{"id":"W2383347405","doi":"","title":"STUDY ON OPTIMIZED DESIGN AND OPERATION STRATEGY OF ENVIRONOMICS FOR DISTRIBUTED ENERGY SYSTEM","year":2005,"lang":"en","type":"article","venue":"Tianranqi gongye","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Linkage (software); Selection (genetic algorithm); Engineering; Natural gas; Environmental pollution; Pollution; Energy (signal processing); Computer science; Environmental science; Waste management; Ecology; Environmental protection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006119953,0.0006611185,0.0005974043,0.0003931725,0.0003165462,0.0009928145,0.0003887739,0.0004771625,0.001773388],"category_scores_gemma":[0.0009999212,0.000334284,0.0005183724,0.000312303,0.0002491477,0.0008521297,0.0004195125,0.0003618207,0.0001325615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007886194,"about_ca_system_score_gemma":0.0009302736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005169707,"about_ca_topic_score_gemma":0.004002467,"domain_scores_codex":[0.9997378,0.00009625556,0.000007832574,0.00004180998,0.0000750217,0.00004125468],"domain_scores_gemma":[0.9998312,0.00007818003,0.00002228182,0.00001069741,0.00004739092,0.00001015934],"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":[0.00003638834,0.00002934752,0.0004817356,0.00003335302,0.00001760014,0.00002485567,0.00002387929,0.9849358,0.00166021,0.003514764,0.0002388435,0.009003114],"study_design_scores_gemma":[0.000007035931,0.00004483594,0.0001957862,0.000001996048,0.000008343064,0.000005736538,0.00001358796,0.9979064,0.0006101056,0.0008850222,0.0003184065,0.000002689462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1840251,0.0003758474,0.7976159,0.0003286159,0.00002399152,0.0001192531,0.0001046835,0.0002406437,0.01716599],"genre_scores_gemma":[0.9675473,0.0001723709,0.02970539,0.00003443578,0.000007614013,0.0000994031,0.00007849196,0.00003583925,0.002319174],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005169707,"threshold_uncertainty_score":0.01027924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450355435884167,"score_gpt":0.2055310076496608,"score_spread":0.1910274532908191,"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."}}