{"id":"W2775590347","doi":"10.2495/sdp-v13-n2-307-315","title":"Managers for sustainable electric power industry of tomorrow","year":2018,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electric power industry; Electric power; Business; Power (physics); Sustainable development; Engineering; Electrical engineering; Electricity; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001133366,0.0001439194,0.0002404345,0.0006806774,0.000185443,0.0001065621,0.0004089162,0.0001714035,0.0001265192],"category_scores_gemma":[0.0009646115,0.0001309978,0.00007241467,0.0003472595,0.00009306736,0.0004803913,0.0001453236,0.000287415,0.000001110142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003550634,"about_ca_system_score_gemma":0.0006682652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001323933,"about_ca_topic_score_gemma":0.000002886768,"domain_scores_codex":[0.9982303,0.00004519127,0.0005344389,0.000159694,0.0005021262,0.0005282579],"domain_scores_gemma":[0.9948717,0.000165782,0.0002888253,0.00008317905,0.004465756,0.0001247448],"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":[0.006177821,0.0004721897,0.0241877,0.0007454429,0.001862817,0.007947457,0.02157325,0.006991704,0.0006012322,0.8808837,0.01007158,0.03848511],"study_design_scores_gemma":[0.003684392,0.001092517,0.01380067,0.0002494356,0.00005372718,0.0002934663,0.2492535,0.0006220558,0.02448478,0.06544867,0.6404196,0.0005972337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785876,0.0003629115,0.001055833,0.0003607111,0.0001911281,0.0001486129,6.721573e-7,0.00001098981,0.0192815],"genre_scores_gemma":[0.9862861,0.000008988184,0.001441301,0.0001038238,0.0002119454,0.000009017651,0.000005380686,0.00001386899,0.01191958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.815435,"threshold_uncertainty_score":0.5341935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378197738989602,"score_gpt":0.2866160561170977,"score_spread":0.2728340787272017,"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."}}