{"id":"W1008534606","doi":"10.1520/stp11423s","title":"Modeling Thermomechanical Cyclic Deformation by Evolution of Its Activation Energy","year":2003,"lang":"en","type":"book-chapter","venue":"","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University","funders":"","keywords":"Deformation (meteorology); Materials science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000276957,0.000270871,0.0003470285,0.00008952509,0.00008521037,0.0000460616,0.0001923169,0.0004170214,0.00354563],"category_scores_gemma":[0.00001624538,0.0002131714,0.00009114263,0.00002166968,0.00001987607,0.0002967782,0.00006732203,0.00008839183,0.000112304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001776427,"about_ca_system_score_gemma":0.00003969796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002162003,"about_ca_topic_score_gemma":0.00001057576,"domain_scores_codex":[0.9984842,0.00003830436,0.0005805416,0.0003111582,0.0003780785,0.0002077267],"domain_scores_gemma":[0.9992234,0.00001026402,0.0002810522,0.0002654183,0.0001626053,0.00005732655],"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":[0.0000292098,0.000008447022,3.965928e-9,0.00004536155,0.000005364435,9.026664e-8,0.00001093097,0.0002053013,0.6487295,0.3503386,0.000304503,0.000322647],"study_design_scores_gemma":[0.0002224382,0.0001407076,2.095522e-8,0.0001725354,0.00003239495,0.000004298358,0.00002092134,0.0383172,0.9061723,0.04348046,0.01104655,0.0003901556],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006714376,0.0004543496,0.7778014,0.0001706207,0.001067267,0.000464739,0.00008919222,0.000185522,0.2130525],"genre_scores_gemma":[0.8889254,0.0001955972,0.0008851205,0.0002219495,0.0001448022,0.00002519039,0.0001260354,0.00008220293,0.1093937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.882211,"threshold_uncertainty_score":0.9973652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683725860075874,"score_gpt":0.1946726837686888,"score_spread":0.1778354251679301,"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."}}