{"id":"W7127217160","doi":"","title":"Decarbonization of Canadian Houses with Integrated Solar Photovoltaics, Heat Pump, and Thermal Battery Systems","year":2025,"lang":"","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; Battery (electricity); Photovoltaic system; Renewable energy; Thermal power station","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":[0.0004311239,0.0008641806,0.0009565579,0.004723128,0.0003814174,0.0006436587,0.000727162,0.0008627537,0.00001861474],"category_scores_gemma":[0.00005674133,0.0009394756,0.0001174527,0.00374898,0.0002884986,0.001943856,0.000152709,0.0009805821,0.00001642736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263694,"about_ca_system_score_gemma":0.000951737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02531957,"about_ca_topic_score_gemma":0.2941833,"domain_scores_codex":[0.9964573,0.0005467898,0.0007915761,0.0008612185,0.0004267675,0.0009163066],"domain_scores_gemma":[0.9973664,0.0001335956,0.0002557197,0.000819543,0.0009183423,0.0005064566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002154954,0.00006160207,0.7764171,0.000908031,0.0008294763,0.0002373205,0.0007387163,0.2143411,0.005833562,0.0002839395,0.000001595315,0.0001320041],"study_design_scores_gemma":[0.008804762,0.000984356,0.8110994,0.02094908,0.002739649,0.000247984,0.007377482,0.01217993,0.1241177,0.00001375586,0.007104883,0.004381043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845302,0.0009141664,0.01084594,0.00007340049,0.001110903,0.0009428977,0.0001754056,0.0002696229,0.001137528],"genre_scores_gemma":[0.9958611,0.0005700125,0.00005759376,0.00008373193,0.00006542366,0.000005270742,0.0001449264,0.0001619182,0.003050041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2688637,"threshold_uncertainty_score":0.9993056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0282216848132589,"score_gpt":0.2284496933518294,"score_spread":0.2002280085385705,"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."}}