{"id":"W2941207459","doi":"10.1016/b978-0-08-042815-4.50050-2","title":"10.1016/b978-0-08-042815-4.50050-2","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Martensite; Viscoplasticity; Microstructure; Materials science; Rockwell scale; Identification (biology); Metallurgy; Work (physics); Constitutive equation; Structural engineering; Mechanical engineering; Engineering; Finite element method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007584015,0.001923054,0.001155513,0.001596601,0.0009827361,0.003898006,0.00224356,0.003801869,0.9713621],"category_scores_gemma":[0.001046942,0.0006633006,0.0006119609,0.001566633,0.0008198004,0.00386039,0.002566485,0.00177275,0.9850914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007006981,"about_ca_system_score_gemma":0.0006143042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002255967,"about_ca_topic_score_gemma":0.002502117,"domain_scores_codex":[0.9996563,0.00001944712,0.00001991309,0.0001059309,0.0001302784,0.00006814228],"domain_scores_gemma":[0.9989731,0.000282025,0.00007656032,0.0001385433,0.000211508,0.0003182186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001337056,0.0001246023,0.0003675757,0.0003613252,0.00001651995,0.0001264424,0.00006656536,0.0003472212,0.003136985,0.006183904,0.3884872,0.6006481],"study_design_scores_gemma":[0.00001787441,0.00004225012,0.0004732814,0.0001911623,0.000006978085,0.0001763483,0.00004725814,0.0001228867,0.0003836075,0.0007779719,0.99775,0.00001041561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002488444,0.0005128781,0.001160534,0.0002959317,0.0001908461,0.00004545684,0.00090436,0.00118967,0.9954515],"genre_scores_gemma":[0.0005308918,0.0002705547,0.0003768159,0.0001113179,0.00003857991,0.0000293141,0.0005206527,0.000205392,0.9979165],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02863795,"threshold_uncertainty_score":0.04084855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006803805088616509,"score_gpt":0.1531984961760288,"score_spread":0.1463946910874123,"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."}}