{"id":"W4200159858","doi":"10.5006/3936","title":"Effect of Accelerated Cooling on Linepipe Steel Mill Scale and Resulting Localized Corrosion Susceptibility","year":2021,"lang":"en","type":"article","venue":"CORROSION","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Mill scale; Metallurgy; Electron backscatter diffraction; Corrosion; Magnetite; Dielectric spectroscopy; Scanning electron microscope; Thermal expansion; Composite material; Electrochemistry; Electrode; Microstructure; Chemistry","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":[0.0001838401,0.0003178604,0.000293306,0.0001617345,0.0001417682,0.0002864635,0.0002487093,0.0002415716,0.001618606],"category_scores_gemma":[0.0005853407,0.0001936828,0.0001953814,0.00015025,0.0002194364,0.0001904306,0.0001845993,0.0003053291,0.000174114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002437478,"about_ca_system_score_gemma":0.0001308899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090565,"about_ca_topic_score_gemma":0.002321676,"domain_scores_codex":[0.9997981,0.00002530294,0.00001241843,0.0000492839,0.00007738994,0.00003760558],"domain_scores_gemma":[0.9996065,0.00007761294,0.0001127267,0.00004264511,0.0001172094,0.00004318896],"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":[0.0001816131,0.00001783175,0.0005934194,0.00003346997,0.000007441911,0.00005195101,0.00002556115,0.0002188191,0.9976588,0.00001713514,0.00002659204,0.001167225],"study_design_scores_gemma":[0.000008410051,0.0004774079,0.00831873,0.000002822532,0.00001065785,0.00005767152,0.00002746694,0.001087451,0.9895191,0.000006768895,0.0004786552,0.000005085469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990138,0.000112626,0.0004704263,0.000008328419,0.000004440685,0.00001150748,0.00005757977,0.00002301953,0.0002981918],"genre_scores_gemma":[0.9978361,0.00009155844,0.001285032,0.000009704261,0.000003034691,0.00001132699,0.00008212578,0.00001937668,0.0006618416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001618606,"threshold_uncertainty_score":0.005414724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02301209406211817,"score_gpt":0.3019735344975802,"score_spread":0.2789614404354621,"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."}}