{"id":"W1995687085","doi":"10.1007/s10980-012-9725-4","title":"Resilience, experimentation, and scale mismatches in social-ecological landscapes","year":2012,"lang":"en","type":"article","venue":"Landscape Ecology","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":274,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Landscape ecology; Ecosystem services; Resilience (materials science); Environmental resource management; Sustainability; Psychological resilience; Ecosystem; Ecology; Scale (ratio); Environmental planning; Geography; Environmental science; Habitat","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":[0.0002561272,0.0000998479,0.0001784908,0.00003571002,0.0001397182,0.00001675203,0.0001060688,0.0001230199,0.003169178],"category_scores_gemma":[0.000007755215,0.00007532765,0.00002024621,0.0001330313,0.0000255439,0.0002316673,0.000121085,0.00006761144,0.000390265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003133979,"about_ca_system_score_gemma":0.000003458116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006753757,"about_ca_topic_score_gemma":0.003464641,"domain_scores_codex":[0.9990897,0.00007918742,0.0001771723,0.0001944925,0.00008440733,0.0003750198],"domain_scores_gemma":[0.999715,0.00007614245,0.00005112264,0.00007266691,0.000002557592,0.00008254241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000128077,0.0001073278,0.9958215,0.000007019129,0.000003022201,0.000002410406,0.001564683,0.00002479897,0.0003579473,0.00004387489,0.001851198,0.000203421],"study_design_scores_gemma":[0.0004188234,0.00004263511,0.9948711,0.000002034514,0.000005432417,0.00001266121,0.000901747,0.0003915704,0.0002683974,0.0001481661,0.00282332,0.0001141437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863259,0.0001293906,0.000002504135,0.0003657436,0.0001414426,0.0001121969,0.000001840192,0.00002679131,0.01289422],"genre_scores_gemma":[0.9992643,0.00003215849,0.0001223504,0.0003012678,0.0001213931,0.00004812768,0.000007588136,0.000006162251,0.00009666364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01293842,"threshold_uncertainty_score":0.9977421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008500894985861278,"score_gpt":0.2377231625415846,"score_spread":0.2292222675557233,"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."}}