{"id":"W4416208092","doi":"10.5772/intechopen.115672","title":"Environmental Resilience and Management Annual Volume 2025","year":2025,"lang":"en","type":"book","venue":"Environmental sciences","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Montana Department of Natural Resources and Conservation; U.S. Forest Service; Ministry of Forests, Lands and Natural Resource Operations; Florida Department of Agriculture and Consumer Services; South Florida Water Management District; U.S. Department of Homeland Security; Washington State University; Louisiana State University; Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria; Wisconsin Department of Natural Resources; Florida Fish and Wildlife Conservation Commission; New York State Department of Environmental Conservation; U.S. Department of Transportation; U.S. Army Corps of Engineers; Washington State Department of Agriculture; Legislative-Citizen Commission on Minnesota Resources; University of Minnesota; U.S. Fish and Wildlife Service; U.S. Department of Defense","keywords":"Resilience (materials science); Climate change; Sustainability; Environmental change; Psychological resilience; Ecosystem; Ecosystem management; Ecosystem services","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005612404,0.001027926,0.0005851441,0.001359788,0.000871298,0.004390756,0.0007385102,0.001334551,0.1844196],"category_scores_gemma":[0.001278137,0.0003616614,0.0004151974,0.001515791,0.0006364681,0.00280318,0.001891978,0.002069029,0.0988839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161475,"about_ca_system_score_gemma":0.001646208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002568541,"about_ca_topic_score_gemma":0.007290689,"domain_scores_codex":[0.9995816,0.00004979806,0.0000196645,0.00004742723,0.0002624748,0.00003892201],"domain_scores_gemma":[0.9995806,0.00007731565,0.00001949839,0.00004542488,0.0001876757,0.00008948063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000055899,0.00001311129,0.00003765269,0.00008818372,0.000002026881,0.00001692122,0.00003760891,0.0001437168,0.00009588397,0.01211668,0.9071752,0.08026732],"study_design_scores_gemma":[7.345653e-7,0.000002876985,0.00008470888,0.0001060157,8.123347e-7,0.00002311767,0.00001742223,0.0000347955,0.00001881857,0.002346793,0.9973621,0.000001894807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004214566,0.03601268,0.002108311,0.008357306,0.0226361,0.00006673476,0.0008656963,0.0004353459,0.9290964],"genre_scores_gemma":[0.002113034,0.01477603,0.001164838,0.001268675,0.002556921,0.00004397095,0.0007655886,0.000133784,0.9771772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1844196,"threshold_uncertainty_score":0.6169451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006568964421204559,"score_gpt":0.2633315479815127,"score_spread":0.2567625835603081,"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."}}