{"id":"W4396790646","doi":"10.35483/acsa.am.112.5","title":"Future Use Architecture: Connecting housing policy, housing typology, and resource use for housing in Canada","year":2024,"lang":"en","type":"article","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Architecture; Reuse; Government (linguistics); Retrofitting; Stock (firearms); Architectural engineering; Circular economy; Resource (disambiguation); Business; Typology; Work (physics); Engineering; Environmental economics; Environmental planning; Computer science; Environmental science; Economics; Geography; Waste management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006777185,0.0002532457,0.0002287609,0.001837149,0.005357096,0.003299368,0.001018453,0.0003280709,0.003484298],"category_scores_gemma":[0.001847195,0.0001951867,0.0004229451,0.004162116,0.001818694,0.001051579,0.001548175,0.0006120775,0.0001552064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1082968,"about_ca_system_score_gemma":0.107664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9981914,"about_ca_topic_score_gemma":0.9994285,"domain_scores_codex":[0.9988697,0.00007681002,0.00002916328,0.0001006473,0.0004629455,0.0004606541],"domain_scores_gemma":[0.9985723,0.00009865733,0.0001441899,0.0000488161,0.0007998613,0.0003361453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001098358,0.0001181283,0.804865,0.000200045,0.0001054063,0.0004705033,0.01596173,0.005356338,0.0009619664,0.06768828,0.01427312,0.08988967],"study_design_scores_gemma":[0.00000790155,0.00003499505,0.8842506,0.0002139861,0.00005571332,0.0001522873,0.0368813,0.004817569,0.0005631852,0.002760075,0.07018901,0.0000734011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355025,0.002256064,0.001673463,0.004182587,0.00004098886,0.00008011267,0.0036952,0.00003535028,0.05253363],"genre_scores_gemma":[0.9923543,0.0008118749,0.0008217009,0.0001489558,0.000003745508,0.00001782457,0.000603848,0.00001067051,0.005227013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1082968,"threshold_uncertainty_score":0.7857517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01432295196077082,"score_gpt":0.2397833926560989,"score_spread":0.2254604406953281,"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."}}