{"id":"W4283028801","doi":"10.3390/buildings12060846","title":"Position Paper Introducing a Sustainable, Universal Approach to Retrofitting Residential Buildings","year":2022,"lang":"en","type":"article","venue":"Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrofitting; Architectural engineering; Passive solar building design; Passive house; Energy consumption; Engineering; Efficient energy use; Civil engineering; Solar energy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004110921,0.000843524,0.0002521028,0.001041946,0.002817448,0.00629142,0.002387496,0.005160898,0.01243425],"category_scores_gemma":[0.002842965,0.0003775407,0.0006544623,0.0007225908,0.004648012,0.005563076,0.007986185,0.004383993,0.002488883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003138776,"about_ca_system_score_gemma":0.005994238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002812368,"about_ca_topic_score_gemma":0.007793228,"domain_scores_codex":[0.9954965,0.001302059,0.0001395026,0.0005196641,0.002023567,0.0005186034],"domain_scores_gemma":[0.9983833,0.0001889654,0.000110696,0.0002205135,0.0006401939,0.0004564221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001869841,0.0001929635,0.001501029,0.0004152468,0.00002268294,0.0004963617,0.004305586,0.003094246,0.002917551,0.667624,0.1256987,0.1937129],"study_design_scores_gemma":[0.000005854934,0.0000797905,0.0004857676,0.0002452464,0.0000070047,0.0002390887,0.002502834,0.0008391046,0.001028938,0.05462618,0.9399173,0.00002298885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02678378,0.01380031,0.2259752,0.1851637,0.01898988,0.0003652107,0.0001723351,0.001742738,0.5270068],"genre_scores_gemma":[0.446668,0.01688772,0.18241,0.03331878,0.004470195,0.0004213916,0.0002998652,0.0006870925,0.314837],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01243425,"threshold_uncertainty_score":0.04159671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003453012273389837,"score_gpt":0.1745437666714824,"score_spread":0.1710907543980925,"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."}}