{"id":"W2065444166","doi":"10.1115/pvp2007-26643","title":"An Update on Improved Flange Design Methods","year":2007,"lang":"en","type":"article","venue":"","topic":"Engineering Structural Analysis Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flange; Gasket; Structural engineering; Engineering; Leakage (economics); Computer science; Design methods; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001320585,0.0001863776,0.0001947662,0.0001614326,0.00002829942,0.00002820574,0.0001932039,0.00008894356,0.0001831127],"category_scores_gemma":[0.00004373589,0.000151065,0.00006354151,0.0002803167,0.00001125797,0.0001093332,0.000009688009,0.0001734476,0.0000384303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005843951,"about_ca_system_score_gemma":0.000002786436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009270724,"about_ca_topic_score_gemma":0.000006113064,"domain_scores_codex":[0.9991131,0.00007800801,0.0002119857,0.0001811943,0.00009307602,0.0003226322],"domain_scores_gemma":[0.9992691,0.0001948061,0.00001456572,0.0003615668,0.00002214602,0.0001378148],"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":[0.0000101313,0.000006328817,0.00001286282,0.00001374687,0.00006922935,0.000005908339,0.00004944711,0.1453453,0.5783458,0.001148014,0.0001946251,0.2747986],"study_design_scores_gemma":[0.0001099423,0.00005363987,0.001391037,0.000003392294,0.00002301996,0.000003935639,0.00001376742,0.4950718,0.5005339,0.0004873752,0.002055092,0.0002531044],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01677258,0.00006544225,0.9786789,0.00001489454,0.0003189379,0.00008526205,8.276483e-7,0.0009917865,0.003071327],"genre_scores_gemma":[0.2054289,0.000007823051,0.7941735,0.00008471162,0.0001092672,0.000003710713,0.000004198272,0.00003921318,0.0001486039],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3497265,"threshold_uncertainty_score":0.6160251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0226808835221662,"score_gpt":0.3430729981825344,"score_spread":0.3203921146603683,"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."}}