{"id":"W2597213645","doi":"10.1016/j.scriptamat.2017.01.014","title":"Comments on “A physical model and constitutive equations for complete characterization of S-N fatigue behavior of metals”","year":2017,"lang":"en","type":"article","venue":"Scripta Materialia","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Fatigue limit; Nucleation; Fatigue testing; Slip (aerodynamics); Limit (mathematics); Constitutive equation; Goodman relation; Lüders band; Crack closure; Fracture mechanics; Characterization (materials science); Structural engineering; Mechanics; Forensic engineering; Metallurgy; Stress concentration; Composite material; Thermodynamics; Mathematical analysis; Mathematics; Physics; Microstructure; Engineering; Finite element method; Nanotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006742974,0.001539092,0.001598113,0.001366302,0.007290399,0.003445817,0.004344184,0.03751907,0.01231377],"category_scores_gemma":[0.03901494,0.001637889,0.002655681,0.001046169,0.004370579,0.004862436,0.003237902,0.0330338,0.01145076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004858676,"about_ca_system_score_gemma":0.006784769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04585785,"about_ca_topic_score_gemma":0.04635581,"domain_scores_codex":[0.9935973,0.001006183,0.001033019,0.001109866,0.002319818,0.0009338838],"domain_scores_gemma":[0.9725401,0.01273358,0.002015162,0.0008597889,0.01060381,0.001247497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004433994,0.00001911879,0.0001915914,0.00008424246,0.00001284503,0.0001848935,0.0002593378,0.0001740338,0.0003986102,0.004102097,0.9926094,0.001919435],"study_design_scores_gemma":[0.0000407793,0.00003908121,0.001972549,0.0002490241,0.00004208312,0.0002226308,0.000356891,0.000652472,0.001253535,0.007519685,0.9875255,0.0001257809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009281441,0.001409268,0.002410133,0.8929312,0.09417205,0.00006554677,0.0004938,0.0002310538,0.0073588],"genre_scores_gemma":[0.004624062,0.0007794909,0.001525688,0.9245167,0.03722009,0.0001278628,0.0001390967,0.0001589301,0.03090809],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04585785,"threshold_uncertainty_score":0.09118187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09277345819300992,"score_gpt":0.3012116376177523,"score_spread":0.2084381794247424,"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."}}