{"id":"W4382042959","doi":"10.1007/978-3-031-35368-0_9","title":"Energy Efficient Dwellings","year":2023,"lang":"en","type":"book-chapter","venue":"˜The œurban 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006529292,0.0003322585,0.0002328414,0.000104295,0.0001490321,0.00005709661,0.0002600445,0.0002808157,0.0001452339],"category_scores_gemma":[0.000001075598,0.0002870825,0.000128628,0.00004535111,0.000097251,0.00006008252,0.00006590413,0.000235208,0.00007494139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005484334,"about_ca_system_score_gemma":0.00002235565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009606561,"about_ca_topic_score_gemma":0.00006010929,"domain_scores_codex":[0.9990808,0.00000567378,0.0002415646,0.0002258712,0.0002109246,0.0002351793],"domain_scores_gemma":[0.9994009,0.00003223249,0.00005945237,0.0004224849,0.00003469923,0.00005021035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000829704,0.0000018527,3.786598e-7,0.00003107811,0.00008384513,0.000008189073,0.000085914,0.6510876,0.00001072628,0.3105327,0.0374568,0.0006925255],"study_design_scores_gemma":[0.00005731987,0.00002160635,7.145064e-7,0.00009373887,0.00004031336,0.000008292494,0.000005368558,0.03266329,0.0001479699,0.003621721,0.9629948,0.0003449146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002501288,0.005522039,0.01192451,0.0001113221,0.00222879,0.0001578925,0.0000346853,0.001996184,0.9779996],"genre_scores_gemma":[0.002594753,0.002365398,0.00009136588,0.0001772126,0.0004552198,0.00003167144,0.0001030077,0.0002292396,0.9939522],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9255379,"threshold_uncertainty_score":0.9999582,"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."}}