{"id":"W4386324309","doi":"10.32920/24066105.v1","title":"Circular solutions for construction, renovation, and demolition waste in Toronto","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demolition; Circular economy; Demolition waste; Repurposing; Leverage (statistics); Reuse; Order (exchange); Sustainability; Architectural engineering; Business; Engineering; Civil engineering; Environmental planning; Waste management; Environmental science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001171138,0.0004629446,0.0001827961,0.001027692,0.007349638,0.006259026,0.0007871685,0.001526439,0.01291107],"category_scores_gemma":[0.001960608,0.0003363783,0.0004572105,0.003656167,0.005771635,0.002227322,0.003441272,0.0009501057,0.0005453307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05582248,"about_ca_system_score_gemma":0.04247312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7899047,"about_ca_topic_score_gemma":0.9243219,"domain_scores_codex":[0.9989648,0.0003228162,0.00004179857,0.00009839555,0.0003178811,0.0002544194],"domain_scores_gemma":[0.9989141,0.0003825699,0.00009931879,0.0001051006,0.0002649216,0.0002339397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001136708,0.00005493143,0.005906832,0.0006808889,0.00003405527,0.001189618,0.06497277,0.02887616,0.003039649,0.765328,0.05087282,0.07893053],"study_design_scores_gemma":[0.00002924907,0.00005063256,0.00897324,0.0003619663,0.00004623183,0.0002201768,0.1039772,0.02046091,0.004552962,0.06562503,0.7956101,0.00009238147],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4138827,0.009275228,0.08480038,0.03990117,0.0005928216,0.0004921537,0.002632904,0.001100632,0.4473221],"genre_scores_gemma":[0.8997247,0.003530287,0.03645657,0.0003184988,0.0000242412,0.0001215293,0.0006369151,0.0001505551,0.05903677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2100953,"threshold_uncertainty_score":0.4226652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02878611198227846,"score_gpt":0.2691310780369481,"score_spread":0.2403449660546696,"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."}}