{"id":"W4405356786","doi":"10.1016/j.scs.2024.106050","title":"Housing Passport knowledge graph: Promoting a circular economy in urban residential buildings","year":2024,"lang":"en","type":"article","venue":"Sustainable Cities and Society","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Circular economy; Architectural engineering; Business; Environmental planning; Geography; Civil engineering; Economic geography; Engineering; Ecology","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":[0.002068256,0.0007105674,0.0004222082,0.004532406,0.001461064,0.003507886,0.001754316,0.001179816,0.003041717],"category_scores_gemma":[0.009347015,0.0004389225,0.001498624,0.006293047,0.001981173,0.007287153,0.005860906,0.001445626,0.0008701676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00257203,"about_ca_system_score_gemma":0.006067728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08307074,"about_ca_topic_score_gemma":0.1173611,"domain_scores_codex":[0.9977105,0.0005292509,0.0002342825,0.0005457401,0.0008354897,0.0001446792],"domain_scores_gemma":[0.9960794,0.00103329,0.0003156149,0.001436645,0.0009396641,0.0001955007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001683539,0.0002713251,0.01951995,0.0009490907,0.0002200442,0.001198074,0.004755475,0.07659873,0.005924894,0.4717604,0.05070505,0.3679286],"study_design_scores_gemma":[0.00004696418,0.00008579482,0.008233947,0.0006593087,0.0002339422,0.0007736268,0.004558213,0.1536908,0.01139714,0.3218661,0.4982952,0.0001589135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04279326,0.0005835035,0.8952056,0.003410826,0.0001901415,0.0006836517,0.009675118,0.007107239,0.04035061],"genre_scores_gemma":[0.3181382,0.001237938,0.6386086,0.0008808507,0.00004459924,0.0004717002,0.03207297,0.0009581859,0.00758697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08307074,"threshold_uncertainty_score":0.1651745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005304726337471532,"score_gpt":0.1988071945612905,"score_spread":0.1935024682238189,"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."}}