{"id":"W4405467937","doi":"10.1016/j.clwas.2024.100195","title":"An integrated framework to improve waste management practices and environmental awareness in the Saudi construction industry","year":2024,"lang":"en","type":"article","venue":"Cleaner Waste Systems","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Ministry of Education – Kingdom of Saudi Arabi","keywords":"Business; Construction industry; Environmental planning; Environmental resource management; Construction engineering; Engineering; Process management; Environmental science","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":[0.01106824,0.001437447,0.000445728,0.007099926,0.002833338,0.008214218,0.002295977,0.002495592,0.00206703],"category_scores_gemma":[0.006235471,0.0004561448,0.001183982,0.004120169,0.004120844,0.006451286,0.006748799,0.001778314,0.0004380919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01233358,"about_ca_system_score_gemma":0.02587946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03267486,"about_ca_topic_score_gemma":0.03872518,"domain_scores_codex":[0.9937751,0.003459451,0.0005592685,0.0004916222,0.001076343,0.0006381141],"domain_scores_gemma":[0.9957699,0.001594458,0.0004142151,0.0002388516,0.001498035,0.0004844932],"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":[0.00009473661,0.0009502852,0.01425155,0.001980413,0.0001326049,0.002380601,0.08212176,0.03514783,0.005893791,0.4856338,0.01094389,0.3604687],"study_design_scores_gemma":[0.0001127817,0.0004848742,0.01337489,0.007847615,0.0003662631,0.001827458,0.1447327,0.1043383,0.005609076,0.277621,0.4434184,0.0002666927],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1616769,0.005099788,0.6373013,0.03114881,0.0003633049,0.003381661,0.000869719,0.001490901,0.1586676],"genre_scores_gemma":[0.3866302,0.001956821,0.6045002,0.0006252919,0.00003014295,0.0007577247,0.000865546,0.00005919595,0.004574846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03267486,"threshold_uncertainty_score":0.08948672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009865547966235478,"score_gpt":0.2427528174506166,"score_spread":0.2328872694843811,"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."}}