{"id":"W7116366929","doi":"10.14288/1.0451062","title":"The development of in-situ testing infrastructure and characterization of hydrogen embrittlement in pipeline steels","year":2025,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrogen embrittlement; Hydrogen; Cracking; Ferrite (magnet); Ductility (Earth science); Embrittlement; Strain rate; Toughness; Tensile testing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009880408,0.0005637554,0.0003782993,0.0004383963,0.0002374779,0.0003261368,0.0008484457,0.0004699444,0.00175875],"category_scores_gemma":[0.0006632841,0.0002987449,0.0002651337,0.0002568702,0.0003069291,0.0005925772,0.0003622283,0.0004918588,0.0005342499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004092256,"about_ca_system_score_gemma":0.000435231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160196,"about_ca_topic_score_gemma":0.00318139,"domain_scores_codex":[0.9994264,0.00006900517,0.00002744967,0.0001305602,0.0003044253,0.00004234517],"domain_scores_gemma":[0.9991264,0.0001102138,0.0001590508,0.0001548249,0.0003982875,0.00005125585],"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":[0.00004151816,0.00002971527,0.001357428,0.0001006765,0.000005266564,0.00003643274,0.00007836041,0.0007328411,0.9903023,0.0001222393,0.0001101241,0.007083086],"study_design_scores_gemma":[0.00001250266,0.0007762375,0.01187929,0.00001732413,0.00002046548,0.0001902938,0.0001974626,0.007316227,0.975051,0.0001234156,0.004396942,0.00001877302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6838081,0.0003264064,0.3087021,0.0001741711,0.00006677478,0.0003579066,0.00108944,0.001903459,0.00357174],"genre_scores_gemma":[0.8297156,0.0004043785,0.1638085,0.00007930303,0.00002192068,0.0002094967,0.001028795,0.0002188295,0.004513182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00175875,"threshold_uncertainty_score":0.005883634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009456472835491284,"score_gpt":0.201813342114205,"score_spread":0.1923568692787137,"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."}}