{"id":"W2468788311","doi":"10.1016/j.jenvman.2016.04.040","title":"Biological invasions, ecological resilience and adaptive governance","year":2016,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":104,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Oak Ridge Institute for Science and Education; U.S. Fish and Wildlife Service; Sveriges Lantbruksuniversitet; Vetenskapsrådet; Svenska Forskningsrådet Formas; U.S. Geological Survey; University of Nebraska-Lincoln; NOAA Great Lakes Environmental Research Laboratory; U.S. Environmental Protection Agency","keywords":"Ecology; Ecological resilience; Ecosystem; Psychological resilience; Biodiversity; Environmental resource management; Socio-ecological system; Adaptive capacity; Corporate governance; Ecological systems theory; Resilience (materials science); Ecosystem services; Climate change; Negotiation; Geography; Biology; Business; Political science; Environmental science; Resource (disambiguation)","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":[0.0002602623,0.0001221272,0.0001706386,0.00001618752,0.0001233898,0.000005573374,0.0002019594,0.00005602085,0.002689077],"category_scores_gemma":[0.00002015961,0.00006594878,0.00005786364,0.00003986131,0.0006531586,0.0001893475,0.0005919985,0.00009282837,0.0002099343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002200522,"about_ca_system_score_gemma":0.000001357954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000138209,"about_ca_topic_score_gemma":0.000005078298,"domain_scores_codex":[0.9990326,0.00005895423,0.0002700106,0.0002105144,0.0002264469,0.0002015201],"domain_scores_gemma":[0.9995286,0.00008129089,0.0002108936,0.00008871187,0.000001262989,0.00008928205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002578606,0.0006298975,0.8805563,0.000002376689,0.00005709563,0.0003909965,0.00005850529,0.00001295526,0.01761935,0.0021117,0.00336815,0.09493481],"study_design_scores_gemma":[0.0004632466,0.0008283328,0.9905875,0.00001593314,0.00002643326,0.00005550953,0.0002103583,0.000001464445,0.0002076442,0.0009698881,0.006529208,0.0001044846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952295,0.0002225956,0.0002495818,0.0007168278,0.00008201286,0.0001194915,0.00000566243,0.00000546665,0.003368855],"genre_scores_gemma":[0.9933019,0.002811326,0.002689893,0.0002318078,0.00002012616,0.000005879485,9.156604e-8,0.00000409807,0.0009348764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1100312,"threshold_uncertainty_score":0.9982226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02568773535637714,"score_gpt":0.2139498679853536,"score_spread":0.1882621326289765,"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."}}