{"id":"W4313640631","doi":"10.1111/jiec.13369","title":"Can a small island nation build resilience? The significance of resource‐use patterns and socio‐metabolic risks in The Bahamas","year":2023,"lang":"en","type":"article","venue":"Journal of Industrial Ecology","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Energy Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Context (archaeology); Resource (disambiguation); Material flow analysis; Vulnerability (computing); Natural resource economics; Business; Urban metabolism; Industrial ecology; Psychological resilience; Environmental resource management; Systemic risk; Sustainability; Environmental economics; Economics; Ecology; Financial crisis; Geography; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002409883,0.00009333662,0.000208901,0.00007046336,0.0001141577,0.00002644967,0.0003192263,0.0001433064,0.0001249674],"category_scores_gemma":[0.000819944,0.00005362876,0.00005850731,0.0003163397,0.0004200384,0.0001023136,0.0001169606,0.0004870881,0.00000279863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581873,"about_ca_system_score_gemma":0.00004842975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002292075,"about_ca_topic_score_gemma":0.004792893,"domain_scores_codex":[0.9983196,0.0006376291,0.0004244877,0.0001233999,0.0002570077,0.0002378624],"domain_scores_gemma":[0.998665,0.0007661634,0.0003499676,0.0001569793,0.000009010276,0.00005291562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008258703,0.00005147116,0.9898446,0.00000211348,0.000008094873,0.0000225454,0.002596779,0.001939287,0.0004810623,0.00003395339,0.0006547919,0.004282679],"study_design_scores_gemma":[0.0007484746,0.0002568726,0.9911122,0.000007426179,0.00001938498,0.00002582351,0.004989794,0.00008116793,0.0002323327,0.001100818,0.001369318,0.00005642205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942335,0.00001845888,0.000007389707,0.005218983,0.0001036689,0.0003068278,0.000011301,0.000002408604,0.00009744574],"genre_scores_gemma":[0.9994502,0.00008562605,0.00001371087,0.0002682061,0.0001110757,0.000007772714,9.885576e-7,0.000005262613,0.00005716177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005216679,"threshold_uncertainty_score":0.3464948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05342806133453172,"score_gpt":0.2756057741042999,"score_spread":0.2221777127697682,"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."}}