{"id":"W6990014903","doi":"","title":"Climate Zone-Based Energy Retrofits in Canada For Current and Future Climate Change Scenarios","year":2022,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Environmental Policies and Emissions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Electricity; Photovoltaic system; Energy consumption; Current (fluid); Consumption (sociology); Climate change mitigation; Electricity generation","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":[0.0002712925,0.0003804512,0.00026507,0.0005751139,0.001218288,0.001124299,0.000632008,0.0002949937,0.003384943],"category_scores_gemma":[0.0005043292,0.0001702796,0.0006168848,0.0016347,0.0002607566,0.000279228,0.0002586125,0.0003398719,0.0002220729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04178478,"about_ca_system_score_gemma":0.01828166,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9935324,"about_ca_topic_score_gemma":0.9978205,"domain_scores_codex":[0.9997708,0.00002287364,0.000005598823,0.00002430346,0.00009422568,0.00008216347],"domain_scores_gemma":[0.9998388,0.0000152648,0.00000971283,0.000005252091,0.000104825,0.00002621981],"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":[0.0012398,0.0002586695,0.215207,0.0003241109,0.0003529751,0.0008226805,0.0007806279,0.6675681,0.006804958,0.0100861,0.0225369,0.0740181],"study_design_scores_gemma":[0.0001783617,0.0002467549,0.5544163,0.0000965233,0.0002624977,0.0001785163,0.005724022,0.3847247,0.005306304,0.00203864,0.04668189,0.0001455018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578904,0.0005935815,0.00148372,0.000603104,0.00003148855,0.0001017882,0.009443372,0.0001520418,0.02970047],"genre_scores_gemma":[0.9878505,0.0004049637,0.001665606,0.00004839227,0.000002319865,0.0000216619,0.003016873,0.00002555693,0.006964043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04178478,"threshold_uncertainty_score":0.3031712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133598691708491,"score_gpt":0.2084188548674057,"score_spread":0.1970828679503208,"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."}}