{"id":"W3116391992","doi":"10.5772/intechopen.93664","title":"Generation and Relaxation of Residual Stresses in Automotive Cylinder Blocks","year":2020,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Residual stress; Materials science; Quenching (fluorescence); Ultimate tensile strength; Cylinder; Residual; Composite material; Stress relaxation; Metallurgy; Relaxation (psychology); Mechanical engineering; Creep; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007648378,0.0002552097,0.0003421096,0.0001839325,0.00002407308,0.00003463741,0.0001490574,0.0003988508,0.00005934612],"category_scores_gemma":[0.00003822358,0.0002492174,0.00004423548,0.00001685881,0.00007762192,0.00004483121,0.0001003468,0.0004554372,0.000003760893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005810965,"about_ca_system_score_gemma":0.00003037796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006579672,"about_ca_topic_score_gemma":0.0002252159,"domain_scores_codex":[0.999052,0.00001068589,0.0003978328,0.0002523534,0.0001695465,0.0001176097],"domain_scores_gemma":[0.9995432,0.0000364055,0.0001220137,0.000177962,0.00007548003,0.00004492531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004577899,0.0001370661,0.0004969886,0.004817578,0.002193482,0.0008943453,0.009616089,0.01605646,0.08260046,0.1979647,0.1859796,0.4987854],"study_design_scores_gemma":[0.001119341,0.0005779294,0.000269995,0.004353917,0.0002206403,0.00003683581,0.0001444658,0.003448396,0.8477131,0.04550867,0.09478749,0.001819178],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006772716,0.001193326,0.001033498,0.0001268639,0.0002761016,0.0007881541,0.0001093988,0.0004925785,0.9892074],"genre_scores_gemma":[0.9432002,0.000747958,0.002423454,0.00005954328,0.0003623246,0.00004422375,0.00008687207,0.0001572768,0.05291817],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9364275,"threshold_uncertainty_score":0.999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03451891095053764,"score_gpt":0.2392819958212421,"score_spread":0.2047630848707045,"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."}}