{"id":"W2788205762","doi":"10.7939/r38k75b1w","title":"Resilient Systems, Resilient Communities","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Resilience (materials science); Adaptability; Systems thinking; Context (archaeology); Perspective (graphical); Sustainability; Psychological resilience; Discipline; Ecological systems theory; Operationalization; Social system; Environmental resource management; Sociology; Ecology; Environmental ethics; Geography; Psychology; Computer science; Social psychology; Social science; Epistemology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002116751,0.000184155,0.0001914172,0.0000683016,0.0008052424,0.0001147713,0.0007224594,0.00008168313,0.0003262808],"category_scores_gemma":[0.00002213295,0.0001449352,0.00008103122,0.0002318761,0.0003549337,0.0002079944,0.0002244266,0.001060854,0.0009641353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001713303,"about_ca_system_score_gemma":0.0002697722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120943,"about_ca_topic_score_gemma":0.01835794,"domain_scores_codex":[0.9964985,0.0002208931,0.0003886778,0.0002063211,0.0005188027,0.002166856],"domain_scores_gemma":[0.9991518,0.00004547904,0.0001984566,0.0004213167,0.00003867541,0.000144235],"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":[0.000483797,0.0009442688,0.3001535,0.00008715089,0.0004756647,0.00006230824,0.007780607,0.01871151,0.007052598,0.6258325,0.01293464,0.02548144],"study_design_scores_gemma":[0.006334695,0.01195382,0.09456077,0.00106376,0.0003285394,0.01598489,0.1791779,0.1431262,0.001198399,0.2739759,0.2673089,0.004986229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614126,0.001211751,0.003527352,0.0002746942,0.0006981218,0.0002099977,0.000003540292,0.00004533393,0.03261659],"genre_scores_gemma":[0.9916335,0.001311064,0.00006026648,0.00007300106,0.00024894,0.000007401566,0.000002094807,0.00002230405,0.006641448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3518566,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005830532242010385,"score_gpt":0.218097760587501,"score_spread":0.2122672283454906,"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."}}