{"id":"W3048322786","doi":"10.1520/mpc20190210","title":"Successful Round Robin Analyses Resulting from the Engineered Residual Stress Implementation Working Group","year":2020,"lang":"en","type":"article","venue":"Materials Performance and Characterization","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Residual stress; Group (periodic table); Round robin test; Composite material; Mathematics","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":[0.02241548,0.001197886,0.0009167652,0.001656884,0.001594724,0.002038994,0.002002323,0.002334617,0.00182369],"category_scores_gemma":[0.02108039,0.0006647707,0.001262727,0.0005860925,0.0008588159,0.001644564,0.00220309,0.001451416,0.001363231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002118097,"about_ca_system_score_gemma":0.002320257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003473182,"about_ca_topic_score_gemma":0.007007832,"domain_scores_codex":[0.9883115,0.003740343,0.0005146512,0.001360918,0.005231244,0.0008413795],"domain_scores_gemma":[0.9685758,0.008692451,0.001417679,0.006585595,0.01413757,0.0005910395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002348296,0.002318275,0.04139461,0.0004099396,0.0003934159,0.002140758,0.007668904,0.2586546,0.1715814,0.01863799,0.03326268,0.4611892],"study_design_scores_gemma":[0.0002011805,0.003381632,0.03731121,0.0001972357,0.0002255454,0.000510662,0.003610865,0.5276016,0.3538569,0.01199388,0.06054026,0.0005691535],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5984497,0.0002211911,0.3727869,0.001044303,0.000359944,0.001387204,0.001799569,0.003059079,0.02089221],"genre_scores_gemma":[0.7681546,0.0001114425,0.2173575,0.0002470418,0.00004516983,0.0009287762,0.00189515,0.001014802,0.01024555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02241548,"threshold_uncertainty_score":0.1185458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03039747501198726,"score_gpt":0.2469219557475365,"score_spread":0.2165244807355493,"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."}}