{"id":"W2918130651","doi":"10.4028/www.scientific.net/kem.794.42","title":"Assessment of Newly Developed Ductile Fracture Criteria for Lightweight Metals","year":2019,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Lode; Materials science; Fracture (geology); Structural engineering; Coupling (piping); Stress (linguistics); Shear (geology); Composite material; Forensic engineering; Metallurgy; Engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000386644,0.0002583741,0.0005421617,0.0001790295,0.0000179438,0.00005727838,0.0002004488,0.0001470866,0.001241959],"category_scores_gemma":[0.00005584738,0.0002465552,0.00008172363,0.0001248872,0.000007529723,0.0002470215,0.00003270687,0.00006677346,0.0000241345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006014378,"about_ca_system_score_gemma":0.00002098673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005006645,"about_ca_topic_score_gemma":1.448241e-7,"domain_scores_codex":[0.9987893,0.00001532599,0.0005554338,0.000196484,0.0001713683,0.0002721462],"domain_scores_gemma":[0.9993294,0.00009434888,0.00008605498,0.0003481903,0.00008614971,0.00005588183],"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":[0.000004668057,0.000009125056,0.00002424103,0.0007352906,0.00008128963,4.884059e-7,0.00006394098,0.02097144,0.9739354,0.003546835,0.0005495836,0.00007771528],"study_design_scores_gemma":[0.0002926172,0.00004255395,0.002296052,0.0001010672,0.0000303329,0.000002911804,0.000003493471,0.01213817,0.9511771,0.000263691,0.0333517,0.0003003308],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.896383,0.0000814944,0.09896123,0.00002027535,0.001993784,0.0008447841,0.00009652954,0.0008486755,0.0007702291],"genre_scores_gemma":[0.8787113,0.00001213672,0.1205862,0.00001495544,0.0001305263,0.000102493,0.00006949409,0.00008924725,0.000283599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03280212,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333157116598187,"score_gpt":0.2780786481437179,"score_spread":0.264747076977736,"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."}}