{"id":"W4408876063","doi":"10.1101/2025.03.21.644513","title":"TOWARDS CLIMATE-SMART REWILDING: AN INTEGRATED FRAMEWORK FOR BIODIVERSITY, CLIMATE CHANGE, AND SOCIETY","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Parks and Wilderness Society","funders":"","keywords":"Climate change; Biodiversity; Environmental resource management; Geography; Political science; Environmental science; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01991104,0.001089793,0.0008163949,0.001954589,0.003974593,0.01052648,0.002810164,0.006839099,0.006229346],"category_scores_gemma":[0.005523787,0.0004087579,0.001484423,0.001312872,0.02516934,0.007741386,0.009530851,0.007177024,0.001228774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008295756,"about_ca_system_score_gemma":0.01184581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007056678,"about_ca_topic_score_gemma":0.008490548,"domain_scores_codex":[0.993417,0.004742331,0.00017815,0.0004669331,0.0007475787,0.0004479596],"domain_scores_gemma":[0.995956,0.001118346,0.0002777131,0.0007903414,0.0008422352,0.001015344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003226017,0.00002068217,0.0001011959,0.0000361993,0.000008221175,0.00003090484,0.0006481195,0.002782613,0.00009452048,0.9884506,0.003700381,0.00412329],"study_design_scores_gemma":[0.000006214913,0.000007998392,0.0001193975,0.0001397575,0.000005894597,0.00002738518,0.0005550047,0.003285251,0.00008721155,0.9326227,0.06313213,0.00001111391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01114673,0.005749045,0.5729358,0.19242,0.001961063,0.0003142201,0.0002792946,0.0005728983,0.214621],"genre_scores_gemma":[0.5012909,0.005074461,0.4508871,0.01404783,0.001463465,0.0009196596,0.0004154741,0.0003347627,0.02556635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01991104,"threshold_uncertainty_score":0.1053009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03853437197894054,"score_gpt":0.2514484517158269,"score_spread":0.2129140797368863,"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."}}