{"id":"W4322502377","doi":"10.3390/en16052251","title":"The Impact of Battery Storage on Power Flow and Economy in an Automated Transactive Energy Market","year":2023,"lang":"en","type":"article","venue":"Energies","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Prosumer; Battery (electricity); Energy storage; Energy market; Grid; Energy flow; Computer science; Environmental economics; Energy (signal processing); Power (physics); Control (management); Smart grid; Flow battery; Electricity; Reliability engineering; Economics; Engineering; Electrical engineering; Renewable energy","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":[0.0001396753,0.0001386555,0.0001427229,0.0001848635,0.00003415615,0.00003460942,0.0001151093,0.00004054262,0.00004940244],"category_scores_gemma":[0.000005199725,0.0001054757,0.00004352257,0.0002072994,0.00003631465,0.0001472996,0.00001988695,0.00005612272,0.000003018229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000745978,"about_ca_system_score_gemma":0.000008544756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001005024,"about_ca_topic_score_gemma":0.0001121966,"domain_scores_codex":[0.9994007,0.00004634388,0.0001463735,0.0001314818,0.00006403428,0.0002111004],"domain_scores_gemma":[0.9995829,0.0001345061,0.00001767896,0.0002201681,0.000009274762,0.00003540684],"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":[0.00002557826,0.0000100517,0.0002331478,0.000007380235,0.0000749756,0.00001038391,0.000308098,0.9895129,0.0002171975,0.0002044235,0.007738545,0.001657269],"study_design_scores_gemma":[0.000258133,0.00008090756,0.09095043,0.00001658774,0.000004329933,5.146909e-7,0.0002312261,0.9034356,0.001427538,0.000100385,0.003354019,0.0001403361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884805,0.00008412974,0.000141861,0.00003908606,0.0002075089,0.00003876472,0.000009519256,0.0005029477,0.01049565],"genre_scores_gemma":[0.9995234,0.0001384536,0.00002749561,0.00001279124,0.00002177984,0.00003161997,0.000008563821,0.00003028955,0.0002055879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09071729,"threshold_uncertainty_score":0.4301172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005368360548913925,"score_gpt":0.221676151071919,"score_spread":0.2163077905230051,"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."}}