{"id":"W2902378522","doi":"10.5751/es-10385-230434","title":"Systemic resilience: principles and processes for a science of change in contexts of adversity","year":2018,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Resilience and Mental Health","field":"Psychology","cited_by":421,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Royal Roads University; Social Sciences and Humanities Research Council of Canada; University of Pretoria; Canadian Institute for Advanced Research","keywords":"Resilience (materials science); Environmental resource management; Climate change; Environmental ethics; Psychological resilience; Sociology; Epistemology; Environmental planning; Political science; Ecology; Geography; Psychology; Environmental science; Social psychology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01884959,0.001220135,0.001094813,0.009308803,0.004644565,0.01196572,0.002233865,0.003602208,0.004955984],"category_scores_gemma":[0.02144066,0.0005674644,0.00153469,0.007980777,0.05132579,0.0207718,0.009118384,0.005306564,0.0005651014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009028466,"about_ca_system_score_gemma":0.01119442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002952377,"about_ca_topic_score_gemma":0.003342642,"domain_scores_codex":[0.9888232,0.007001715,0.000707223,0.001178184,0.001859338,0.000430225],"domain_scores_gemma":[0.9836037,0.01147466,0.001326736,0.001858626,0.001350967,0.0003853072],"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":[0.00001180051,0.00001250339,0.0007484674,0.001007642,0.00004675847,0.0001318102,0.04916815,0.00111939,0.0001898903,0.9267288,0.002619134,0.01821567],"study_design_scores_gemma":[0.000007796471,0.00001924261,0.001252422,0.001618416,0.00003094142,0.0001824283,0.02388051,0.0008154898,0.0001915906,0.894841,0.07713229,0.00002787102],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05111805,0.04869306,0.3955941,0.1421819,0.002375081,0.001484041,0.0007720609,0.0005416163,0.3572401],"genre_scores_gemma":[0.8388919,0.02737099,0.1168407,0.005068042,0.0006983658,0.001934464,0.0003405301,0.0001863578,0.008668729],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01884959,"threshold_uncertainty_score":0.0996874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04972703537244341,"score_gpt":0.3934138925103769,"score_spread":0.3436868571379335,"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."}}