{"id":"W2562139827","doi":"10.1115/ipc2016-64176","title":"A Practical Approach to Drive Consistency in the Pipeline Industry: CEPA Integrity First®","year":2016,"lang":"en","type":"article","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chemistry Industry Association of Canada","funders":"","keywords":"Pipeline (software); Maturity (psychological); Consistency (knowledge bases); Pipeline transport; Computer science; Identification (biology); Sustainability; Engineering; Law; Artificial intelligence; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07277831,0.001069098,0.000463139,0.005382502,0.01730545,0.02130721,0.005908481,0.008180401,0.01838467],"category_scores_gemma":[0.1262532,0.001786442,0.0009657292,0.003915934,0.007826727,0.0167647,0.01587302,0.01509252,0.008404966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04702622,"about_ca_system_score_gemma":0.1889986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2272322,"about_ca_topic_score_gemma":0.2888905,"domain_scores_codex":[0.9205257,0.02166142,0.00368065,0.00544808,0.04186907,0.006815135],"domain_scores_gemma":[0.7901627,0.01944401,0.006658689,0.01396578,0.1508372,0.01893158],"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":[0.00009559236,0.0004476734,0.004907251,0.000521483,0.00003742937,0.0009235141,0.02427311,0.002538152,0.004947688,0.2022931,0.5217659,0.2372491],"study_design_scores_gemma":[0.00003688629,0.0001186954,0.002719003,0.0004644267,0.00001554375,0.0002954357,0.008464945,0.001892735,0.001947226,0.01595402,0.9679362,0.0001550433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02200036,0.001556327,0.2900957,0.2816316,0.006236686,0.006848844,0.001154787,0.006700637,0.3837751],"genre_scores_gemma":[0.1974564,0.001333005,0.546761,0.0359888,0.0007302022,0.003663585,0.001799082,0.001811976,0.2104559],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2272322,"threshold_uncertainty_score":0.4518192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03430967937772073,"score_gpt":0.2557128490017705,"score_spread":0.2214031696240498,"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."}}