{"id":"W2059378545","doi":"10.4028/www.scientific.net/kem.345-346.205","title":"Multiaxial Fatigue--A Perspective","year":2007,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perspective (graphical); Basis (linear algebra); Materials science; Fatigue testing; Phenomenon; Microstructure; Structural engineering; Strain energy; Strain (injury); Forensic engineering; Computer science; Mathematics; Engineering; Epistemology; Composite material; Artificial intelligence; Philosophy; Finite element method; Geometry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002752955,0.0002594104,0.0002560094,0.000151485,0.00003793312,0.00007977426,0.0001981803,0.0001077619,0.0001834435],"category_scores_gemma":[0.00006022413,0.00026399,0.00004639941,0.0001276331,0.00002404818,0.0001720755,0.00004784742,0.0001090881,0.000159672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140916,"about_ca_system_score_gemma":0.000007231051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004240513,"about_ca_topic_score_gemma":0.000003483783,"domain_scores_codex":[0.9988534,0.000008488295,0.0003123003,0.0001897097,0.0001693518,0.0004667293],"domain_scores_gemma":[0.9995214,0.00005116155,0.00002174658,0.0002446427,0.0000582988,0.0001027306],"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":[0.00001458364,0.000009037308,0.00002387332,0.00006504872,0.00005725915,0.00002103248,0.0008150711,0.02922157,0.9675061,0.001915697,0.0002015118,0.0001492061],"study_design_scores_gemma":[0.0003041767,0.00003192822,0.002847508,0.00005324453,0.00001655902,0.00002468242,0.0001158747,0.005257851,0.988344,0.00004875187,0.002496597,0.0004588905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576734,0.0003655763,0.03485187,0.00001936485,0.002240188,0.0002160115,0.00001440253,0.001697271,0.002921953],"genre_scores_gemma":[0.9920561,0.00001342258,0.007199016,0.00001313132,0.0004978669,0.00001740318,0.000007905079,0.0001014209,0.00009376359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0343827,"threshold_uncertainty_score":0.9999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110320311573424,"score_gpt":0.2121179808136998,"score_spread":0.2010147776979656,"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."}}