{"id":"W3181024882","doi":"10.1071/aj20156","title":"International standardisation driving global competitiveness and sustainability of the oil and gas and future energy industries","year":2021,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health","funders":"","keywords":"Standardization; Business; Petroleum industry; Procurement; Sustainability; Accounting; Engineering; Marketing; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03267576,0.001147055,0.0006888178,0.003870891,0.00196212,0.01043543,0.002175583,0.003790901,0.00734055],"category_scores_gemma":[0.02360131,0.0004693586,0.001041319,0.005371407,0.006181505,0.01115184,0.009080033,0.007094762,0.003708472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006262827,"about_ca_system_score_gemma":0.02623778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01156974,"about_ca_topic_score_gemma":0.006331589,"domain_scores_codex":[0.9796142,0.00498986,0.001601102,0.001661315,0.01022846,0.001904971],"domain_scores_gemma":[0.9728236,0.003853792,0.002278569,0.003438995,0.01488706,0.002718073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003964557,0.0001286857,0.002396708,0.0008120879,0.00003829129,0.0002829257,0.004177985,0.00191063,0.004848766,0.6046975,0.1211234,0.2595434],"study_design_scores_gemma":[0.000008596497,0.00006163243,0.004805231,0.001065581,0.00001317478,0.0001745748,0.002569409,0.000454957,0.001356691,0.09560487,0.8938531,0.0000321078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03517702,0.05014113,0.08639868,0.2393712,0.01408917,0.0007465812,0.001835736,0.001762004,0.5704785],"genre_scores_gemma":[0.4155153,0.0862156,0.2086604,0.0604778,0.005344067,0.001190386,0.009637476,0.002784197,0.2101747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03267576,"threshold_uncertainty_score":0.172808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00301316015770426,"score_gpt":0.1958024439654704,"score_spread":0.1927892838077661,"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."}}