{"id":"W4396684253","doi":"10.1016/j.corsci.2024.112078","title":"The role of hydrogen embrittlement in the near-neutral pH corrosion fatigue of pipeline steels","year":2024,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydrogen embrittlement; Corrosion; Embrittlement; Materials science; Corrosion fatigue; Metallurgy; Pipeline (software); Hydrogen; Environmental stress fracture; Anaerobic corrosion; Chemistry; 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":[0.006004724,0.0002187292,0.0003009857,0.0001699836,0.0005638625,0.0003491349,0.002068795,0.00006456869,0.0002275132],"category_scores_gemma":[0.0002010136,0.0001228928,0.0001472394,0.001739644,0.001537139,0.0004314273,0.0004221182,0.0002090782,0.00007501641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006154404,"about_ca_system_score_gemma":0.0003307805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006102746,"about_ca_topic_score_gemma":0.00004084019,"domain_scores_codex":[0.996211,0.0002429083,0.000863559,0.0005818694,0.001539544,0.0005611015],"domain_scores_gemma":[0.9982213,0.0003946821,0.0002511264,0.0008331837,0.0002039564,0.00009570291],"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":[0.00002440247,0.00009486733,0.001233749,0.00001977574,2.327112e-7,0.000004222003,0.0009974134,0.0003220927,0.9859905,0.00257791,0.0002691137,0.00846576],"study_design_scores_gemma":[0.000183577,0.000130682,0.000340596,0.0001945974,0.00002385401,0.00001164237,0.001354201,0.009034323,0.9816925,0.0009684304,0.005916761,0.0001488455],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938428,0.00220498,0.0009948821,0.0002302076,0.001110386,0.0006262903,0.00004237277,0.00004138751,0.0009067254],"genre_scores_gemma":[0.9990333,0.0002033372,0.0002681779,0.00006851235,0.00004206541,0.00008269929,0.000004690997,0.00001489562,0.0002823295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00871223,"threshold_uncertainty_score":0.5663652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02530009970200095,"score_gpt":0.308043982289434,"score_spread":0.282743882587433,"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."}}