{"id":"W2044243023","doi":"10.1115/ipc2002-27296","title":"Girth Welding of X100 Pipeline Steels","year":2002,"lang":"en","type":"article","venue":"4th International Pipeline Conference, Parts A and B","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Welding; Weldability; Girth (graph theory); Pipeline (software); Metallurgy; Materials science; Toughness; Gas metal arc welding; Arc welding; Mechanical engineering; Engineering; Mathematics","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":[0.0005232806,0.0004551883,0.0003120849,0.0005096008,0.0003621116,0.0002399592,0.0007024632,0.0003997337,0.005729214],"category_scores_gemma":[0.001044371,0.0003965705,0.0002470253,0.0005985373,0.0003699661,0.0002907169,0.0006140344,0.00034612,0.0008624413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003416396,"about_ca_system_score_gemma":0.0002520216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001371309,"about_ca_topic_score_gemma":0.002796728,"domain_scores_codex":[0.9994716,0.00004653385,0.00003030783,0.00009939962,0.0002811024,0.00007112243],"domain_scores_gemma":[0.9994778,0.00009338268,0.00006955089,0.00009663094,0.0001998447,0.00006283561],"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":[0.0007072108,0.0001199971,0.00160954,0.0002227064,0.00001561874,0.0002375522,0.0002753098,0.004068417,0.9783735,0.0002662652,0.0003176242,0.01378621],"study_design_scores_gemma":[0.00006415648,0.005572927,0.01905966,0.00001864457,0.0000192895,0.0003592371,0.0001303982,0.003100153,0.9657998,0.0001694039,0.005682711,0.0000235987],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908392,0.000121573,0.004807833,0.00001980138,0.00001109083,0.00007117388,0.00007180657,0.0002029327,0.003854574],"genre_scores_gemma":[0.9770244,0.0002258692,0.009373123,0.00002877573,0.000002911772,0.00003913715,0.0004523931,0.00009806554,0.01275541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005729214,"threshold_uncertainty_score":0.01916617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03060649240053339,"score_gpt":0.2425693103997073,"score_spread":0.2119628179991739,"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."}}