{"id":"W2126038213","doi":"10.1007/s10021-005-0140-4","title":"Building Resilience in Lagoon Social–Ecological Systems: A Local-level Perspective","year":2005,"lang":"en","type":"article","venue":"Ecosystems","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":220,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Resilience (materials science); Ecological resilience; Perspective (graphical); Sustainability; Socio-ecological system; Environmental resource management; Psychological resilience; Ecology; Ecological systems theory; Diversity (politics); Geography; Sociology; Psychology; Computer science; Environmental science; Social psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005428921,0.0002369368,0.0003848994,0.0000316391,0.0002588764,0.0001485634,0.0003748493,0.0002601537,0.000331559],"category_scores_gemma":[0.0001304318,0.00008794396,0.0001022597,0.000724508,0.00005440612,0.000254359,0.0000990847,0.0002592549,0.0002287299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007775675,"about_ca_system_score_gemma":0.00001070239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001719204,"about_ca_topic_score_gemma":0.02493099,"domain_scores_codex":[0.9979565,0.0002181485,0.0004044548,0.0004976992,0.0003271646,0.0005960283],"domain_scores_gemma":[0.9992485,0.0002391594,0.0001753155,0.00006186347,0.0001315645,0.0001436083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002700212,0.002482632,0.02726362,0.0002739311,0.0001158123,0.0003075389,0.008388706,0.00214194,0.776941,0.04959119,0.06485482,0.06736877],"study_design_scores_gemma":[0.001564066,0.0008649128,0.6861975,0.0005417988,0.00003825433,0.0002666964,0.1001157,0.01069603,0.003054245,0.000658346,0.193971,0.002031479],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898589,0.0006826758,0.00002052553,0.005333741,0.0002466165,0.0005548372,0.0001242484,0.000152331,0.003026149],"genre_scores_gemma":[0.9982418,0.00002472294,0.00004462425,0.0001728937,0.001004042,0.00007562742,0.0000169102,0.000001909095,0.0004174645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7738868,"threshold_uncertainty_score":0.9928615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04992448747721173,"score_gpt":0.2791631054445524,"score_spread":0.2292386179673407,"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."}}