{"id":"W7105989926","doi":"10.7939/83291","title":"Optimizing Battery Price Arbitrage in Alberta’s Electricity Market","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electricity; Battery (electricity); Electricity market; Arbitrage; Limiting; Electricity pricing; Order (exchange); Service (business); Energy storage","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007922443,0.0006130578,0.000581365,0.0003984388,0.0005818792,0.002307481,0.001155678,0.001206316,0.004924286],"category_scores_gemma":[0.002123629,0.000454857,0.0004032014,0.0005052516,0.0008038542,0.001086932,0.0009938608,0.000966746,0.0002746274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003498792,"about_ca_system_score_gemma":0.003501568,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06009281,"about_ca_topic_score_gemma":0.07530694,"domain_scores_codex":[0.9997304,0.0000950755,0.000005906675,0.00003885096,0.00005481968,0.00007487276],"domain_scores_gemma":[0.9995995,0.0002480799,0.00003199973,0.0000145927,0.00005214916,0.00005357664],"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":[0.000105428,0.0000607472,0.0008260176,0.00003298508,0.000017633,0.0002070103,0.0000348112,0.9579031,0.0005146631,0.03104301,0.001997535,0.007256996],"study_design_scores_gemma":[0.00001613399,0.00002581118,0.0002458683,0.000004774943,0.000005107858,0.00001360506,0.00003149332,0.9922426,0.00009066932,0.006416971,0.0009010902,0.000005768618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5670755,0.001393633,0.2454275,0.003578646,0.0002196064,0.0002920247,0.0006980188,0.0005669069,0.1807482],"genre_scores_gemma":[0.977454,0.0002117985,0.01098223,0.00008789566,0.00001742859,0.00002844205,0.0001013978,0.00003418695,0.01108265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9399072,"threshold_uncertainty_score":0.119486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00242951502894798,"score_gpt":0.1519683134726676,"score_spread":0.1495387984437196,"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."}}