{"id":"W4386158043","doi":"10.32920/24033801","title":"Towards Development of a 1980’s Greater Hamilton Area Single Detached Residential Housing Archetype: Retrofitting to the Performance Levels of Net Zero Energy Ready","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Toronto Metropolitan University; Mohawk College","funders":"","keywords":"Archetype; Stock (firearms); Enclosure; Retrofitting; Net energy; Architectural engineering; Zero-energy building; Permeance; Energy performance; Energy consumption; Engineering; Civil engineering; Structural engineering; Mechanical engineering; Telecommunications; Electrical engineering; Animal science; Art","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":[0.0005831203,0.0004384412,0.0002659849,0.0003578147,0.0006249478,0.001279815,0.001004804,0.0004181791,0.002239965],"category_scores_gemma":[0.0004995567,0.0002896092,0.0004346125,0.0003891223,0.0007327048,0.0008040353,0.0008948492,0.0004372173,0.0004551783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004353149,"about_ca_system_score_gemma":0.003675455,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1660441,"about_ca_topic_score_gemma":0.3308673,"domain_scores_codex":[0.9996131,0.00005714229,0.000008250614,0.0000542128,0.0002164306,0.00005091622],"domain_scores_gemma":[0.9997464,0.00001831528,0.00001738511,0.00005034668,0.0001343969,0.00003307621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007579777,0.0005280225,0.06354544,0.0004982456,0.0000964614,0.001284613,0.004995116,0.300186,0.1588875,0.09764973,0.01277052,0.3588004],"study_design_scores_gemma":[0.0001394112,0.00269222,0.155624,0.0001944181,0.0001716006,0.000899162,0.008681364,0.5172823,0.1241499,0.01838005,0.1715619,0.0002237241],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.850201,0.0001697484,0.1048933,0.0003358834,0.00003815388,0.0003826595,0.0004148282,0.0004014037,0.04316307],"genre_scores_gemma":[0.9133592,0.0001594968,0.06812806,0.00003949148,0.000003157672,0.00007916836,0.0003144034,0.00008526516,0.0178318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8339559,"threshold_uncertainty_score":0.3301553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0688872707564909,"score_gpt":0.2666631771014778,"score_spread":0.1977759063449869,"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."}}