{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006706276,0.0001190208,0.0002188842,0.00008926575,0.00008877119,0.0000241309,0.0001207009,0.00004432534,0.00002353363],"category_scores_gemma":[0.00008692544,0.00009160857,0.00004101354,0.0003234289,0.0001744787,0.0001838314,0.000003546617,0.00006974611,0.000004457954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002734447,"about_ca_system_score_gemma":0.00002440799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002246572,"about_ca_topic_score_gemma":0.000009762739,"domain_scores_codex":[0.9989667,0.00005214051,0.0001997385,0.0002359223,0.0004037237,0.0001417852],"domain_scores_gemma":[0.9992986,0.0003471736,0.00007469013,0.000146406,0.00006064824,0.00007247236],"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":[0.00006707807,0.00003788538,0.00002358046,0.00003461488,2.909725e-7,8.887268e-7,0.00008164343,0.3510853,0.6484081,0.0000459936,0.000004604551,0.0002100032],"study_design_scores_gemma":[0.000279076,0.0008121794,0.0001045961,0.0001705216,0.00002026653,0.000002711181,0.00004830461,0.0140907,0.9843257,0.00001021384,0.00003182648,0.0001039237],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9350368,0.00005615307,0.06423652,0.00003024778,0.0003625768,0.0001319517,0.00003566173,0.0000470665,0.00006307335],"genre_scores_gemma":[0.998919,0.000008514077,0.0009796359,0.000003545534,0.000005828776,0.000006222409,5.369188e-7,0.000006390675,0.0000703827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3369946,"threshold_uncertainty_score":0.3735689,"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."}}