{"id":"W2084113169","doi":"10.1115/pvp2007-26580","title":"Simplified Primary Stress Evaluation Procedure for Thinned Class 1 Piping Elbow","year":2007,"lang":"en","type":"article","venue":"","topic":"Engineering Structural Analysis Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Piping; Stress resultants; Structural engineering; Stress (linguistics); Finite element method; Bending; Adina; Component (thermodynamics); Computer science; Engineering; Materials science; Mechanical engineering; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.001055509,0.0001891249,0.0002181843,0.0001400607,0.00005763247,0.00003464713,0.0001483561,0.0001200388,0.00005223979],"category_scores_gemma":[0.000178213,0.0001664279,0.00009773771,0.0002765055,0.00001079316,0.0001525852,0.0000170523,0.0001363939,0.000004155567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001948958,"about_ca_system_score_gemma":0.00001859504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003391472,"about_ca_topic_score_gemma":0.00003215553,"domain_scores_codex":[0.9988284,0.00001670123,0.0003123069,0.0002077434,0.0002886661,0.0003462586],"domain_scores_gemma":[0.9993259,0.00020907,0.00003333867,0.0002155867,0.0001411098,0.00007504304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002789146,0.00001292474,0.0004678647,0.0007719597,0.0002311651,0.000001293133,0.0002783001,0.7008462,0.1907566,0.001591308,0.001466104,0.1035484],"study_design_scores_gemma":[0.0005650168,0.00002357223,0.01712528,0.0000448257,0.0001362847,0.000004105465,0.0001345595,0.8720503,0.107461,0.001195625,0.0008610954,0.0003983892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2865961,0.0002454763,0.7049269,0.00007091234,0.0004321416,0.0006164991,0.000008128879,0.000827393,0.006276408],"genre_scores_gemma":[0.9070686,0.000006815051,0.09218225,0.00008156432,0.0002444414,0.00004774138,0.00008071896,0.00004926917,0.0002386622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6204724,"threshold_uncertainty_score":0.6786733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852660466609861,"score_gpt":0.2927469327095309,"score_spread":0.2742203280434323,"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."}}