{"id":"W2057277383","doi":"10.1115/ipc2010-31022","title":"Evaluation of Double Jointing Girth Welds of High Grade Line Pipes","year":2010,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Welding; Pipeline (software); Pipeline transport; Heat-affected zone; Joint (building); Softening; Materials science; Structural engineering; Deformation (meteorology); High heat; Metallurgy; Mechanical engineering; Engineering; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000630756,0.00007314259,0.0001818198,0.00008029855,0.00001861702,0.000006494876,0.00008927178,0.0001099261,0.001087395],"category_scores_gemma":[0.00009991162,0.00005547654,0.00009109907,0.0001909869,0.00005003149,0.00007704132,0.00001436958,0.0002086382,0.000004340055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001250188,"about_ca_system_score_gemma":0.00001353415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109621,"about_ca_topic_score_gemma":0.0007261802,"domain_scores_codex":[0.9992052,0.00001651337,0.0002774963,0.00008420862,0.0003294261,0.00008718554],"domain_scores_gemma":[0.9994112,0.0000422888,0.0000448088,0.0001876292,0.0002899707,0.00002414891],"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":[0.00001622392,0.00007210179,0.001329136,0.0003186779,0.0003926925,2.30001e-7,0.0007544866,0.330184,0.6231166,0.01393154,0.0002232437,0.02966103],"study_design_scores_gemma":[0.0003872713,0.00001740702,0.005098895,0.00001399412,0.0001888614,0.00000114679,0.00008542401,0.2727872,0.7170461,0.004193516,0.00009934555,0.00008074019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949731,0.00005266622,0.0007814511,0.0002288492,0.0003071667,0.00007523629,0.000002927331,0.0000543613,0.003524273],"genre_scores_gemma":[0.9972028,0.00001233191,0.002617716,0.000005867501,0.00006179383,0.00000268654,0.000006154587,0.000006170691,0.00008448355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09392954,"threshold_uncertainty_score":0.9998258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0271480216093066,"score_gpt":0.2700989775205641,"score_spread":0.2429509559112575,"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."}}