{"id":"W4404495123","doi":"10.1007/978-3-031-67398-6_62","title":"Evaluating the Effect of Hydrogen on the Tensile Properties of Cold Finished Mild Steel","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Ultimate tensile strength; Materials science; Metallurgy; Hydrogen; Composite material; Forensic engineering; Engineering; Chemistry; Organic 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":[0.0002953398,0.0002670028,0.0002340945,0.000165549,0.0002727081,0.0002897901,0.0004540971,0.0004501003,0.001954359],"category_scores_gemma":[0.0004728617,0.0001702874,0.0002997555,0.0002550062,0.0002064778,0.0003765723,0.0001683302,0.0003425102,0.0003462191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002837775,"about_ca_system_score_gemma":0.0001414928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001752039,"about_ca_topic_score_gemma":0.003753468,"domain_scores_codex":[0.9996437,0.00003903766,0.0000128512,0.00003458697,0.0002220189,0.00004779753],"domain_scores_gemma":[0.9996178,0.0001369965,0.00004241072,0.00003470423,0.0001399145,0.00002814694],"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":[0.0005185138,0.00005929969,0.0006738656,0.00007247434,0.00001313342,0.000102986,0.00004755127,0.0009738422,0.9919171,0.00004079415,0.0001252654,0.005455208],"study_design_scores_gemma":[0.000007500917,0.001413737,0.008373206,0.000003267652,0.0000171476,0.00004135242,0.00005735206,0.001529115,0.9878204,0.00001471696,0.0007126109,0.000009439766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996182,0.0005820091,0.0008322676,0.00002178925,0.00001808009,0.00001517978,0.0001647616,0.00003188914,0.002152078],"genre_scores_gemma":[0.9927186,0.0004125031,0.00108438,0.00001575897,0.00001130317,0.00001019947,0.0003396282,0.00002570179,0.005381951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001954359,"threshold_uncertainty_score":0.006537914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08212773211330567,"score_gpt":0.3118116406487688,"score_spread":0.2296839085354631,"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."}}