{"id":"W6980540816","doi":"","title":"CityEnergy Suite: A Holistic Approach to Modeling Occupant Behavior, Electric Vehicle Charging, and Demand Response in Urban Environments","year":2024,"lang":"en","type":"other","venue":"Spectrum Research Repository (Concordia University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Mains electricity; Energy consumption; Bushmeat; Work (physics); Matching (statistics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007190707,0.0003797076,0.0005141867,0.002841675,0.0001143612,0.0001365683,0.0004651885,0.0003793589,0.00002539349],"category_scores_gemma":[0.000035428,0.0004331839,0.0000864986,0.00116588,0.00008501973,0.00008253393,0.0002239378,0.0008750587,0.0001117112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009276515,"about_ca_system_score_gemma":0.0001360812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007824714,"about_ca_topic_score_gemma":0.0006810598,"domain_scores_codex":[0.9970391,0.0005061093,0.000286091,0.0007498078,0.0005676307,0.0008511979],"domain_scores_gemma":[0.9988637,0.0001027386,0.00004182266,0.0005657165,0.00001164998,0.0004143459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006491972,0.002735606,0.1719717,0.01571062,0.004883059,0.04515822,0.02583305,0.1646538,0.1479768,0.008878711,0.4028917,0.002814668],"study_design_scores_gemma":[0.002236941,0.0007390265,0.01486341,0.001982708,0.0003080339,0.0002763626,0.001447223,0.6299372,0.001042634,0.00009650221,0.3444832,0.002586769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5766208,0.003237145,0.003213465,0.00002768879,0.0005051644,0.001328201,0.00003081521,0.000417307,0.4146194],"genre_scores_gemma":[0.7853433,0.000237638,0.00001817452,0.000002794348,0.0002005175,0.00002397203,0.00000674778,0.0002940198,0.2138728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4652833,"threshold_uncertainty_score":0.999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160586963241329,"score_gpt":0.2523455031094255,"score_spread":0.2207396334770122,"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."}}