{"id":"W7014975859","doi":"","title":"Resilience and the Co-Evolution of Ecosystems and Institutions","year":2009,"lang":"en","type":"article","venue":"Digital Library Of The Commons Repository (Indiana University)","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Vulnerability (computing); Context (archaeology); Psychological resilience; Institution; System dynamics; Ecosystem; Social system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005034738,0.00007383779,0.0001236894,0.00005025872,0.0003206299,0.00004246667,0.0004155273,0.00003843056,0.00000343436],"category_scores_gemma":[0.00001027831,0.00004807045,0.00005553906,0.0002985443,0.0009691194,0.0007647843,0.0002378684,0.00007099874,0.000001713527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003861122,"about_ca_system_score_gemma":0.00003132973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001233868,"about_ca_topic_score_gemma":0.00005696452,"domain_scores_codex":[0.9994264,0.00006905543,0.0001401706,0.000142186,0.0001276447,0.0000945249],"domain_scores_gemma":[0.9994581,0.00006636182,0.0001410459,0.0002750463,0.000004119519,0.00005533919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000107623,0.00009594348,0.9100493,0.00003521102,0.00002277782,0.00001967794,0.0003726391,0.001058639,0.001204188,0.08584401,0.0005136497,0.0006763292],"study_design_scores_gemma":[0.001489292,0.0002352757,0.9599808,0.0003000884,0.00006700781,0.0002079407,0.001260219,0.006604081,0.002804651,0.002620102,0.02406744,0.0003630334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8523154,0.0001216746,0.00004521425,0.0003067065,0.00004312927,0.0001661512,0.00004163649,0.00001183564,0.1469483],"genre_scores_gemma":[0.9980304,0.00001805576,0.00001780795,0.00000985358,0.000005291919,1.661022e-7,0.000001567052,0.000002347965,0.001914465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1457151,"threshold_uncertainty_score":0.3570761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003280240276928575,"score_gpt":0.1536706876679916,"score_spread":0.1503904473910631,"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."}}