{"id":"W4389140452","doi":"10.1115/pvp2023-106497","title":"Ethylene Oxide Reactor Engineered Weld Repair Case History","year":2023,"lang":"en","type":"article","venue":"","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Residual stress; Welding; Hole drilling method; Materials science; Ultimate tensile strength; Deep hole drilling; Residual; Metallurgy; Strain gauge; Structural engineering; Composite material; Drilling; Engineering; Computer science","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":[0.0002698748,0.0005593582,0.0003269057,0.0008733128,0.001104797,0.0005957152,0.0009617332,0.002068948,0.004997426],"category_scores_gemma":[0.0008465068,0.0001855986,0.0005454716,0.0004531782,0.0004303049,0.0004146842,0.0005991983,0.0009424475,0.001177389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005725103,"about_ca_system_score_gemma":0.0003313292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623569,"about_ca_topic_score_gemma":0.003985806,"domain_scores_codex":[0.9997076,0.00002455652,0.00003655862,0.0000612233,0.00008150229,0.00008848238],"domain_scores_gemma":[0.9996394,0.00006307406,0.00007842817,0.00005502351,0.00003617623,0.0001278704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001571062,0.0004780124,0.02316597,0.0001240333,0.00003373917,0.9473692,0.0004583257,0.001331039,0.003996926,0.001771456,0.001799198,0.0193151],"study_design_scores_gemma":[0.00001336742,0.0005404938,0.01208057,0.00005261045,0.00001844017,0.971075,0.000376164,0.001369743,0.004919805,0.0005163782,0.00901529,0.00002215996],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580542,0.002021376,0.009331141,0.001602882,0.0002959689,0.000230195,0.0004757287,0.0002578702,0.0277306],"genre_scores_gemma":[0.9880893,0.0004119634,0.001579478,0.0003400958,0.00004554819,0.00002650458,0.0001882385,0.0000327027,0.009286249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004997426,"threshold_uncertainty_score":0.01671809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206029864636043,"score_gpt":0.2213483506360467,"score_spread":0.1992880519896863,"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."}}