{"id":"W2787373662","doi":"","title":"Fatigue life of a shot-peened nickel-based single crystal superalloy: from measurements to modelling.","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Peening; Materials science; Shot peening; Superalloy; Residual stress; Work hardening; Diffraction; Single crystal; Shot (pellet); Metallurgy; Eigenstrain; Ultimate tensile strength; Stress (linguistics); Hardening (computing); Composite material; Alloy; Layer (electronics); Microstructure; Optics; Crystallography","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":[0.0002421109,0.0003296973,0.0003739523,0.0003202009,0.0002293906,0.000207303,0.0007588773,0.0007212393,0.001792286],"category_scores_gemma":[0.0004764866,0.0001797304,0.0002826855,0.0003248175,0.0002663677,0.0003355518,0.0001421335,0.0002511597,0.000413762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000509206,"about_ca_system_score_gemma":0.0002623171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007701447,"about_ca_topic_score_gemma":0.008979719,"domain_scores_codex":[0.9998608,0.000009743167,0.000008237136,0.00003065807,0.00007310917,0.00001746683],"domain_scores_gemma":[0.9997032,0.00009493275,0.00003226248,0.00004606506,0.0001059457,0.00001753716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001412442,0.0002169945,0.006620551,0.0003860512,0.00004205596,0.0004552093,0.0005593244,0.07261884,0.8940857,0.0002657681,0.001309144,0.02202789],"study_design_scores_gemma":[0.00005596991,0.002466235,0.08690789,0.00003794464,0.0000659773,0.0005326,0.000412293,0.4637672,0.4418763,0.0002576702,0.003546046,0.00007379902],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932958,0.0002655906,0.003740982,0.00003972783,0.00001088517,0.00002353271,0.0009241389,0.0002504085,0.001448863],"genre_scores_gemma":[0.9987685,0.00004411993,0.0003919128,0.000002739334,0.000001095572,0.000009519273,0.0002136853,0.00001262961,0.0005558066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007701447,"threshold_uncertainty_score":0.01531327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05950550402065247,"score_gpt":0.23668385468814,"score_spread":0.1771783506674875,"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."}}