{"id":"W3170489372","doi":"10.1007/s11661-021-06339-w","title":"A Mechanism for Carbon Depletion at Bondline of High-Frequency Electric-Resistance-Welded X70 Pipeline Steel","year":2021,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"EVRAZ (Canada); University of Alberta","funders":"Oak Ridge National Laboratory; Office of Science; U.S. Department of Energy","keywords":"Welding; Materials science; Martensite; Austenite; Ferrite (magnet); Metallurgy; Austempering; Bainite; Heat-affected zone; Carbon steel; Composite material; Microstructure; Corrosion","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":[0.000107999,0.0002025668,0.0001691475,0.0003761481,0.0006285066,0.0002464174,0.0009674403,0.0006548124,0.002811754],"category_scores_gemma":[0.0002183576,0.0002223676,0.0001579648,0.0001610404,0.0004337619,0.000584729,0.0003602605,0.000339482,0.0003202784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000377067,"about_ca_system_score_gemma":0.000216296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148159,"about_ca_topic_score_gemma":0.001472333,"domain_scores_codex":[0.9998899,0.000005353266,0.000003410105,0.00002596534,0.00004322094,0.0000321264],"domain_scores_gemma":[0.9998567,0.00003325126,0.00003616284,0.00002131407,0.00003268113,0.00001989248],"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":[0.0001907439,0.0000326622,0.002013183,0.00009989241,0.000009471473,0.0009851068,0.000206925,0.0007354322,0.9901841,0.002547569,0.0003455394,0.002649331],"study_design_scores_gemma":[0.00002108117,0.0001628527,0.009979382,0.000008505711,0.0000108169,0.0006204706,0.0002002874,0.009722348,0.9767246,0.000554352,0.001980152,0.00001507882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988121,0.0002578438,0.006744072,0.0001417184,0.00002843051,0.00002719637,0.0001134747,0.0002362976,0.004329902],"genre_scores_gemma":[0.9981263,0.0000343225,0.0006300316,0.00001668481,0.000002936541,0.000006795657,0.00004271325,0.000009255572,0.001130889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002811754,"threshold_uncertainty_score":0.009406269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00867266211961101,"score_gpt":0.2094329407833802,"score_spread":0.2007602786637692,"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."}}