{"id":"W2314096004","doi":"10.4271/2013-01-0391","title":"Failure Mechanisms and Damage Model of Ductile Cast Iron under Low-Cycle Fatigue Conditions","year":2013,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Low-cycle fatigue; Cast iron; Fatigue testing; Structural engineering; Materials science; Forensic engineering; Reliability engineering; Metallurgy; Engineering","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":[0.0002063617,0.0005383285,0.0004781076,0.0007761924,0.0003352987,0.0004167177,0.001490281,0.001213435,0.001722291],"category_scores_gemma":[0.0002257747,0.0002669554,0.000513374,0.0002146078,0.000461583,0.0003935201,0.0002268603,0.0003139108,0.0003462723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000703949,"about_ca_system_score_gemma":0.0005862279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01813365,"about_ca_topic_score_gemma":0.01117682,"domain_scores_codex":[0.9999152,0.000008279122,0.000004169826,0.00002575745,0.00002695504,0.00001964105],"domain_scores_gemma":[0.9998977,0.00002144841,0.00002644673,0.00001090071,0.00003374643,0.000009760546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006093505,0.00005091765,0.001985357,0.00007879792,0.00001517385,0.0002953084,0.00009915725,0.9626613,0.02598186,0.00292546,0.000243845,0.005601933],"study_design_scores_gemma":[0.000003013661,0.00001981371,0.001014841,0.000003123891,0.00000357286,0.00004158315,0.000008967361,0.9977107,0.0007790021,0.0003036142,0.000107518,0.000004232586],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8803582,0.0009097501,0.09970146,0.0002198456,0.00002043534,0.0001362108,0.0007685026,0.000331523,0.01755406],"genre_scores_gemma":[0.9912072,0.0001954994,0.002034733,0.0000150548,0.000004179394,0.00005821668,0.0001631129,0.00001416946,0.006307902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01813365,"threshold_uncertainty_score":0.03605616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110790067808683,"score_gpt":0.219803604531583,"score_spread":0.2086957038534962,"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."}}