{"id":"W4410425705","doi":"10.1007/s00267-025-02180-8","title":"Modelling Ecosystem Services Trade-offs with Community Values to Inform Decision Making for Coastal and Estuarine Restoration","year":2025,"lang":"en","type":"article","venue":"Environmental Management","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Nature Conservation; Ecosystem services; Forest management; Environmental resource management; Ecosystem; Estuary; Environmental science; Restoration ecology; Agroforestry; Ecology; Biology","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":[0.002026963,0.0004257967,0.0003936289,0.0005860017,0.000411684,0.001920021,0.000771129,0.001177237,0.003603713],"category_scores_gemma":[0.009670818,0.000452583,0.0005720071,0.0009882055,0.0007986546,0.002424692,0.0008867452,0.001071433,0.0001652481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002526467,"about_ca_system_score_gemma":0.001382087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03522111,"about_ca_topic_score_gemma":0.0554837,"domain_scores_codex":[0.9995608,0.0002587404,0.00001904891,0.00005785873,0.00004259776,0.0000610212],"domain_scores_gemma":[0.9958047,0.003338879,0.000322501,0.0001371305,0.000183629,0.0002131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005166824,0.00005191729,0.007705686,0.00001568207,0.00003872848,0.00003451507,0.00005368785,0.9810524,0.0002396703,0.006598721,0.0002388924,0.003918552],"study_design_scores_gemma":[0.000004411417,0.00000902196,0.001245032,0.000004577316,0.000006976486,0.000005765217,0.00005114741,0.9907615,0.00007495731,0.007645613,0.0001862659,0.00000473045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245301,0.0002824462,0.06435221,0.0010735,0.00004337029,0.00003644094,0.0003672012,0.00008413959,0.009230601],"genre_scores_gemma":[0.9916733,0.00005790112,0.007133754,0.00002279137,0.000005288406,0.00001681668,0.00005938981,0.00001515909,0.001015572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03522111,"threshold_uncertainty_score":0.07003218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004078034692854,"score_gpt":0.2239099975265742,"score_spread":0.2138692171796457,"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."}}