{"id":"W4412087939","doi":"10.32942/x25353","title":"Nature restoration legislation means redefining targets and forecasting progress","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Water Resources and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk Fonden","keywords":"Legislation; Environmental planning; Business; Environmental resource management; Political science; Economics; Geography; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00965561,0.001166668,0.0008875034,0.002744217,0.001123678,0.006885303,0.001527235,0.003318771,0.005287108],"category_scores_gemma":[0.02922464,0.0004380754,0.000667946,0.00253541,0.00294664,0.009243788,0.002733408,0.003859831,0.001662366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003682121,"about_ca_system_score_gemma":0.0064144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01085022,"about_ca_topic_score_gemma":0.008921206,"domain_scores_codex":[0.9927689,0.002367663,0.0004914718,0.001573976,0.002360104,0.0004379332],"domain_scores_gemma":[0.9844343,0.006499493,0.004403491,0.002014645,0.002145428,0.0005025737],"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":[0.00008062687,0.0003333122,0.02677642,0.0004695881,0.00009710342,0.0001873525,0.002174553,0.2000408,0.00154975,0.4695844,0.0362983,0.2624078],"study_design_scores_gemma":[0.00002340909,0.0002246315,0.01635169,0.0008363978,0.0000567674,0.0001558598,0.002044728,0.2666664,0.004456719,0.5904498,0.1185053,0.000228413],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0539559,0.001609112,0.7991225,0.04061574,0.001112784,0.0004551445,0.002511504,0.002795806,0.09782146],"genre_scores_gemma":[0.740971,0.002441104,0.2419154,0.001194471,0.0004281273,0.0005265459,0.001721675,0.0005407945,0.01026081],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01085022,"threshold_uncertainty_score":0.05106437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202405712246206,"score_gpt":0.2424957903073792,"score_spread":0.2222552190827586,"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."}}