{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002295218,0.0004674129,0.0004181577,0.0003755416,0.002606088,0.0002488235,0.001137124,0.000317844,0.001499338],"category_scores_gemma":[0.00004915556,0.0004806435,0.0001208393,0.0002872357,0.006405627,0.0006390492,0.0008183554,0.0003687607,0.0002181772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002096856,"about_ca_system_score_gemma":0.0003672684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004385316,"about_ca_topic_score_gemma":0.0002561746,"domain_scores_codex":[0.9951631,0.0003223802,0.0006092866,0.001307071,0.001792633,0.0008055249],"domain_scores_gemma":[0.9988988,0.0001267039,0.0003340623,0.0004462634,0.000008824135,0.0001853127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006688642,0.0008827698,0.1370221,0.0009422725,0.0003369241,0.0002100527,0.04136999,0.0002885633,0.00007501811,0.3680153,0.3413189,0.1094712],"study_design_scores_gemma":[0.0002228968,0.0001238583,0.03066136,0.000121486,0.00005703494,0.000002990324,0.01871396,0.00003670893,0.000004598939,0.009176469,0.9402327,0.0006459727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01367929,0.002144804,0.00007294205,0.001146572,0.001021126,0.002082851,0.0003051042,0.0001125392,0.9794348],"genre_scores_gemma":[0.1359116,0.001262554,0.0002613887,0.0002467038,0.0003417309,0.00007378076,0.00006598413,0.00002036496,0.8618159],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5989138,"threshold_uncertainty_score":0.9997645,"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."}}