{"id":"W4382134757","doi":"10.3390/su15139995","title":"Waste Generation Modeling Using System Dynamics with Seasonal and Educational Considerations","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Garbage; Municipal solid waste; Sustainability; System dynamics; Waste management; Material flow analysis; Population; Gross domestic product; Stock (firearms); Engineering; Environmental science; Economics; Computer science; Economic growth; Environmental health; Ecology","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":[0.0004079202,0.0007262276,0.0005190243,0.0005928074,0.0006276302,0.001213963,0.000793647,0.001110133,0.002370225],"category_scores_gemma":[0.001098202,0.0004395242,0.0009579951,0.0006647475,0.0004614638,0.0007444027,0.0007303085,0.0007955446,0.0002251916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422347,"about_ca_system_score_gemma":0.00190684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.117154,"about_ca_topic_score_gemma":0.06443276,"domain_scores_codex":[0.9998075,0.00005443277,0.00001231234,0.000048853,0.00003219807,0.00004479759],"domain_scores_gemma":[0.9996058,0.0002174616,0.00006230372,0.00001371416,0.00008017133,0.00002046832],"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":[0.000007430629,0.00001079271,0.001571826,0.00001229639,0.00001216325,0.00002691138,0.00002474246,0.9958063,0.000262968,0.001147591,0.00008794145,0.001029045],"study_design_scores_gemma":[0.000002318915,0.000005326008,0.0002939058,0.000002132648,0.00000353306,0.000003614931,0.00001654148,0.9988921,0.00005513312,0.0004970407,0.0002255948,0.000002776362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.47569,0.000536235,0.4905991,0.0009703833,0.0001225767,0.0002624942,0.002487628,0.0007294511,0.0286021],"genre_scores_gemma":[0.9824358,0.0002711656,0.01152469,0.00004518908,0.00001882515,0.0001825693,0.0004925276,0.00003180999,0.004997291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.117154,"threshold_uncertainty_score":0.2329443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02365184822877861,"score_gpt":0.2661940526496423,"score_spread":0.2425422044208637,"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."}}