{"id":"W1442072261","doi":"10.25560/24110","title":"Environmental Impact Assessment and Optimization of Urban Energy Systems","year":2013,"lang":"en","type":"dissertation","venue":"Spiral (Imperial College London)","topic":"Global Energy Security and Policy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental impact assessment; Environmental planning; Energy (signal processing); Environmental science; Environmental resource management; Mathematics; Statistics; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011575,0.0006212307,0.0008944318,0.0002467131,0.0001686122,0.0001132929,0.0002933712,0.0007717224,0.0009396875],"category_scores_gemma":[0.00001888021,0.0005858545,0.000278078,0.0002153605,0.00009770355,0.000290245,0.00006922989,0.0002500426,0.00001848838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003220747,"about_ca_system_score_gemma":0.0002568469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02326062,"about_ca_topic_score_gemma":0.001063864,"domain_scores_codex":[0.997452,0.0002114339,0.0007918352,0.0005324245,0.0005143751,0.0004979187],"domain_scores_gemma":[0.9986439,0.00004690492,0.0005658547,0.0004175045,0.00007088102,0.0002549649],"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":[0.0006537922,0.0002788998,0.0001252239,0.0002942458,0.0004975678,0.00002398629,0.0005808591,0.06389778,0.006418523,0.9226089,0.003332626,0.001287621],"study_design_scores_gemma":[0.04099012,0.01595476,0.02493274,0.003078125,0.003819613,0.0004028287,0.01133288,0.1490331,0.029313,0.008792981,0.6963248,0.0160251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8891881,0.003042179,0.00001979276,0.00002052271,0.004037784,0.0007288729,0.001304832,0.0001195247,0.1015384],"genre_scores_gemma":[0.9846288,0.0006498499,0.0002467258,0.00005144597,0.000985398,0.0001342683,0.004217628,0.0001040599,0.008981855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9138159,"threshold_uncertainty_score":0.9999736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006533792410113544,"score_gpt":0.2464791083002283,"score_spread":0.2399453158901148,"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."}}