{"id":"W1971263803","doi":"10.2495/mc150321","title":"Simultaneous effect of surface roughness and passivity on corrosion resistance of metals","year":2015,"lang":"en","type":"article","venue":"WIT transactions on engineering sciences","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Passivity; Materials science; Corrosion; Surface roughness; Metallurgy; Surface finish; Composite material; Engineering; Electrical engineering","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":[0.0002933331,0.0004865672,0.0003779812,0.0003153398,0.0001253067,0.0004568284,0.0002090943,0.0003115688,0.0008162238],"category_scores_gemma":[0.001045607,0.0004139608,0.0004556754,0.0001672773,0.0002522589,0.0002370374,0.0003098982,0.000368783,0.0002418737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001543272,"about_ca_system_score_gemma":0.00008638622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005735551,"about_ca_topic_score_gemma":0.0009599586,"domain_scores_codex":[0.9996039,0.00004714172,0.00003673204,0.00005921857,0.0001559489,0.00009706081],"domain_scores_gemma":[0.9992471,0.000218245,0.0001626965,0.00009896512,0.0002002885,0.00007273358],"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":[0.00009033424,0.000007846172,0.000429953,0.00002690269,0.00001073395,0.0000359726,0.00002389742,0.0001562322,0.9981542,0.00001255854,0.00001344126,0.001037968],"study_design_scores_gemma":[0.00001092392,0.0005351987,0.01222383,0.000004909578,0.00005329441,0.0001279126,0.00006061701,0.001660882,0.9846831,0.00002459326,0.0006003838,0.00001431377],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975187,0.0004833214,0.001321768,0.00001693292,0.00001393458,0.00001456678,0.00004538429,0.00003912785,0.0005463873],"genre_scores_gemma":[0.9969037,0.0003431716,0.001796207,0.00001468235,0.00000656146,0.00001178482,0.00009677361,0.00002067409,0.0008064095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008162238,"threshold_uncertainty_score":0.002730548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566172229371263,"score_gpt":0.2511849005919461,"score_spread":0.2355231782982335,"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."}}