{"id":"W4399209161","doi":"10.3390/cryst14060529","title":"Evaluating the Effect of Hydrogen on the Tensile Properties of Cold-Finished Mild Steel","year":2024,"lang":"en","type":"article","venue":"Crystals","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydrogen embrittlement; Materials science; Hydrogen; Ultimate tensile strength; Ductility (Earth science); Toughness; Embrittlement; Cathodic protection; Metallurgy; Grain boundary; Creep; Oxide; Composite material; Electrochemistry; Microstructure; Corrosion; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002516506,0.0002681715,0.0002357941,0.0002430194,0.0001895615,0.0001740006,0.0002306971,0.0002994947,0.0008278417],"category_scores_gemma":[0.0005132665,0.0001802343,0.0002860037,0.0002258421,0.0001793429,0.0002178691,0.000156064,0.0003069396,0.0001108373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000170333,"about_ca_system_score_gemma":0.0001059541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001744081,"about_ca_topic_score_gemma":0.004770237,"domain_scores_codex":[0.9997084,0.00002803455,0.00002073346,0.00003712651,0.0001656144,0.00004009052],"domain_scores_gemma":[0.9995185,0.00009647218,0.00009545842,0.0000357428,0.0002097294,0.00004407952],"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":[0.00008652973,0.00001063988,0.0007910605,0.00004208372,0.000007771465,0.00006754197,0.00003375275,0.0001455403,0.9977357,0.00000835565,0.00001637388,0.001054632],"study_design_scores_gemma":[0.00000405069,0.0009758343,0.02690654,0.000004525362,0.0000211175,0.00009393546,0.0001173466,0.0008237733,0.9705318,0.000009174495,0.0004995682,0.00001224207],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988167,0.0002163726,0.0005550621,0.00001037884,0.000006328646,0.000009624483,0.0001054522,0.000009191122,0.0002709891],"genre_scores_gemma":[0.9975198,0.0002413172,0.001082762,0.0000150324,0.000004640558,0.00001069282,0.0001870951,0.000007935422,0.0009307398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001744081,"threshold_uncertainty_score":0.003467858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07260391478113384,"score_gpt":0.3299581640855055,"score_spread":0.2573542493043717,"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."}}