{"id":"W3209363420","doi":"10.3389/frsc.2021.674848","title":"Integrated Transportation, Building, and Electricity System Models to Explore Decarbonization Pathways in Regina, Saskatchewan","year":2021,"lang":"en","type":"article","venue":"Frontiers in Sustainable Cities","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"University of Toronto; David Suzuki Foundation","keywords":"Renewable energy; Flexibility (engineering); Electricity; Environmental economics; Greenhouse gas; Variable renewable energy; Context (archaeology); Supply and demand; Demand patterns; Demand management; Business; Electric power system; Engineering; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000387233,0.0009462003,0.0005989585,0.0006683895,0.0009520539,0.001870618,0.001855914,0.00120766,0.004076134],"category_scores_gemma":[0.0007868351,0.0006549069,0.001135322,0.001200335,0.0006579683,0.0006993039,0.001207055,0.001126027,0.0003856319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01273726,"about_ca_system_score_gemma":0.008673222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8685556,"about_ca_topic_score_gemma":0.8878433,"domain_scores_codex":[0.9997485,0.0000753675,0.000009266476,0.00004679198,0.0000261103,0.00009396344],"domain_scores_gemma":[0.9996573,0.0001365972,0.00003080495,0.00002640651,0.0001000251,0.00004902243],"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":[0.00003772567,0.00004842866,0.004713151,0.00001346638,0.00004754136,0.000095699,0.0000341447,0.9903069,0.0002553113,0.002501474,0.0004497538,0.001496383],"study_design_scores_gemma":[0.00003201909,0.0000210811,0.003816403,0.00001290288,0.00003477914,0.00001170276,0.0002793521,0.993089,0.0001659022,0.000960822,0.001557459,0.00001859609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346879,0.0004128719,0.01205656,0.0006839818,0.00005515583,0.0001570855,0.004195767,0.0002466137,0.04750402],"genre_scores_gemma":[0.984583,0.0003002689,0.004086869,0.0000898743,0.000006165638,0.00009324119,0.001326994,0.00003551282,0.009477988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1314444,"threshold_uncertainty_score":0.264437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007695630205704324,"score_gpt":0.1786582034040415,"score_spread":0.1709625731983372,"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."}}