{"id":"W2939100804","doi":"10.5267/j.esm.2019.4.001","title":"Experimental investigation and numerical prediction for the fatigue life durability of austenitic stainless steel at room temperature","year":2019,"lang":"en","type":"article","venue":"Engineering Solid Mechanics","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durability; Materials science; Austenite; Metallurgy; Austenitic stainless steel; Low-cycle fatigue; Composite material; Microstructure; Corrosion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001979347,0.0002123621,0.0002544233,0.00005521291,0.00006288895,0.00002472676,0.0001171523,0.0001687701,0.00001497684],"category_scores_gemma":[0.00009982897,0.0001777697,0.00007058537,0.0001315496,0.00000836427,0.0001326453,0.00004357864,0.0002128525,0.000002172984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127166,"about_ca_system_score_gemma":0.00002035886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000216514,"about_ca_topic_score_gemma":7.082288e-7,"domain_scores_codex":[0.9990697,0.00001456711,0.0002974429,0.0002010285,0.0001799267,0.0002373618],"domain_scores_gemma":[0.9993376,0.000172207,0.00004702449,0.0002816028,0.00005743931,0.0001040993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002471977,0.00001739608,0.00005083481,0.0004749196,0.00009391471,4.564935e-7,0.0008589244,0.5996523,0.3954226,0.003107356,0.0001489598,0.0001475732],"study_design_scores_gemma":[0.0003874042,0.0001005629,0.0001328547,0.00004550397,0.00003045247,0.000004594437,0.00023952,0.7856115,0.2128852,0.00007076841,0.0003441601,0.0001474693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8009561,0.001331186,0.1951204,0.00006160544,0.001325801,0.0008886563,0.00007196581,0.0002364839,0.000007800461],"genre_scores_gemma":[0.9985362,0.00002780991,0.001100017,0.0000311794,0.0001003648,0.00009116122,0.0000356887,0.00005461756,0.00002296385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1975801,"threshold_uncertainty_score":0.7249237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153957757437592,"score_gpt":0.2135249763170515,"score_spread":0.2019853987426755,"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."}}