{"id":"W4388562058","doi":"10.1109/etcm58927.2023.10309090","title":"On the Impacts of Multi-Agent Transactive Energy in Distribution Networks - Part 1: GTSPF Construction and ETSim Integration","year":2023,"lang":"en","type":"article","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mitacs","keywords":"Python (programming language); Distributed generation; Computer science; Distributed computing; Grid; Transactive memory; Electricity; Solver; Systems engineering; Renewable energy; Engineering; Operating system; Knowledge management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001450115,0.00008928559,0.00008586131,0.00006507678,0.00002432885,0.00001234006,0.00003675593,0.00004708775,0.00002063925],"category_scores_gemma":[0.00001649803,0.00006542623,0.00002218278,0.0002917878,0.00003149401,0.00006779575,0.000008545782,0.00007451967,0.000002101387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007543741,"about_ca_system_score_gemma":0.00000298121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001614581,"about_ca_topic_score_gemma":0.0005395026,"domain_scores_codex":[0.9995098,0.00003277464,0.0001513092,0.00009528369,0.0000813338,0.0001295578],"domain_scores_gemma":[0.9997628,0.00008249855,0.00001888931,0.00009892442,0.00001297966,0.00002386092],"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":[0.00001331258,0.0000144256,0.0001595458,0.000008494773,0.00003250091,9.891766e-7,0.000145773,0.9579421,0.0004080102,0.02304576,0.001745074,0.01648403],"study_design_scores_gemma":[0.0002787391,0.00002885939,0.009910806,0.00003967997,0.000008950838,6.841354e-7,0.0004814044,0.9795846,0.008559523,0.0001935686,0.0008285955,0.00008455561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3489062,0.00004337655,0.6487507,0.0001675103,0.0005678181,0.0001444827,0.00001224908,0.0001902462,0.001217382],"genre_scores_gemma":[0.9994233,0.0003371357,0.00005759265,0.00002148521,0.0000265799,0.00003022609,0.00006619604,0.000009442972,0.00002806849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.650517,"threshold_uncertainty_score":0.2668004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161945695981424,"score_gpt":0.2021007500127685,"score_spread":0.1904812930529543,"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."}}