{"id":"W4404489604","doi":"10.1111/ffe.14501","title":"Rotating Bending Fatigue of Laser Powder Bed Fused 316L Stainless Steel at Various Stress Levels: Microstructural Evaluation and Predictive Modeling","year":2024,"lang":"en","type":"article","venue":"Fatigue & Fracture of Engineering Materials & Structures","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Materials science; Bending; Metallurgy; Stress (linguistics); Composite material","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":[0.0005330673,0.000428461,0.0003990938,0.0005065319,0.0002094215,0.000281053,0.0006038719,0.000757908,0.0006963501],"category_scores_gemma":[0.000705384,0.000304435,0.0005767324,0.0002977029,0.0002481089,0.0003457211,0.0001408049,0.0002339029,0.0001507878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006218777,"about_ca_system_score_gemma":0.0004164387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007477887,"about_ca_topic_score_gemma":0.009871402,"domain_scores_codex":[0.9998529,0.00001739213,0.000009101145,0.00002758196,0.00007315449,0.00001984961],"domain_scores_gemma":[0.9997009,0.0001252892,0.00005153464,0.00003255196,0.00008230273,0.000007396537],"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":[0.0001734678,0.0001178878,0.005253635,0.0001510016,0.00002658985,0.0001501041,0.00009290023,0.8601034,0.1176862,0.0003048891,0.0001502968,0.01578967],"study_design_scores_gemma":[0.000003601718,0.00008155731,0.003306269,0.000002777968,0.000004554119,0.00001618434,0.00001244369,0.9840141,0.01244756,0.00004516763,0.00005706322,0.000008664613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722753,0.0001363752,0.02612752,0.00004015978,0.000005746714,0.00003373823,0.0002635352,0.0002771482,0.0008405954],"genre_scores_gemma":[0.9959912,0.00004406165,0.003652854,0.000003188962,0.000001219148,0.00001922574,0.0000759949,0.00001192693,0.0002004644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007477887,"threshold_uncertainty_score":0.01486874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02065115877153521,"score_gpt":0.2587081629846531,"score_spread":0.2380570042131179,"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."}}