{"id":"W4413742131","doi":"10.1016/j.prostr.2025.08.060","title":"An Implicit Cycle Scale Integrator For Accelerated Fatigue Simulations","year":2025,"lang":"en","type":"article","venue":"Procedia Structural Integrity","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Minority Affairs; Hydro-Québec","keywords":"Integrator; Scale (ratio); Environmental science; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004218525,0.0004454158,0.0006034085,0.0003170653,0.0003957727,0.0005341318,0.001425743,0.001316211,0.004804933],"category_scores_gemma":[0.001399088,0.0003338722,0.0004877286,0.0003814055,0.000399628,0.000521108,0.0007479795,0.001031526,0.0007620139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005443248,"about_ca_system_score_gemma":0.001185061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005810719,"about_ca_topic_score_gemma":0.005579008,"domain_scores_codex":[0.9998645,0.00003368107,0.000006579316,0.00001324195,0.00006278413,0.00001917814],"domain_scores_gemma":[0.9996343,0.0001711834,0.00003245463,0.00003747899,0.0000928931,0.00003166629],"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":[0.00006308701,0.00006364891,0.0006777463,0.00007632088,0.00002802646,0.00009887843,0.00008482269,0.9587705,0.003918624,0.01669306,0.0009509195,0.01857448],"study_design_scores_gemma":[0.000004274222,0.00000507926,0.00003064983,0.000002184954,0.000001081986,0.000004193781,0.000002132208,0.9987714,0.0001358062,0.000464838,0.0005767418,0.000001645868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04950966,0.0003484441,0.9370935,0.0001778291,0.0001124207,0.0001665338,0.0003084413,0.001115052,0.0111682],"genre_scores_gemma":[0.4710982,0.0003667188,0.516062,0.0001403504,0.00003900324,0.001023734,0.000560881,0.0004398847,0.01026914],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005810719,"threshold_uncertainty_score":0.01607412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02598111042701952,"score_gpt":0.3204537185611461,"score_spread":0.2944726081341266,"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."}}