{"id":"W7104525141","doi":"10.5751/es-16668-300421","title":"Disastrous consequences: shortcomings of resiliency strategies for coping with accelerating environmental change","year":2025,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Anthropocene; Climate change; Coping (psychology); Natural disaster; Corporate governance; Psychological resilience; Resilience (materials science); Environmental change; Global warming","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01099461,0.0009705275,0.0005739111,0.002423086,0.001920966,0.005264863,0.002649,0.002177263,0.005926292],"category_scores_gemma":[0.01902166,0.0003149255,0.000635929,0.001176654,0.006857125,0.008018508,0.005388688,0.003415375,0.001094744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002980823,"about_ca_system_score_gemma":0.004122786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002280036,"about_ca_topic_score_gemma":0.002434178,"domain_scores_codex":[0.9962226,0.002025022,0.0001804414,0.0004476838,0.0007805339,0.0003438097],"domain_scores_gemma":[0.9922416,0.003884208,0.0007391452,0.001074778,0.001098965,0.0009612599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009602223,0.0001896733,0.004648059,0.000701192,0.000117262,0.0001614146,0.004822737,0.01044905,0.0006521029,0.7202936,0.01454968,0.2433192],"study_design_scores_gemma":[0.00004602406,0.0002889005,0.005334757,0.001284363,0.00007226356,0.0002788487,0.01298052,0.0154458,0.0006352059,0.8708383,0.09272343,0.0000714605],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1124313,0.03647139,0.1443084,0.3720712,0.001796199,0.0005807912,0.0004433119,0.0007792886,0.3311181],"genre_scores_gemma":[0.9582042,0.007879513,0.0238577,0.004692221,0.0004367762,0.0003430392,0.00007259806,0.0001180368,0.004395896],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01099461,"threshold_uncertainty_score":0.05814576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767133128588006,"score_gpt":0.2962934751949862,"score_spread":0.2686221439091061,"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."}}