{"id":"W2382011340","doi":"","title":"Guidence of pipeline steel WIC test for UOE linepipe field girth welding","year":2012,"lang":"en","type":"article","venue":"Baosteel Technology","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Welding; Girth (graph theory); Weldability; Pipeline (software); Materials science; Metallurgy; Engineering; Mechanical engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002586841,0.0009220567,0.0007812402,0.002587507,0.001005682,0.000771638,0.001933308,0.001520429,0.009619286],"category_scores_gemma":[0.004993535,0.0005403138,0.0003912516,0.0008010631,0.0007506906,0.0006034882,0.0008158937,0.0008486122,0.003255677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007567884,"about_ca_system_score_gemma":0.001800929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007207566,"about_ca_topic_score_gemma":0.01297843,"domain_scores_codex":[0.9959929,0.0004508886,0.0001823944,0.0003560637,0.002768715,0.0002490698],"domain_scores_gemma":[0.9947403,0.0008591354,0.0002148145,0.0006779121,0.003298934,0.0002087907],"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":[0.0008044322,0.000378524,0.01296127,0.0006458012,0.00003424384,0.0006705184,0.0006912958,0.002524775,0.8383253,0.006504933,0.02138781,0.1150711],"study_design_scores_gemma":[0.0001763162,0.002236099,0.04292452,0.0002286792,0.000056392,0.001711834,0.0004858928,0.02538103,0.7710977,0.001813682,0.1536587,0.0002291324],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2557144,0.001809212,0.5934259,0.0009697106,0.0009707812,0.006988345,0.005366951,0.01986057,0.1148941],"genre_scores_gemma":[0.5368095,0.001142667,0.3934229,0.0009414477,0.0000882184,0.004025879,0.003897272,0.001459087,0.058213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009619286,"threshold_uncertainty_score":0.03217977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915158137292216,"score_gpt":0.2566664453211447,"score_spread":0.2375148639482226,"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."}}