{"id":"W2006132537","doi":"10.1063/1.4850043","title":"Prediction of edge failure of dual phase 780 steel subjected to hole expansion","year":2013,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Office of International Science and Engineering; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Materials science; Shearing (physics); Composite material; Ultimate tensile strength; Flange; Structural engineering; Enhanced Data Rates for GSM Evolution; Conical surface; Displacement (psychology); Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007416781,0.0001500579,0.0002210349,0.0001286818,0.00002280271,0.00002563423,0.0001283414,0.0001246096,0.0001455242],"category_scores_gemma":[0.00005949724,0.0001420016,0.00003861003,0.0002606413,0.0000227617,0.0003386793,0.00003322497,0.0001458679,0.00002818127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002122043,"about_ca_system_score_gemma":0.00002567521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003431145,"about_ca_topic_score_gemma":0.000004135806,"domain_scores_codex":[0.999157,0.000002841169,0.0002879924,0.0001617928,0.0001939856,0.0001964348],"domain_scores_gemma":[0.9992633,0.00001419542,0.00006823541,0.00009962535,0.0004598968,0.00009469252],"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":[0.00001178494,0.00004819763,0.0006304812,0.0001747319,0.00001904571,2.349089e-7,0.002441504,0.00001505319,0.9873847,0.0005747809,0.00434286,0.004356633],"study_design_scores_gemma":[0.001020767,0.0006597759,0.004644342,0.0002957177,0.00004160556,0.000004048113,0.002006938,0.06749059,0.9216858,0.0005901714,0.001304935,0.0002552706],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983306,0.00003085876,0.01485717,0.000106418,0.0001584389,0.0003650807,0.00002767646,0.0001577193,0.0009906437],"genre_scores_gemma":[0.9985877,0.00001544434,0.001184287,0.00002389804,0.00005386354,0.00004620152,0.00001500358,0.0000220117,0.00005155327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06747553,"threshold_uncertainty_score":0.5790656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117035959112409,"score_gpt":0.2221259620335891,"score_spread":0.200955602442465,"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."}}