{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009775278,0.0009600144,0.0006536726,0.0007588619,0.0003248116,0.001508278,0.0003922908,0.0005545351,0.003092099],"category_scores_gemma":[0.001548886,0.0003459667,0.0006403725,0.001147366,0.0006779921,0.0006446191,0.0007901859,0.0006459022,0.0002522856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380691,"about_ca_system_score_gemma":0.001198791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005775116,"about_ca_topic_score_gemma":0.004946183,"domain_scores_codex":[0.9993215,0.0003717443,0.00001934562,0.00006294093,0.000165563,0.00005893005],"domain_scores_gemma":[0.9996107,0.0002791818,0.00003521669,0.000013021,0.00005020158,0.00001160873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006939855,0.00001094935,0.0002092506,0.00004030591,0.00001688825,0.00001367977,0.00001683607,0.9840022,0.0001714785,0.008299542,0.0002702904,0.006941616],"study_design_scores_gemma":[0.000005526597,0.00003797171,0.0004064764,0.00003443119,0.0000131581,0.00001043325,0.0000694558,0.9705825,0.0004674062,0.02413952,0.004224661,0.000008402914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1097457,0.005588132,0.7381867,0.001704307,0.0001435442,0.0003274513,0.0005704223,0.0002485385,0.1434852],"genre_scores_gemma":[0.9125047,0.004747873,0.06485989,0.0001378092,0.00006646181,0.0002956083,0.0003593714,0.0001150616,0.01691334],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005775116,"threshold_uncertainty_score":0.01148301,"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."}}