{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007801389,0.0001475079,0.0001892573,0.000118791,0.00003562312,0.00005079306,0.0001816106,0.0000724886,0.001301098],"category_scores_gemma":[0.00003820868,0.0001254244,0.00004582712,0.00007430266,0.0000587853,0.0001078318,0.00005538365,0.0001247904,0.00001480942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001229769,"about_ca_system_score_gemma":0.000005618575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002858445,"about_ca_topic_score_gemma":0.00001542428,"domain_scores_codex":[0.9991571,0.000009946507,0.0003187021,0.0001565768,0.0001969513,0.0001607701],"domain_scores_gemma":[0.9995795,0.00004671857,0.00005737887,0.0001176425,0.0001304028,0.0000682812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001074248,0.000677102,0.02460473,0.0008009278,0.0004496511,0.0001215034,0.001896935,0.03324135,0.01007308,0.05165933,0.6429174,0.2334506],"study_design_scores_gemma":[0.001099578,0.0001243494,0.001615573,0.0005256799,0.00004920072,0.00005033765,0.0001346131,0.3251628,0.07599136,0.003356131,0.591218,0.0006724157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4866823,0.003761325,0.08341284,0.003415491,0.002414236,0.0005511625,0.0003156001,0.001149475,0.4182976],"genre_scores_gemma":[0.9932035,0.001536211,0.001009556,0.00005085216,0.000251101,0.000009309812,0.00001909568,0.00001579546,0.003904635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5065212,"threshold_uncertainty_score":0.9996119,"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."}}