{"id":"W2107616581","doi":"10.1115/ipc2014-33092","title":"Interpretation and Evaluation of Near Girth Weld, Short Axial Cracks in a Petroleum Pipeline","year":2014,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sizing; Girth (graph theory); Cracking; Pipeline (software); Welding; Nondestructive testing; Computer science; Structural engineering; Engineering; Mechanical engineering; Materials science; 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":[0.0007316213,0.0000767788,0.0001135913,0.00008952707,0.0000094315,0.00001304872,0.0000500113,0.00004505518,0.00002945517],"category_scores_gemma":[0.0002192906,0.00007719284,0.00001360836,0.00007645037,0.00003048109,0.0001072794,0.0000183725,0.00008313792,0.000001723173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004977288,"about_ca_system_score_gemma":0.00001054117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006055268,"about_ca_topic_score_gemma":0.00009322957,"domain_scores_codex":[0.9994096,0.00005271978,0.0001910447,0.0001024453,0.0001612769,0.00008290377],"domain_scores_gemma":[0.9997057,0.00006624043,0.00001837925,0.0001118376,0.00007818297,0.0000196858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001463447,0.0001257195,0.3874244,0.0004661837,0.00006039788,0.000001918764,0.002498349,0.05079377,0.1043924,0.01308766,0.0009184572,0.4400844],"study_design_scores_gemma":[0.0002025647,0.00004704825,0.05217914,0.00004450831,0.00001302303,0.000002031082,0.00001498928,0.9247224,0.00396062,0.01872667,0.000007431122,0.00007961615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8429372,0.00001686726,0.1372681,0.00001304254,0.00004383384,0.0001182417,7.736655e-7,0.0001997569,0.01940227],"genre_scores_gemma":[0.9046578,0.000002350311,0.09527914,0.000006338158,0.00002013216,0.00001447021,0.000003909126,0.00001294638,0.000002874886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8739286,"threshold_uncertainty_score":0.3147833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141142064461809,"score_gpt":0.2690634222253458,"score_spread":0.2549492157791649,"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."}}