{"id":"W3162409836","doi":"10.1115/1.4051188","title":"A Method to Reduce the Number of Assembly Tightening Passes in Bolted Flange Joints","year":2021,"lang":"en","type":"article","venue":"Journal of Manufacturing Science and Engineering","topic":"Engineering Structural Analysis Methods","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Hôpital Notre-Dame","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Flange; Bolted joint; Piping; Structural engineering; Finite element method; Engineering; Welding; Leakage (economics); Joint (building); Pressure vessel; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001732375,0.0005593941,0.0003149285,0.0005819242,0.0002259918,0.0003199101,0.0007794894,0.0003004803,0.001761352],"category_scores_gemma":[0.000499224,0.0003315576,0.0002676841,0.0004482639,0.0002430124,0.0004508407,0.0003374483,0.0002357849,0.0002967236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003067349,"about_ca_system_score_gemma":0.0005734868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267522,"about_ca_topic_score_gemma":0.002377344,"domain_scores_codex":[0.9998329,0.00001872573,0.00001135158,0.00004429611,0.00007111186,0.00002157523],"domain_scores_gemma":[0.9996988,0.00006617321,0.0001145601,0.00004625573,0.000059935,0.00001431999],"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":[0.0001736272,0.0002394966,0.002395113,0.0002695058,0.00004539372,0.0001422369,0.0001748591,0.2707585,0.4881866,0.005128925,0.0004535103,0.2320323],"study_design_scores_gemma":[0.00002651089,0.0006772035,0.002626944,0.00002323826,0.00005281157,0.0002256301,0.00005732489,0.8294764,0.1624643,0.0009914191,0.003349328,0.00002885612],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1562878,0.0001875532,0.8406264,0.00003135387,0.00001482882,0.00005786169,0.00002073737,0.0005100482,0.00226336],"genre_scores_gemma":[0.672916,0.0001265094,0.3250053,0.00001356154,0.000007217649,0.00006268892,0.00003393981,0.00005667168,0.00177813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001761352,"threshold_uncertainty_score":0.005892277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396141950583057,"score_gpt":0.292939855320232,"score_spread":0.2789784358144015,"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."}}