{"id":"W4406429511","doi":"10.3390/su17020656","title":"Integrated Renewable Energy Systems for Buildings: An Assessment of the Environmental and Socio-Economic Sustainability","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Government of Canada","keywords":"Sustainability; Renewable energy; Environmental impact assessment; Environmental economics; Environmental resource management; Natural resource economics; Environmental planning; Business; Environmental science; Architectural engineering; Engineering; Economics; Ecology","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":[0.00222121,0.001050516,0.0006991462,0.003527132,0.0005995487,0.002707739,0.0006695684,0.0008329529,0.002685369],"category_scores_gemma":[0.002258676,0.0003674515,0.001073101,0.006243475,0.0004353421,0.002528658,0.001633558,0.0004171002,0.000387959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004671945,"about_ca_system_score_gemma":0.001972458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0238576,"about_ca_topic_score_gemma":0.0494073,"domain_scores_codex":[0.998123,0.0005239879,0.0000690665,0.0000928047,0.001047094,0.0001441702],"domain_scores_gemma":[0.999062,0.0001928061,0.00009491756,0.00009996489,0.0004968157,0.00005342001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004094617,0.0006092287,0.1562561,0.00144836,0.001240903,0.0002521163,0.0005769737,0.4368121,0.003969121,0.04890308,0.006690293,0.3428322],"study_design_scores_gemma":[0.0001230754,0.002028268,0.3028591,0.0008209281,0.001096628,0.000326391,0.004724413,0.5356684,0.008700238,0.04382885,0.09959561,0.0002281498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7641997,0.015557,0.04717729,0.001851945,0.000135009,0.0009080176,0.007678926,0.0004504452,0.1620417],"genre_scores_gemma":[0.9797314,0.002689707,0.01196918,0.00005563462,0.00001889493,0.0001578742,0.001628965,0.00004291753,0.00370545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0238576,"threshold_uncertainty_score":0.04743743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004624925671970189,"score_gpt":0.2601311244264165,"score_spread":0.2555061987544463,"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."}}