{"id":"W3206656095","doi":"10.5267/j.ijiec.2021.7.002","title":"Integrated modeling of the peer-to-peer markets in the energy industry","year":2021,"lang":"en","type":"article","venue":"International Journal of Industrial Engineering Computations","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Smart grid; Isolation (microbiology); Grid; Decomposition; Integer programming; Industrial engineering; Mathematical optimization; Scale (ratio); Linear programming; Operations research; Electricity; Distributed computing; Engineering; Mathematics; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0009388045,0.0007708491,0.0009610632,0.0006052909,0.0008475367,0.00296511,0.00225982,0.002581631,0.008332377],"category_scores_gemma":[0.001782884,0.0005059605,0.001173338,0.0009523446,0.0012853,0.003632718,0.001912551,0.001368804,0.001174572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00144613,"about_ca_system_score_gemma":0.001726555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00830498,"about_ca_topic_score_gemma":0.00490768,"domain_scores_codex":[0.9990933,0.0003215904,0.00003076222,0.0001794806,0.0002087204,0.0001662906],"domain_scores_gemma":[0.9994111,0.0002412241,0.00009281765,0.00004284064,0.0001379795,0.0000740542],"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":[0.00003702586,0.0000687268,0.000431312,0.0000499959,0.00003031543,0.0001839711,0.00009492189,0.887071,0.0007202827,0.1051624,0.0009123179,0.005237652],"study_design_scores_gemma":[0.00001435287,0.00002434709,0.0001152221,0.000007315134,0.000009495927,0.00002817605,0.00004010521,0.9744477,0.000102095,0.02307186,0.002131545,0.000007797888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08876529,0.001453078,0.8295363,0.002076924,0.0002479991,0.0002945823,0.0004196744,0.0003777436,0.0768284],"genre_scores_gemma":[0.92678,0.001316911,0.04303813,0.0001633488,0.0001146373,0.0003384216,0.000191641,0.0000936455,0.02796329],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008332377,"threshold_uncertainty_score":0.02787459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0256908840809342,"score_gpt":0.2410719765203783,"score_spread":0.2153810924394441,"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."}}