{"id":"W4283361501","doi":"10.1049/enc2.12060","title":"Planning, operation, and trading mechanisms of transactive energy systems in the context of carbon neutrality","year":2022,"lang":"en","type":"article","venue":"Energy Conversion and Economics","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Asynchronous communication; Context (archaeology); Energy market; Distributed computing; Renewable energy; Environmental economics; Risk analysis (engineering); Operations research; Engineering; Business; Economics; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0001903748,0.00008199087,0.000167981,0.00008616399,0.00004401044,0.00001018476,0.00008452286,0.00002758595,0.00001343897],"category_scores_gemma":[7.252363e-7,0.00008134565,0.0000206837,0.00004133361,0.00002422191,0.00005767709,0.00002332235,0.00005105355,2.119536e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005269317,"about_ca_system_score_gemma":0.000007353721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403148,"about_ca_topic_score_gemma":0.00008054714,"domain_scores_codex":[0.9994988,0.000054909,0.0002052416,0.0001122831,0.00004279019,0.00008598161],"domain_scores_gemma":[0.999788,0.00004498883,0.00004450691,0.00009603272,0.000004542203,0.00002194364],"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":[0.00002835071,0.00001395746,0.0002793206,0.00004093437,0.00005379782,0.000002166488,0.002579301,0.9175828,0.0006997523,0.07816809,0.0000950898,0.0004565146],"study_design_scores_gemma":[0.0006770791,0.00007810732,0.00043566,0.000009482647,0.00001761121,0.000006234607,0.01232249,0.9716632,0.007508771,0.0002305974,0.006921024,0.0001297057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946369,0.0004638381,0.002990519,0.0000609931,0.000411889,0.00004946597,0.00001098986,0.00001461438,0.001360773],"genre_scores_gemma":[0.9996033,0.0002328824,0.0000113691,0.00008301649,0.00001182699,0.00001874014,0.000007662492,0.000009214707,0.00002199294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0779375,"threshold_uncertainty_score":0.3317179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009764581462822053,"score_gpt":0.1710740843548733,"score_spread":0.1613095028920513,"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."}}