{"id":"W2038133668","doi":"10.1007/bf03197706","title":"A Workability Criterion for the Transformed Adiabatic Shear Band Phenomena during Cold Heading of 1038 Steel","year":2006,"lang":"en","type":"article","venue":"Journal of Failure Analysis and Prevention","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Adiabatic shear band; Adiabatic process; Materials science; Shear (geology); Shear band; Heading (navigation); Mechanics; Indentation hardness; Cold forming; Solid mechanics; Structural engineering; Composite material; Thermodynamics; Physics; Engineering; Microstructure","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":[],"consensus_categories":[],"category_scores_codex":[0.0004459815,0.00009273714,0.0003234856,0.0001278546,0.00007481119,0.00003706091,0.00007411995,0.00005264618,0.00004354052],"category_scores_gemma":[0.00001277608,0.00006023754,0.0003386873,0.0002194086,0.00002077972,0.0001787569,0.000004779634,0.0001067355,1.011962e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003083951,"about_ca_system_score_gemma":0.000009194097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001405578,"about_ca_topic_score_gemma":0.0001296355,"domain_scores_codex":[0.999135,0.00002923296,0.0005202359,0.00007463198,0.0001211916,0.000119695],"domain_scores_gemma":[0.9995749,0.00007035318,0.0001451899,0.00009097618,0.00008213854,0.00003644343],"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":[0.0002173444,0.0000609885,0.00126466,0.0009101379,0.001979877,0.000001193425,0.0005304954,0.02877335,0.9475038,0.0001935533,0.0003185137,0.01824606],"study_design_scores_gemma":[0.006810016,0.00161366,0.1148105,0.001441566,0.01894432,0.00007244121,0.00164834,0.03800104,0.7841232,0.01201951,0.01936672,0.001148684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9332223,0.002772215,0.06351931,0.0001583585,0.00006033555,0.0001980773,0.000007146935,0.00000688166,0.00005535309],"genre_scores_gemma":[0.9986202,0.0001780679,0.0009738036,0.000005738928,0.0001014466,0.000004259383,0.00000251751,0.000007941545,0.000106091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1633806,"threshold_uncertainty_score":0.2456415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006326653120988162,"score_gpt":0.207982117472226,"score_spread":0.2016554643512379,"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."}}