{"id":"W4397011316","doi":"10.20944/preprints202405.1061.v1","title":"Evaluating The Effect of Hydrogen on The Tensile Properties of Cold Finished Mild Steel","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","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":"","keywords":"Hydrogen embrittlement; Materials science; Hydrogen; Ultimate tensile strength; Ductility (Earth science); Toughness; Embrittlement; Metallurgy; Cathodic protection; Grain boundary; Oxide; Creep; Composite material; Electrochemistry; Microstructure; Corrosion; 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":[0.0002563579,0.0002626359,0.0002328477,0.0002412551,0.000185499,0.0002035851,0.0002366612,0.0003389457,0.001032269],"category_scores_gemma":[0.0005292557,0.0001801099,0.0002780654,0.0002309733,0.0001878418,0.0002254948,0.000159509,0.0003165787,0.0001534526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001787822,"about_ca_system_score_gemma":0.00009786311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001534082,"about_ca_topic_score_gemma":0.003527053,"domain_scores_codex":[0.9996984,0.00002941617,0.00001976513,0.00004145925,0.0001679572,0.00004307939],"domain_scores_gemma":[0.9995291,0.000103285,0.00008600403,0.00004141587,0.0001969131,0.00004321124],"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":[0.0001248538,0.00001235922,0.0008109193,0.00003939005,0.000008339267,0.00006806269,0.00003520371,0.000204681,0.9975284,0.000009664461,0.0000188833,0.001139365],"study_design_scores_gemma":[0.000004377324,0.00115684,0.02599749,0.000004138869,0.00001988862,0.00008481341,0.0001035298,0.0008488956,0.9712656,0.0000105883,0.00049213,0.00001176697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988066,0.0002065464,0.0005208669,0.00001017985,0.000006407555,0.000008664661,0.0001247029,0.000009875423,0.0003060807],"genre_scores_gemma":[0.9974657,0.0002099883,0.0009518813,0.00001441443,0.000005116307,0.00000911875,0.0002187703,0.000009399269,0.001115613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001534082,"threshold_uncertainty_score":0.003453255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2143876951647193,"score_gpt":0.3881236048586634,"score_spread":0.1737359096939441,"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."}}