{"id":"W2085661795","doi":"10.2495/cmem-v2-n3-243-254","title":"An electrochemical impedance spectroscopy and potentiodynamic polarization study of the effect of unidirectional roughness on the corrosion of nickel","year":2014,"lang":"en","type":"article","venue":"International Journal of Computational Methods and Experimental Measurements","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Dielectric spectroscopy; Materials science; Corrosion; Nickel; Surface finish; Polarization (electrochemistry); Metallurgy; Spectroscopy; Surface roughness; Electrochemistry; Electrical impedance; Composite material; Electrode; Chemistry; Electrical engineering; Engineering; Physics","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":[0.0002203383,0.0003692322,0.000474938,0.0001614529,0.000110489,0.0002740975,0.0003985534,0.0006156705,0.0004311185],"category_scores_gemma":[0.0006104431,0.0002721447,0.0003428034,0.0003287679,0.0002217978,0.0002906127,0.0001990635,0.0004459433,0.0001465534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589959,"about_ca_system_score_gemma":0.0001347908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008527633,"about_ca_topic_score_gemma":0.0009458213,"domain_scores_codex":[0.9997318,0.00003852317,0.00001941631,0.00004561144,0.0001309725,0.0000336098],"domain_scores_gemma":[0.9997413,0.0000723725,0.00004700659,0.00003744219,0.00008690972,0.00001512548],"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":[0.00006941889,0.00003003449,0.0003265655,0.0000401873,0.000009152878,0.00004572539,0.00002854741,0.0003479208,0.9968466,0.00003284634,0.00002102438,0.002201948],"study_design_scores_gemma":[0.00001993527,0.0005459557,0.006163326,0.000003265944,0.00003025505,0.0001321899,0.00006648718,0.01073081,0.9816616,0.00004691047,0.0005811948,0.0000180437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906405,0.0004961111,0.007742302,0.00008204587,0.00002741862,0.00002761828,0.0001691927,0.00004551097,0.000769362],"genre_scores_gemma":[0.9914949,0.0006055111,0.006975874,0.00002783426,0.00001164633,0.00002945609,0.000124605,0.000005305482,0.0007247987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008527633,"threshold_uncertainty_score":0.001695573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02047879606639358,"score_gpt":0.3702489257666364,"score_spread":0.3497701297002428,"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."}}