{"id":"W3154192553","doi":"10.5334/bc.85","title":"Determining the retrofit viability of Vancouver’s single-detached homes: an expert elicitation","year":2021,"lang":"en","type":"article","venue":"Buildings and Cities","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Demolition; Real estate; Single-family detached home; Retrofitting; Fuel poverty; Greenhouse gas; Business; Natural resource economics; Neutrality; Engineering; Economics; Finance; Civil engineering; Geography; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.007722749,0.0004512741,0.0003886521,0.001926637,0.003728307,0.001692822,0.0008864669,0.001594225,0.002979151],"category_scores_gemma":[0.01656535,0.0003455306,0.000253634,0.00158878,0.0009891801,0.0006506813,0.002416714,0.001010682,0.0005894725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006838973,"about_ca_system_score_gemma":0.008576342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1375399,"about_ca_topic_score_gemma":0.3064381,"domain_scores_codex":[0.9947129,0.002214349,0.0004951948,0.0004161884,0.001382578,0.0007787433],"domain_scores_gemma":[0.9806123,0.01005927,0.0006366082,0.000426845,0.007422592,0.0008424018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005110101,0.0004367461,0.06300228,0.00286452,0.00004956628,0.007817193,0.6985077,0.001926518,0.0323188,0.002985858,0.0380384,0.1515414],"study_design_scores_gemma":[0.00005825279,0.0002480857,0.057878,0.001563327,0.00005796988,0.001153039,0.7949892,0.004435998,0.006379613,0.001339979,0.131749,0.000147554],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634079,0.0003784764,0.004557061,0.00272627,0.00005504576,0.00140132,0.001614776,0.00002887435,0.0258303],"genre_scores_gemma":[0.9645702,0.001289511,0.0117713,0.002655326,0.00006583168,0.002108044,0.001506845,0.00003428705,0.01599872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8624601,"threshold_uncertainty_score":0.2734786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455165435831219,"score_gpt":0.2126021314023831,"score_spread":0.1980504770440709,"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."}}