{"id":"W2079872175","doi":"10.1115/ipc2012-90140","title":"ECA by Failure Assessment Diagram: Case Studies","year":2012,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada); Shell (Canada); BP (Canada); Natural Resources Canada","funders":"","keywords":"Pipeline transport; Failure assessment; Diagram; Computer science; Welding; Pipeline (software); Work (physics); Upgrade; Reliability engineering; Forensic engineering; Engineering; Database; Mechanical engineering; Programming language; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001145119,0.0001171075,0.0001680251,0.00003063856,0.00007195419,0.00002068883,0.00005406782,0.00007353193,0.0004645398],"category_scores_gemma":[0.00002181486,0.00007972919,0.00008218832,0.0001246106,0.00004258047,0.0001741384,0.00002436613,0.0001832861,0.00004586748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008033632,"about_ca_system_score_gemma":0.000002414354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001012814,"about_ca_topic_score_gemma":0.0001465808,"domain_scores_codex":[0.9994397,0.00001925215,0.000139095,0.00008257981,0.00009335926,0.0002260023],"domain_scores_gemma":[0.9996482,0.00007209036,0.000009524883,0.000150155,0.00003370945,0.00008636466],"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":[0.000005375181,0.0002323507,0.02792728,0.0007421271,0.004464502,0.0002898593,0.005005022,0.009508255,0.01040671,0.01362185,0.8783521,0.04944459],"study_design_scores_gemma":[0.002291357,0.0003119741,0.007804818,0.0001494266,0.002610302,0.00576681,0.08991246,0.1402587,0.1311146,0.00607494,0.6083352,0.00536936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981559,0.003805363,0.003273663,0.0007358278,0.0006386349,0.0001107696,0.00001695874,0.0004214552,0.009438299],"genre_scores_gemma":[0.9970394,0.0001644607,0.001943154,0.00004539038,0.00009572053,0.00001155771,0.000006280993,0.000008729027,0.0006852564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2700169,"threshold_uncertainty_score":0.5086386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749153850005358,"score_gpt":0.2951632304307411,"score_spread":0.2776716919306875,"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."}}