{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000197532,0.0001817305,0.0002705385,0.00009079304,0.00005262996,0.00003496127,0.00008739136,0.0001072543,0.00000688615],"category_scores_gemma":[0.00000890759,0.0001751778,0.00003604073,0.0000740144,0.00001657946,0.0001271408,0.00000719302,0.00005526579,0.000004552189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001699997,"about_ca_system_score_gemma":0.00001550164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005073063,"about_ca_topic_score_gemma":0.00002126896,"domain_scores_codex":[0.9991269,0.0000704108,0.0003761543,0.000182356,0.00008231546,0.000161904],"domain_scores_gemma":[0.9995733,0.00007427884,0.00006072276,0.0001954905,0.0000480448,0.0000481519],"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":[0.00007826269,0.00004854792,0.000005947839,0.00002942397,0.00007059371,9.437929e-7,0.0001208404,0.9941301,0.001526335,0.002064941,0.0001296192,0.001794476],"study_design_scores_gemma":[0.001561761,0.0002190574,0.00008495553,0.00003342169,0.00004221975,0.000004465908,0.0005856663,0.978428,0.01857388,0.000003141377,0.0002872563,0.0001761611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09883945,0.0001252472,0.89947,0.00001307562,0.0001282639,0.0006208419,0.00005383466,0.0001992671,0.000549967],"genre_scores_gemma":[0.9900263,0.00001549249,0.009466731,0.000004932203,0.00008162956,0.0001458128,0.0001003682,0.00004545104,0.0001133073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8911868,"threshold_uncertainty_score":0.7143545,"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."}}