{"id":"W1998230632","doi":"10.1016/j.electacta.2008.02.014","title":"Corrosion of steel under the defected coating studied by localized electrochemical impedance spectroscopy","year":2008,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":108,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Dielectric spectroscopy; Corrosion; Coating; Materials science; Electrochemistry; Electrical impedance; Composite material; Metallurgy; Electrode; Chemistry; Physical chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002688399,0.0002834675,0.0004049229,0.00005501448,0.0004784328,0.00003287026,0.0004235523,0.0001245079,0.0002941121],"category_scores_gemma":[0.0001050325,0.0002085483,0.0001414915,0.000417366,0.0002812872,0.0001525736,0.0001098368,0.0003711093,0.00003497052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569632,"about_ca_system_score_gemma":0.0001296658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001487466,"about_ca_topic_score_gemma":0.00001332023,"domain_scores_codex":[0.9976125,0.0001835241,0.0005207706,0.000486105,0.000553148,0.0006439122],"domain_scores_gemma":[0.998763,0.0002363091,0.0003102774,0.0004439154,0.0001501334,0.00009631265],"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":[0.0002819947,0.0001739377,0.0001634759,0.000008399641,0.000001921269,9.292468e-7,0.0001530597,0.000001209759,0.9906808,0.00008511581,0.008438091,0.00001113119],"study_design_scores_gemma":[0.0008088112,0.0004005867,0.0003561843,0.0000297352,0.00004105373,0.00006038976,0.00007918039,0.0001658645,0.9974569,0.0001326577,0.0002314604,0.0002371707],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888949,0.0002549438,0.009571867,0.0003310789,0.0001344359,0.0003826029,0.00001573276,0.0001494792,0.000264948],"genre_scores_gemma":[0.998485,0.0001769513,0.0006667848,0.0003130189,0.00007496909,0.00004771079,0.00004537942,0.00003679284,0.0001533918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00959009,"threshold_uncertainty_score":0.8504351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01346765080005182,"score_gpt":0.250243013452597,"score_spread":0.2367753626525451,"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."}}