{"id":"W4385466425","doi":"10.1007/978-3-031-35233-1_8","title":"Robust Optimization-Based Decentralized Peer-to-Peer Energy Trading for Prosumers","year":2023,"lang":"en","type":"book-chapter","venue":"Green energy and technology","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Peer-to-peer; Economic shortage; Upstream (networking); Business; Microgrid; Energy market; Environmental economics; Computer science; Distributed computing; Economics; Engineering; Renewable energy; Computer network; Control (management); Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001372607,0.0005586412,0.0005663675,0.001284167,0.000133472,0.00003956256,0.000362707,0.0009359353,0.0001317685],"category_scores_gemma":[0.00004414682,0.0006335347,0.0001253545,0.0002932269,0.0001265575,0.00005152636,0.000114973,0.0001926495,0.000007898563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447232,"about_ca_system_score_gemma":0.00003867323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001285653,"about_ca_topic_score_gemma":0.0008124083,"domain_scores_codex":[0.9980316,0.000006853786,0.0004199236,0.0006401828,0.0003148622,0.0005865754],"domain_scores_gemma":[0.9989758,0.00008216959,0.00008651352,0.0005188225,0.0001992964,0.0001374404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001798537,0.000005883105,0.000005569609,0.0000683858,0.0002695678,0.00002235493,0.000006983079,0.7030197,0.00001116648,0.2630007,0.01993585,0.01363585],"study_design_scores_gemma":[0.0006123024,0.00006400503,8.145777e-7,0.00008504462,0.0001151112,0.000004412184,0.000007470815,0.3221681,0.000381544,0.005318235,0.6706726,0.0005704355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00001317951,0.0007508728,0.9021884,0.006405123,0.001611971,0.0004238658,0.000164789,0.003828931,0.08461283],"genre_scores_gemma":[0.00534741,0.0008547824,0.02364006,0.0006369671,0.0003606414,0.001014227,0.001705772,0.0007970506,0.9656431],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8810303,"threshold_uncertainty_score":0.9996116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188632361187352,"score_gpt":0.193370893758821,"score_spread":0.1745076576400858,"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."}}