{"id":"W2239416654","doi":"10.1016/j.apsusc.2016.01.081","title":"Effect of surface finishing on early-stage corrosion of a carbon steel studied by electrochemical and atomic force microscope characterizations","year":2016,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Corrosion; Materials science; Carbon steel; Surface roughness; Dissolution; Metallurgy; Surface finish; Kelvin probe force microscope; Electrochemistry; Composite material; Atomic force microscopy; Electrode; Nanotechnology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002479486,0.0004815139,0.0004820872,0.000286448,0.0002705942,0.0003560403,0.0003328371,0.0004707719,0.001791185],"category_scores_gemma":[0.001039474,0.0002856111,0.0003894969,0.0003214599,0.0001851149,0.0002481203,0.0001293913,0.0004791006,0.0002917843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791777,"about_ca_system_score_gemma":0.0002590772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002801476,"about_ca_topic_score_gemma":0.004181515,"domain_scores_codex":[0.9997109,0.00002775233,0.00002431019,0.00004888313,0.0000944381,0.0000937333],"domain_scores_gemma":[0.9992926,0.0001989623,0.0000996067,0.00008033247,0.0002630416,0.00006540233],"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":[0.0004082952,0.00003359293,0.0006737816,0.00006863578,0.00001519466,0.00009166771,0.0000452106,0.0001480928,0.9963809,0.00001933961,0.00004707776,0.002068263],"study_design_scores_gemma":[0.00001044415,0.0006394185,0.0099957,0.000005322761,0.00002929035,0.00006793948,0.00006675503,0.0006963899,0.987824,0.0000121005,0.000643035,0.000009640499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979977,0.0005139307,0.0007486438,0.00001786436,0.00002337069,0.00000915886,0.0001544403,0.00003489876,0.0004999986],"genre_scores_gemma":[0.9970194,0.0003371956,0.001547003,0.00001703725,0.000008209029,0.000008402387,0.0002095519,0.00002364139,0.000829607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002801476,"threshold_uncertainty_score":0.005992115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007352507627167032,"score_gpt":0.2482788211478097,"score_spread":0.2409263135206426,"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."}}