{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005827671,0.0001921192,0.0003678548,0.0001681201,0.0001127167,0.00002394156,0.0005497001,0.0003339217,0.0008815281],"category_scores_gemma":[0.001142531,0.0001572868,0.00006490948,0.0002169056,0.0001239866,0.0001908164,0.0002861333,0.0001128802,0.0001150597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002306198,"about_ca_system_score_gemma":0.00003258836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004992709,"about_ca_topic_score_gemma":0.00001235026,"domain_scores_codex":[0.9984434,0.00002248983,0.0005152255,0.0002921129,0.0001521439,0.0005746451],"domain_scores_gemma":[0.9988508,0.0001945334,0.0002305493,0.0005027258,0.0001511282,0.00007029069],"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":[0.00004692722,0.00007841955,0.0005619224,0.000110993,0.000003136301,0.000001006853,0.00005171809,0.000003225506,0.9746152,0.01926609,0.002285159,0.002976236],"study_design_scores_gemma":[0.0003480644,0.0004504699,0.00003028897,0.0000644164,0.00002001479,0.00002376808,0.000197019,0.0001758828,0.9509579,0.001980441,0.04556092,0.0001908463],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937604,0.001535068,0.04619613,0.006923787,0.003409141,0.001296393,0.0001279578,0.0007109499,0.002196564],"genre_scores_gemma":[0.9739884,0.000034021,0.02418896,0.0002627449,0.0002920032,0.00009359036,0.000004269141,0.00002725747,0.001108739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04327576,"threshold_uncertainty_score":0.9652115,"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."}}