{"id":"W7027688262","doi":"","title":"Decarbonization of residential sectors in Canada by integration of Solar PV, heat pumps, and thermal batteries","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Thermal; Renewable energy; Photovoltaic system; Thermal power station; Production (economics)","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":[0.0002396592,0.0003453279,0.0002484638,0.0004060481,0.00112616,0.001518191,0.0006576605,0.000317198,0.002470013],"category_scores_gemma":[0.0004483058,0.0001813494,0.0004755254,0.001422184,0.0004088234,0.0004746782,0.0007222022,0.0005163213,0.0001808182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03524444,"about_ca_system_score_gemma":0.04131758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9890612,"about_ca_topic_score_gemma":0.9968212,"domain_scores_codex":[0.9995859,0.00003003477,0.00000982492,0.00003587485,0.0001253924,0.0002130291],"domain_scores_gemma":[0.9997981,0.00001023724,0.00001086355,0.000005067316,0.000131589,0.0000442062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009063891,0.0006466617,0.2721314,0.0007405419,0.0004885114,0.001630672,0.001597187,0.2663798,0.0157169,0.0484127,0.05552095,0.3358283],"study_design_scores_gemma":[0.0001558875,0.0001882122,0.70832,0.0002154183,0.0003490022,0.0002031317,0.01072437,0.1823446,0.008546878,0.007724966,0.08113152,0.00009599162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557463,0.001793581,0.002506468,0.002879166,0.00006681748,0.00008340189,0.002655064,0.0001592543,0.03410992],"genre_scores_gemma":[0.9896634,0.0008516031,0.001499636,0.0001181843,0.000004410703,0.000007813855,0.0005093227,0.00001536302,0.007330322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03524444,"threshold_uncertainty_score":0.2557175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876241769140016,"score_gpt":0.2241341146890873,"score_spread":0.2053716969976871,"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."}}