{"id":"W4403918654","doi":"10.1109/sm63044.2024.10732900","title":"Optimal V2G Commitment in Multi-unit Residential Buildings","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Alberta Energy; Hydro One (Canada)","funders":"","keywords":"Unit (ring theory); Power system simulation; Computer science; Architectural engineering; Engineering; Electric power system; Physics; Power (physics); Mathematics","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":[0.00008649596,0.000104431,0.00009968877,0.0001597025,0.00001666196,0.00005700057,0.00007692233,0.000054716,0.0001258662],"category_scores_gemma":[0.000009256088,0.0001057129,0.00002657707,0.0002274138,0.000009495148,0.0003065645,0.00002686494,0.0001200869,0.0001304813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039189,"about_ca_system_score_gemma":0.000007701432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006246706,"about_ca_topic_score_gemma":0.0001392853,"domain_scores_codex":[0.9994117,0.00001045944,0.0001993041,0.0001389693,0.00007073556,0.0001688363],"domain_scores_gemma":[0.9997998,0.00002600072,0.000006515455,0.0001199623,0.00001233479,0.00003539828],"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":[0.000001919746,0.000008352286,0.0001461545,0.00006485247,0.00001326714,0.00002682444,0.0002525468,0.993374,0.002993958,0.001262419,0.001105015,0.0007506383],"study_design_scores_gemma":[0.0002904584,0.00001074526,0.0001617589,0.0001145576,0.000005719507,0.00000832127,0.0001281148,0.9866078,0.004871433,0.00002986267,0.007606421,0.0001648252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02202197,0.0007476879,0.9726321,0.00004010253,0.0005838884,0.0002135999,0.00000268132,0.0008129939,0.002944994],"genre_scores_gemma":[0.8813769,0.00005065332,0.1165888,0.0000100027,0.00006138719,0.00003586513,0.000009437739,0.00004592941,0.001821044],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8593549,"threshold_uncertainty_score":0.4310848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01925419757107763,"score_gpt":0.2715563436583419,"score_spread":0.2523021460872643,"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."}}