891,0.00003655758,0.00007551094,0.00006987886,0.00008532256,0.0002435743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000017226,0.000001931242,0.0000911492,0.000005946264,1.992723e-7,0.00001077178,0.0001431328,0.08556167,0.9140826,0.00004348876,0.000005930593,0.00003593185],"study_design_scores_gemma":[0.0001728335,0.00003849519,0.0000410272,0.0001578275,0.00001539629,0.0001543728,0.00001920134,0.04711382,0.9521356,0.00002405543,0.00004564118,0.00008177689],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.915538,0.00009861869,0.08412223,0.00005421897,0.00011378,0.00004031788,0.000001452181,0.000008370305,0.00002306538],"genre_scores_gemma":[0.9989717,0.000002280077,0.0009049713,0.00002038941,0.00008005664,4.756776e-7,0.000001220862,0.00001198569,0.000006927472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08343375,"threshold_uncertainty_score":0.2167784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019556765850283,"score_gpt":0.1893841582150498,"score_spread":0.179188590556547,"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."}}