{"id":"W2033662201","doi":"10.1007/s11665-015-1525-y","title":"Voltammetric Analysis on the Formation of Fe(OH)2 and FeCO3, and on the Reactivity of Passivation of Steel in Carbonate Solutions","year":2015,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of British Columbia","funders":"","keywords":"Passivation; Carbonate; Reactivity (psychology); Materials science; Cathodic protection; Electrochemistry; Dissolution; Cyclic voltammetry; Kinetics; Inorganic chemistry; Electrode; Chemical engineering; Metallurgy; Nanotechnology; Chemistry; Physical chemistry","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":[0.001381714,0.00006189832,0.000203832,0.0002522747,0.00002962606,0.00001784542,0.00004484888,0.00003081006,0.000005636125],"category_scores_gemma":[0.0001249876,0.00003588658,0.0000202292,0.000236186,0.00003285749,0.0002020311,0.00002020525,0.00005642539,1.218564e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001972195,"about_ca_system_score_gemma":0.00001150006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002986867,"about_ca_topic_score_gemma":0.000003315415,"domain_scores_codex":[0.9993053,0.00005056148,0.0003542218,0.00004810133,0.0001745016,0.00006731488],"domain_scores_gemma":[0.9993231,0.0001269776,0.0003532528,0.00007763414,0.00009691874,0.00002208763],"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":[0.00009953528,0.0000265047,0.0009166308,0.0000626757,0.0000031428,1.432716e-7,0.0003298647,0.004359747,0.9937641,0.00009682962,0.000009930392,0.0003308687],"study_design_scores_gemma":[0.0002498911,0.0002940278,0.1069533,0.0001639774,0.0000502338,0.000006886609,0.00009518066,0.01205766,0.8800617,0.00001596962,0.000008715235,0.00004247661],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994463,0.00005625938,0.0002086482,0.00009488123,0.00009997006,0.00006367572,0.00001673203,0.00000196885,0.00001150965],"genre_scores_gemma":[0.9997486,0.0001767459,0.00004451977,0.000004818288,0.00001712537,0.000002286916,0.000001039329,0.000002805911,0.000002077121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1137024,"threshold_uncertainty_score":0.1463412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03360274146277452,"score_gpt":0.2256478781723103,"score_spread":0.1920451367095358,"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."}}