{"id":"W4293152186","doi":"10.2139/ssrn.4185806","title":"Body-Thorough Ultrahigh Strength and Ductility of Austenitic Stainless Steel by Industry-Applicable 3-Axis Stress-Released Impact","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Austenite; Metallurgy; Ductility (Earth science); Stress (linguistics); Austenitic stainless steel; Structural engineering; Engineering; Microstructure; Corrosion; Creep","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004638957,0.0003030365,0.000370814,0.00009996127,0.0003195167,0.00004804851,0.000265209,0.0001434876,0.0003149591],"category_scores_gemma":[0.00001490605,0.0002649375,0.0001274119,0.0002948921,0.00007571862,0.0001703502,0.00005607846,0.002759495,0.000001596682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138418,"about_ca_system_score_gemma":0.0004627504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005512324,"about_ca_topic_score_gemma":0.0001468528,"domain_scores_codex":[0.9971092,0.0001332254,0.0003717196,0.0002427905,0.0004216459,0.00172136],"domain_scores_gemma":[0.9993285,0.00009505999,0.0001235936,0.0002262322,0.00004906063,0.0001775638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002266335,0.005333915,0.5432483,0.0008137851,0.01322318,0.0002278978,0.00339096,0.1997555,0.07900719,0.009540088,0.008192698,0.1350001],"study_design_scores_gemma":[0.05474871,0.02233991,0.2519491,0.000598242,0.004473704,0.006702605,0.1900655,0.02883722,0.3152704,0.09681205,0.01725867,0.01094395],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909133,0.007858383,0.0001147735,0.00006187592,0.0001046547,0.0002217814,0.0002915518,0.00007785204,0.0003558267],"genre_scores_gemma":[0.9974857,0.001640782,0.00001780792,0.000003894496,0.00006956655,0.00002370388,0.00004836881,0.00004873961,0.0006614602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2912993,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00470098950108731,"score_gpt":0.2208813645657633,"score_spread":0.216180375064676,"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."}}