{"id":"W4327971793","doi":"10.3390/e25030532","title":"Entropy and Cities: A Bibliographic Analysis towards More Circular and Sustainable Urban Environments","year":2023,"lang":"en","type":"review","venue":"Entropy","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sustainability; Externality; Entropy (arrow of time); Environmental degradation; Environmental resource management; Natural resource; Environmental planning; Compact city; Sustainable development; Environmental economics; Natural resource economics; Environmental science; Urban planning; Civil engineering; Economics; Ecology; Engineering","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":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.001480109,0.0007870852,0.001344736,0.02888224,0.001038486,0.003672403,0.0006882177,0.0008699682,0.005696236],"category_scores_gemma":[0.005098817,0.0003711768,0.0009477689,0.05120962,0.001958402,0.005513796,0.002104295,0.00132114,0.0007849497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003389109,"about_ca_system_score_gemma":0.007163551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008983654,"about_ca_topic_score_gemma":0.01451201,"domain_scores_codex":[0.9988264,0.0003678689,0.0001913746,0.00011669,0.0004405139,0.00005711846],"domain_scores_gemma":[0.9970568,0.001902686,0.0003061226,0.00009609984,0.0005809829,0.00005723857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004868839,0.00004148528,0.001757323,0.08127602,0.0003102678,0.000346914,0.004298818,0.001870719,0.0005628672,0.154737,0.04852336,0.7062265],"study_design_scores_gemma":[0.000005839597,0.00001888174,0.003304677,0.04237723,0.0002660956,0.0003905954,0.002044706,0.0002608861,0.000200031,0.02388255,0.9272141,0.00003438074],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001037991,0.9833202,0.001732337,0.002047191,0.0003967381,0.00002416401,0.000286693,0.00002473206,0.01113007],"genre_scores_gemma":[0.007403611,0.9888291,0.001793828,0.0003932436,0.0002789507,0.00002759608,0.0002483546,0.00001074416,0.001014583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9711177,"threshold_uncertainty_score":0.02458978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932237484725591,"score_gpt":0.2673466760690877,"score_spread":0.2480243012218318,"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."}}