{"id":"W4382042959","doi":"10.1007/978-3-031-35368-0_9","title":"Energy Efficient Dwellings","year":2023,"lang":"en","type":"book-chapter","venue":"The urban book series","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Landscaping; Zero-energy building; Architectural engineering; Renewable energy; Efficient energy use; Energy consumption; Environmental economics; Consumption (sociology); Engineering; Civil engineering; Economics","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":[0.00008383592,0.0005833627,0.0002892668,0.0005160389,0.00064198,0.00151352,0.0004799037,0.0004237835,0.1008196],"category_scores_gemma":[0.0001719433,0.0002519284,0.0002495459,0.001120341,0.0002382678,0.0009366076,0.000963669,0.0008065807,0.03029141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005645378,"about_ca_system_score_gemma":0.0005369687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003503036,"about_ca_topic_score_gemma":0.01992168,"domain_scores_codex":[0.999904,0.000009231098,0.000002658191,0.00001506499,0.00005313706,0.00001591212],"domain_scores_gemma":[0.9999622,0.000004437501,0.000002176389,0.000009166916,0.00001620156,0.000005785683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002084334,0.00006531623,0.0003279951,0.0001683385,0.000007027033,0.00005344048,0.0002514809,0.002089111,0.001344952,0.1029948,0.4081275,0.4845492],"study_design_scores_gemma":[8.398737e-7,0.000009412992,0.0006123296,0.00005492322,0.00000231534,0.00004241269,0.0001185697,0.0003354541,0.0002530932,0.005942406,0.9926248,0.000003293543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002344765,0.005983166,0.008182027,0.0005980074,0.0007015185,0.00002956176,0.0004686881,0.0002869445,0.9814054],"genre_scores_gemma":[0.009516111,0.003210484,0.002206251,0.0001672322,0.00006719123,0.00001831312,0.0002631895,0.0001021046,0.9844491],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1008196,"threshold_uncertainty_score":0.337275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007973600565629627,"score_gpt":0.1608974681226121,"score_spread":0.1529238675569825,"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."}}