{"id":"W4407694762","doi":"10.1007/s11665-025-10824-3","title":"A Review on the Role of Crystallographic Texture in Hydrogen-Induced Cracking Susceptibility in Pipeline Steel","year":2025,"lang":"en","type":"review","venue":"Journal of Materials Engineering and Performance","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Materials science; Cracking; Pipeline (software); Hydrogen; Texture (cosmology); Metallurgy; Crystallography; Hydrogen embrittlement; Forensic engineering; Composite material; Mechanical engineering; Corrosion; Artificial intelligence; Engineering; Computer science","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":[0.0006122488,0.0009403966,0.0009936123,0.003531645,0.0003220675,0.001069133,0.000780533,0.000977431,0.003106281],"category_scores_gemma":[0.001046731,0.0004789391,0.001057656,0.003117906,0.0003272378,0.001208369,0.0004379635,0.0006183202,0.0008043361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005686271,"about_ca_system_score_gemma":0.001519112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003250228,"about_ca_topic_score_gemma":0.003377356,"domain_scores_codex":[0.9996978,0.00003641337,0.0000575903,0.00007370507,0.0001060928,0.00002849105],"domain_scores_gemma":[0.999183,0.0003579703,0.0001594108,0.00001878978,0.0002478313,0.00003295964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000223414,0.0001317533,0.003068938,0.1450732,0.0004499687,0.0007277063,0.0003652287,0.001880108,0.02138372,0.003501937,0.03067917,0.7925147],"study_design_scores_gemma":[0.00001707241,0.0004947284,0.01256248,0.01492353,0.001128002,0.002067297,0.0003709729,0.0006884817,0.009909925,0.00170756,0.9560342,0.00009576108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001558907,0.9960044,0.0004725257,0.0002096818,0.0001898665,0.000008214873,0.0001324085,0.00002233002,0.00140165],"genre_scores_gemma":[0.0050807,0.9930652,0.0005376864,0.0001551498,0.0001539304,0.000009669143,0.0001644464,0.000005234056,0.0008278585],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003531645,"threshold_uncertainty_score":0.01039159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02062735982915306,"score_gpt":0.2783055898879411,"score_spread":0.2576782300587881,"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."}}