{"id":"W2786766034","doi":"10.2495/sdp-v13-n4-707-717","title":"Factoring environment into electrification management in a region","year":2018,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Factoring; Electrification; Business; Environmental planning; Environmental science; Engineering; Electrical engineering; Electricity","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":[0.0005226933,0.00009315753,0.0001099105,0.0004867917,0.00009943733,0.00007207309,0.0002284544,0.00004915752,0.00002563153],"category_scores_gemma":[0.00009574369,0.00008710077,0.00002294237,0.0001464954,0.00004477729,0.0002861231,0.0000727163,0.0001421087,0.000004105941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006569317,"about_ca_system_score_gemma":0.00009161456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001170529,"about_ca_topic_score_gemma":0.000005895515,"domain_scores_codex":[0.9988154,0.0000398618,0.0003632091,0.0001358001,0.0003916217,0.0002541137],"domain_scores_gemma":[0.9993632,0.00004345994,0.0001271244,0.00006026573,0.0003412758,0.00006467253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002610856,0.0004134743,0.05910355,0.0002174126,0.000812267,0.01516426,0.08891436,0.01005466,0.0006901416,0.2622216,0.0003599065,0.5594375],"study_design_scores_gemma":[0.002811832,0.00028522,0.1149619,0.0003016951,0.00001920771,0.0002290815,0.1189531,0.0006702516,0.01009887,0.0422924,0.7088792,0.0004971581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99007,0.0002505567,0.002723644,0.0004471522,0.000143527,0.00007989704,4.452125e-8,0.000007326752,0.006277798],"genre_scores_gemma":[0.9961409,0.00007325963,0.002160187,0.00004855209,0.0001443167,0.000007013185,0.00000368276,0.000006467552,0.001415616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7085193,"threshold_uncertainty_score":0.3551866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797348280816414,"score_gpt":0.2757609635206829,"score_spread":0.2577874807125188,"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."}}