{"id":"W4399055526","doi":"10.3390/applmech5020021","title":"Ratcheting Response of Heat-Treated Notched 1045 Steel Samples Undergoing Asymmetric Uniaxial Loading Cycles","year":2024,"lang":"en","type":"article","venue":"Applied Mechanics","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Composite material; Structural engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005736853,0.0002940844,0.0003559475,0.0003902079,0.00008972213,0.0001076702,0.0002016356,0.000228905,0.00002754506],"category_scores_gemma":[0.00007578432,0.0002923512,0.0001104035,0.001183344,0.00001475035,0.00008875092,0.00006336989,0.0003309928,0.00004627731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001361255,"about_ca_system_score_gemma":0.00007017109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001697456,"about_ca_topic_score_gemma":0.0000184082,"domain_scores_codex":[0.998556,0.00004504677,0.0004015077,0.0003292398,0.0002637157,0.000404448],"domain_scores_gemma":[0.9988226,0.0007024561,0.00002854687,0.0003061424,0.00003670366,0.0001035714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001227788,0.00001807007,0.00001315671,0.0002992869,0.0001565709,0.00002560046,0.00041836,0.006026727,0.9081263,0.08155029,0.0002221045,0.003020742],"study_design_scores_gemma":[0.0008590034,0.0001274246,0.0002054647,0.0004718376,0.0001812804,0.00002236211,0.0009136429,0.06210163,0.9244574,0.00265244,0.007226125,0.0007814233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571356,0.001315902,0.03654914,0.00006739414,0.0005132062,0.0003352791,0.00003854411,0.00122545,0.002819519],"genre_scores_gemma":[0.9961564,0.0001997988,0.003267882,0.00002811432,0.0001364087,0.00002551021,0.00002692367,0.0001143565,0.00004463403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07889785,"threshold_uncertainty_score":0.9999529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011460856293092,"score_gpt":0.213590123596805,"score_spread":0.2034755150338741,"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."}}