{"id":"W82432138","doi":"","title":"PRINCIPLES TO PRACTICE: STRIVING FOR SUSTAINABLE DEVELOPMENT IN AN ENERGY MEGAPROJECT","year":2002,"lang":"en","type":"article","venue":"17th World Petroleum Congress","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Megaproject; Sustainable development; Environmental planning; Business; Political science; Engineering; Environmental science; Systems engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001268199,0.0003467001,0.0004422148,0.0008289885,0.0003893198,0.0003128331,0.0006647806,0.0001295565,0.0004168217],"category_scores_gemma":[0.001723511,0.0003471088,0.00009118389,0.001160867,0.00007492415,0.0008345554,0.0003277471,0.0002742567,0.00002601754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009531528,"about_ca_system_score_gemma":0.0002987199,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002965199,"about_ca_topic_score_gemma":0.03739092,"domain_scores_codex":[0.9960856,0.0003727542,0.000633744,0.0007858286,0.0005893545,0.001532749],"domain_scores_gemma":[0.9974445,0.0005738962,0.0001249466,0.0006633818,0.0007904903,0.0004027744],"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":[0.001111704,0.001340783,0.008413513,0.0003163935,0.0001494734,0.0007057607,0.002053992,0.09973548,0.0001125273,0.7923675,0.002518495,0.09117433],"study_design_scores_gemma":[0.001144986,0.0002126036,0.001006562,0.00004454832,0.00001233489,0.000006315057,0.003100384,0.0122584,0.001093063,0.0007169559,0.9799548,0.0004490925],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6847401,0.001256326,0.001385658,0.006236246,0.0007979,0.001525595,0.0000140572,0.0005059373,0.3035382],"genre_scores_gemma":[0.8180424,0.00001636142,0.002795784,0.0004673984,0.0001294699,0.0008118033,0.00002668695,0.00005181002,0.1776583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9774362,"threshold_uncertainty_score":0.9998981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03153147655137144,"score_gpt":0.3062768568350505,"score_spread":0.2747453802836791,"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."}}