{"id":"W4297101613","doi":"10.1016/j.resconrec.2022.106683","title":"Material intensity in single-family dwellings: Variability between locations, functional unit and drivers of material use in Toronto, Perth, and Luzon","year":2022,"lang":"en","type":"article","venue":"Resources Conservation and Recycling","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; University of Toronto; Ontario Centres of Excellence; BASF","keywords":"Bedroom; Single family; Unit (ring theory); Geography; Single-family detached home; Civil engineering; Architectural engineering; Engineering; Archaeology; Mathematics","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":[0.0003639891,0.0002590537,0.0003440878,0.001453739,0.001420256,0.001575659,0.0008949857,0.000312128,0.002389343],"category_scores_gemma":[0.001564624,0.0003490032,0.0005163604,0.00369264,0.0008165972,0.0004604454,0.001588791,0.0003264053,0.0002629067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00568103,"about_ca_system_score_gemma":0.00431392,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9360371,"about_ca_topic_score_gemma":0.9776126,"domain_scores_codex":[0.999524,0.00007469628,0.00004175601,0.00009381672,0.00009641917,0.0001693499],"domain_scores_gemma":[0.9988002,0.00015887,0.0003669584,0.00006184974,0.0002875204,0.0003246006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004474607,0.00002160032,0.9857435,0.00003603336,0.00005631125,0.0001298409,0.01030947,0.00008879448,0.0004068579,0.00009244653,0.000228076,0.002842304],"study_design_scores_gemma":[5.774788e-7,0.000009083402,0.9928214,0.000009800345,0.000007728231,0.00002104772,0.006887051,0.00006429825,0.00002404287,0.000005580001,0.000145976,0.00000343804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999024,0.0001162109,0.00003830554,0.00003358603,0.000001763435,0.000006857241,0.0004192122,0.000002626027,0.0003574261],"genre_scores_gemma":[0.9989696,0.0001024941,0.00006604504,0.000009322343,0.000001766193,0.00001164367,0.0002440859,0.000002306706,0.0005928241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06396294,"threshold_uncertainty_score":0.1286792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05180219511014641,"score_gpt":0.2788642457063549,"score_spread":0.2270620505962085,"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."}}