{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004693042,0.0002148416,0.0001969976,0.0003882901,0.0006507646,0.0001213327,0.0003488531,0.00007540809,0.0001684197],"category_scores_gemma":[0.00004610572,0.0002719695,0.00008122379,0.000994599,0.00001897871,0.0004804815,0.0003248967,0.0003845325,0.000002316439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00060411,"about_ca_system_score_gemma":0.00003396021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002116809,"about_ca_topic_score_gemma":0.000001462998,"domain_scores_codex":[0.9983488,0.00004585041,0.000269672,0.0004248196,0.0003659809,0.000544886],"domain_scores_gemma":[0.9994396,0.00002705454,0.00005655937,0.0002912074,0.00007000396,0.000115607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004053291,0.00002688541,0.00009080469,0.00003992841,0.00003283723,0.00001412401,0.000649136,0.931556,0.01131311,0.03938453,0.01612462,0.0007274119],"study_design_scores_gemma":[0.002968256,0.0005586632,0.0009000316,0.0001308731,0.0002678036,0.0004445925,0.01099116,0.5199667,0.02228051,0.003762869,0.4346056,0.003122883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6587797,0.0002103736,0.322703,0.0006897727,0.0007661277,0.0004815471,0.000009124175,0.001385179,0.01497512],"genre_scores_gemma":[0.9608767,0.00001051674,0.03653197,0.0004195847,0.0003092713,0.0000973832,0.00005013436,0.00008475549,0.001619669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.418481,"threshold_uncertainty_score":0.9999732,"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."}}