{"id":"W4411927618","doi":"10.3390/cmd6030028","title":"A Comparative Study of the Tensile Behavior of Wrought 44W Steel, Monel 400, 304L Stainless Steel, and Arc-Directed Energy Deposited 308L Stainless Steel in Simulated Hydrogen Environments","year":2025,"lang":"en","type":"article","venue":"Corrosion and Materials Degradation","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Monel; Materials science; Metallurgy; Ultimate tensile strength; Hydrogen; Arc (geometry); Alloy; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005785663,0.0003478231,0.0008345217,0.0002482575,0.000234033,0.00009489331,0.0003225732,0.0001616906,0.0000923593],"category_scores_gemma":[0.00004020932,0.0002719307,0.00004947693,0.0004773403,0.0002251195,0.0002472996,0.000429693,0.00009263681,0.000001821552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007232439,"about_ca_system_score_gemma":0.00005883277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004541848,"about_ca_topic_score_gemma":0.0002972164,"domain_scores_codex":[0.9966117,0.0008528486,0.001117899,0.0005804478,0.0005167967,0.0003203505],"domain_scores_gemma":[0.9985663,0.0001208949,0.0006053328,0.0005036848,0.0001252365,0.00007857501],"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":[0.0003377872,0.0009882723,0.01262515,0.0000599811,0.000009356594,0.00000500364,0.001327568,0.0001057364,0.9839724,0.0001368086,0.00002242487,0.0004095125],"study_design_scores_gemma":[0.002348905,0.0002446809,0.04840196,0.000190302,0.0002245864,0.000002929838,0.00343153,0.0005984547,0.9442022,0.00005155224,0.00005938449,0.0002435203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997368,0.0002573041,0.0002102065,0.00001439038,0.0004366901,0.001487476,0.0001648792,0.000041895,0.0000191808],"genre_scores_gemma":[0.9989122,0.0001066703,0.0001169427,0.00003811405,0.000009869697,0.0001360146,0.00009586354,0.00002234646,0.0005620501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0397702,"threshold_uncertainty_score":0.9999733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0190622579749809,"score_gpt":0.2690302030378388,"score_spread":0.2499679450628579,"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."}}