{"id":"W4404087307","doi":"10.2139/ssrn.5009785","title":"Household Benefits from Energy Efficiency Retrofits: Implications for Net Zero Housing Policy","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Carleton University","funders":"","keywords":"Zero (linguistics); Net (polyhedron); Zero-energy building; Zero emission; Natural resource economics; Energy (signal processing); Business; Environmental economics; Economics; Environmental science; Waste management; Engineering; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001034964,0.0003495099,0.000687269,0.000430693,0.0003580528,0.001911853,0.0005670703,0.002010449,0.02040619],"category_scores_gemma":[0.003338303,0.0002332686,0.0006268743,0.0008376457,0.0009761466,0.001819407,0.000947124,0.001091384,0.0004633428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001891386,"about_ca_system_score_gemma":0.001085595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007529906,"about_ca_topic_score_gemma":0.01444818,"domain_scores_codex":[0.9992355,0.0003347043,0.0000225896,0.00008351726,0.00008336424,0.0002402866],"domain_scores_gemma":[0.9979247,0.001264715,0.0003597463,0.00009205295,0.0001771897,0.0001816916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.004196347,0.001841653,0.08566659,0.0005811511,0.0006726678,0.001279338,0.0008136738,0.1254335,0.003525509,0.6450056,0.02682667,0.1041573],"study_design_scores_gemma":[0.0005384952,0.001469918,0.2366245,0.0004149782,0.0006937798,0.0003319427,0.0102323,0.09659035,0.004448144,0.6092029,0.03932755,0.0001251662],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8775984,0.003418463,0.010329,0.0297996,0.0003643244,0.00008400536,0.003078968,0.0001360754,0.07519117],"genre_scores_gemma":[0.993329,0.0005000149,0.0002779554,0.0004783701,0.00007460016,0.00001367827,0.0001357559,0.000006858179,0.005183707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02040619,"threshold_uncertainty_score":0.0682655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03026943777578651,"score_gpt":0.2369178812945984,"score_spread":0.2066484435188119,"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."}}