{"id":"W3090324369","doi":"10.1002/fee.2264","title":"Panarchy: opportunities and challenges for ecosystem management","year":2020,"lang":"en","type":"review","venue":"Frontiers in Ecology and the Environment","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Anthropocene; Dominance (genetics); Environmental resource management; Resilience (materials science); Psychological resilience; Ecosystem; Ecosystem services; Ecosystem management; Environmental planning; Ecology; Geography; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005999535,0.0003231788,0.0009409489,0.00008549471,0.0001475999,0.00001868479,0.000306701,0.0001648827,0.0001475453],"category_scores_gemma":[0.000007161495,0.0002222487,0.0001222964,0.00003946231,0.00059274,0.00005464027,0.0006647672,0.0001661634,0.0000874062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000164295,"about_ca_system_score_gemma":0.000004653027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000542544,"about_ca_topic_score_gemma":0.00002369086,"domain_scores_codex":[0.9984537,0.000268634,0.0003565587,0.000480396,0.0001074898,0.000333227],"domain_scores_gemma":[0.9993468,0.0001418122,0.0001708016,0.0002562233,3.490884e-7,0.0000840393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002599066,0.0000243878,0.0001568702,0.003221017,0.000214942,0.0000251926,0.0002580793,0.000009985504,6.526475e-10,0.007654001,0.00573821,0.9826713],"study_design_scores_gemma":[0.0007181487,0.00006832252,0.0002103686,0.0001948421,0.0004212336,0.00000625949,0.000209694,0.0002199574,6.04392e-9,0.002022004,0.9957054,0.0002237875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001193644,0.9877962,0.0000590762,0.002429723,0.0002918028,0.002135888,0.00002576079,0.0000130743,0.007236536],"genre_scores_gemma":[0.00004914459,0.9947162,0.0008498222,0.0001645877,0.00004862157,0.00102867,0.00002142967,0.00002846357,0.003093066],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9899672,"threshold_uncertainty_score":0.9063039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04640890783618332,"score_gpt":0.2388023860166679,"score_spread":0.1923934781804846,"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."}}