{"id":"W1981229647","doi":"10.1016/j.electacta.2009.05.020","title":"Oxide formation and conversion on carbon steel in mildly basic solutions","year":2009,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":129,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Oxide; X-ray photoelectron spectroscopy; Maghemite; Cyclic voltammetry; Dielectric spectroscopy; Electrochemistry; Materials science; Raman spectroscopy; Inorganic chemistry; Carbon fibers; Carbon steel; Iron oxide; Chemical engineering; Chemistry; Corrosion; Electrode; Metallurgy; Composite material; Hematite; 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":[0.0001586684,0.0001014563,0.0001079342,0.000129029,0.0001094088,0.00003672668,0.0000710165,0.00006234528,0.00004197555],"category_scores_gemma":[0.00002203935,0.00009698971,0.00002358363,0.0001284262,0.00002075806,0.0002433612,0.00001780373,0.0001231877,0.00002068517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001150434,"about_ca_system_score_gemma":0.00002121395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001190072,"about_ca_topic_score_gemma":0.00003362093,"domain_scores_codex":[0.9991475,0.00004998072,0.0001712258,0.0001998835,0.000161505,0.0002698512],"domain_scores_gemma":[0.9997115,0.00002563065,0.00005518629,0.0001340839,0.00002174508,0.00005185985],"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":[0.00006852457,0.00006314696,0.00004400898,0.000003191208,8.344638e-8,8.903413e-7,0.0001044797,0.000001892737,0.9986948,0.000201996,0.000471225,0.0003457304],"study_design_scores_gemma":[0.0004898086,0.0003827311,0.01291433,0.00004160189,0.000007491837,0.00001302639,0.00003522687,0.0006878256,0.9847739,0.0003152352,0.0002101965,0.0001285813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976181,0.00002537407,0.00006837641,0.000990333,0.00006045372,0.000167235,0.000003645524,0.00005768516,0.001008812],"genre_scores_gemma":[0.9993521,0.00004231471,0.0000844684,0.0004222623,0.00002221347,0.000007083666,0.00001636062,0.000005348517,0.00004783957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01392089,"threshold_uncertainty_score":0.3955126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354002789515128,"score_gpt":0.226431088485765,"score_spread":0.2128910605906137,"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."}}