{"id":"W2320837124","doi":"10.1007/s11665-016-2021-8","title":"Hydrogen-Induced Cracking Assessment in Pipeline Steels Through Permeation and Crystallographic Texture Measurements","year":2016,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Materials science; Hydrogen; Cracking; Metallurgy; Electron backscatter diffraction; Composite material; 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":[0.0001579321,0.0001207749,0.0001402197,0.0003551837,0.0001988581,0.0002171579,0.0001907733,0.0002690191,0.0009585836],"category_scores_gemma":[0.000332198,0.0001406353,0.00011968,0.0002167585,0.000279334,0.0002398707,0.0001563852,0.0002016032,0.0001496611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000255643,"about_ca_system_score_gemma":0.0001596963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003736181,"about_ca_topic_score_gemma":0.006620349,"domain_scores_codex":[0.9998692,0.00001030675,0.000005925471,0.00002303228,0.00006920595,0.00002224754],"domain_scores_gemma":[0.9997478,0.00003534952,0.00004736148,0.00001396509,0.0001369394,0.00001856203],"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":[0.0002808544,0.00002114844,0.006086833,0.00003148369,0.000005352106,0.00005632456,0.00007188162,0.0003629154,0.9899978,0.00003917487,0.00004465146,0.003001627],"study_design_scores_gemma":[0.00001477254,0.0003026868,0.07961155,0.000004131947,0.00001583689,0.000147989,0.000236564,0.007381396,0.9117173,0.00002910346,0.0005264528,0.00001215666],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974223,0.00005712292,0.001767095,0.000009571294,0.000002456457,0.000009374414,0.0001321206,0.00002015293,0.0005797684],"genre_scores_gemma":[0.9991146,0.00003001694,0.000448211,0.000002996653,9.754739e-7,0.000003728491,0.00006880861,0.000003804931,0.0003269808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003736181,"threshold_uncertainty_score":0.007428825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611330202711282,"score_gpt":0.2632750844147346,"score_spread":0.2371617823876218,"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."}}