{"id":"W3022768180","doi":"10.4043/30799-ms","title":"Standardization Of Procurement Equipment Specifications: Establishing A Strong Foundation For Oil &amp; Gas Capital Project Development And Delivery","year":2020,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Standardization; Procurement; Petroleum industry; Process (computing); Engineering management; Business; Engineering; Process management; Risk analysis (engineering); Computer science; Systems engineering; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001348308,0.0001312851,0.0001672009,0.000175592,0.00006960479,0.00004117495,0.0001322862,0.000101108,0.00001244594],"category_scores_gemma":[0.0000965751,0.0001370082,0.00001675403,0.0002379717,0.00007992914,0.0001955695,0.00005136163,0.0001090035,0.000001816234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008510026,"about_ca_system_score_gemma":0.0001115939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002742027,"about_ca_topic_score_gemma":0.00003056856,"domain_scores_codex":[0.9991559,0.000007742339,0.0003010619,0.0002473456,0.0001326301,0.0001553499],"domain_scores_gemma":[0.9994762,0.00001325402,0.00008065847,0.0001444642,0.000257185,0.0000282736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003821318,0.0000440515,0.0006765777,0.0006002563,0.00007892454,4.571551e-7,0.003318988,0.0003076297,0.02707383,0.01357337,0.0008972933,0.9533904],"study_design_scores_gemma":[0.0006057702,0.0002468251,0.0001953092,0.0002115525,0.00004882966,0.000006218409,0.002168781,0.00318843,0.897855,0.00357173,0.09144906,0.0004524951],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5002245,0.0004808234,0.4944436,0.002252705,0.0001094076,0.0006870758,0.00002714433,0.001137519,0.0006372923],"genre_scores_gemma":[0.9138111,0.0002790816,0.08551343,0.000008980947,0.00002330701,0.0002501179,0.00007346849,0.00001530909,0.00002518573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9529379,"threshold_uncertainty_score":0.5587031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07451008294944104,"score_gpt":0.2604893896732963,"score_spread":0.1859793067238553,"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."}}