{"id":"W2163789349","doi":"10.5751/es-06944-190436","title":"Meeting institutional criteria for social resilience: a nested risk system model","year":2014,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Resilience (materials science); Environmental resource management; Risk model; Geography; Business; Risk analysis (engineering); Environmental science","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":[0.009957706,0.001451235,0.0021635,0.001611934,0.001868579,0.004962897,0.004596551,0.003359197,0.008721004],"category_scores_gemma":[0.03181359,0.0009519835,0.002184766,0.001057326,0.004276113,0.006339808,0.006306471,0.004309975,0.001113258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002684747,"about_ca_system_score_gemma":0.002858683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007773887,"about_ca_topic_score_gemma":0.005024431,"domain_scores_codex":[0.9930099,0.003900875,0.0002269664,0.00111534,0.0006202435,0.001126723],"domain_scores_gemma":[0.9815425,0.009870543,0.003359642,0.001229339,0.001275478,0.00272239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001495941,0.0003139542,0.007452874,0.00009513804,0.0002451386,0.0004087739,0.001264644,0.3057426,0.000728042,0.6725305,0.003026313,0.008042349],"study_design_scores_gemma":[0.00007143983,0.0001156857,0.001211647,0.00002051102,0.00005305014,0.0001070444,0.0003011763,0.5371246,0.00005233313,0.4600446,0.0008499412,0.00004805927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2170953,0.0003196078,0.7484636,0.006222028,0.0001621277,0.0003740622,0.0007999095,0.0002701032,0.02629333],"genre_scores_gemma":[0.9465241,0.0002199903,0.04708092,0.0002435522,0.0001136871,0.0003965441,0.0002474285,0.00007081711,0.005102945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009957706,"threshold_uncertainty_score":0.05266201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987898010850325,"score_gpt":0.3059694253284969,"score_spread":0.2860904452199937,"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."}}