{"id":"W4310038330","doi":"10.3390/su142315635","title":"Circular Economy in Winter Road Maintenance: A Simulation Study","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis; Université du Québec à Trois-Rivières","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Sustainability; Circular economy; Snow; Environmental science; Winter season; Highway maintenance; Transport engineering; Business; Engineering; Meteorology; Geography","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":[0.001672886,0.0008531908,0.0009043907,0.001136384,0.0009647181,0.001572759,0.001920471,0.002383517,0.005390861],"category_scores_gemma":[0.005348918,0.0004329329,0.001217781,0.001469244,0.001053437,0.001439565,0.001052304,0.001991448,0.0002727838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005476038,"about_ca_system_score_gemma":0.002983951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2183815,"about_ca_topic_score_gemma":0.1570401,"domain_scores_codex":[0.9992083,0.0003190119,0.0000256496,0.00009369984,0.00008788596,0.0002655501],"domain_scores_gemma":[0.9933993,0.004536666,0.0006593438,0.0002754501,0.0006769414,0.0004524073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001296184,0.0002943912,0.006792327,0.00003147383,0.00004180538,0.0001406213,0.00006526432,0.986596,0.0002118078,0.004019639,0.0004787408,0.001198324],"study_design_scores_gemma":[0.00005604786,0.00009099444,0.001832008,0.000011029,0.00002298919,0.0000158803,0.0002314371,0.9960854,0.0001506379,0.0009747653,0.0005131076,0.00001563824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801884,0.0001884121,0.006151292,0.0004839383,0.00002540913,0.0001113671,0.001036863,0.00005572293,0.01175869],"genre_scores_gemma":[0.9953181,0.00014693,0.002165512,0.00005331741,0.000007531939,0.00006272036,0.000465326,0.00001225959,0.001768379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2183815,"threshold_uncertainty_score":0.4342208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009882146116112722,"score_gpt":0.2452030697857533,"score_spread":0.2353209236696406,"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."}}