{"id":"W4417486691","doi":"10.21203/rs.3.rs-8389176/v1","title":"The Impacts of Peatland Restoration on Biodiversity: A Rapid Evidence Assessment from the Andes and Hindu Kush Himalayas","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Scotland’s Rural College; University of St Andrews","keywords":"Peat; Biodiversity; Overgrazing; Restoration ecology; Climate change; Drainage","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002156797,0.0004437746,0.0002900176,0.004101968,0.0006874432,0.00147278,0.0004286434,0.0003311744,0.001039703],"category_scores_gemma":[0.003662302,0.0001858067,0.0003121989,0.004273373,0.0009955975,0.0006833245,0.001569451,0.0004038323,0.000100969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002128256,"about_ca_system_score_gemma":0.002901981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06356013,"about_ca_topic_score_gemma":0.1728835,"domain_scores_codex":[0.9991261,0.0002922394,0.00007876872,0.00005911039,0.0003038255,0.0001399097],"domain_scores_gemma":[0.9960765,0.00134578,0.0009949186,0.0001896873,0.001129824,0.000263179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009305457,0.0001817851,0.8430454,0.001810399,0.001141474,0.003149064,0.008663978,0.002861371,0.004398346,0.001845549,0.001425336,0.1305468],"study_design_scores_gemma":[0.00002190996,0.0001821573,0.9908296,0.000223289,0.0003237015,0.0001902776,0.004555412,0.0004131768,0.0007195432,0.0002293886,0.002297402,0.00001416016],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9960056,0.001307312,0.0001171173,0.0003507256,0.000006061099,0.00003014776,0.0005095694,0.000002634279,0.001670857],"genre_scores_gemma":[0.9966089,0.001731883,0.000598431,0.00007306457,0.00001265877,0.00001478914,0.0005188013,0.000001638853,0.00043982],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06356013,"threshold_uncertainty_score":0.1263803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07190849245266197,"score_gpt":0.3776628996035384,"score_spread":0.3057544071508764,"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."}}