{"id":"W1593155032","doi":"10.1111/j.1526-100x.2012.00919.x","title":"Science, Uncertainty, and Values in Ecological Restoration: A Case Study in Structured Decision‐Making and Adaptive Management","year":2012,"lang":"en","type":"article","venue":"Restoration Ecology","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"National Science Foundation","keywords":"Stewardship (theology); Adaptive management; Context (archaeology); Structuring; Government (linguistics); Environmental resource management; Restoration ecology; Process management; Quality (philosophy); Adaptation (eye); Management science; Business; Computer science; Environmental planning; Knowledge management; Political science; Ecology; Engineering; Psychology; Environmental science; Geography","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":[0.02723011,0.000634607,0.0007285852,0.001247525,0.02925232,0.008440984,0.002626745,0.005437341,0.002691509],"category_scores_gemma":[0.01796549,0.0004838456,0.0007396343,0.001646108,0.02147329,0.004170666,0.007166109,0.005774383,0.0002097747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01334751,"about_ca_system_score_gemma":0.01347043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03784322,"about_ca_topic_score_gemma":0.1065579,"domain_scores_codex":[0.972802,0.02266077,0.0003141372,0.0006027435,0.001775778,0.00184447],"domain_scores_gemma":[0.974185,0.02059457,0.001055333,0.00104198,0.001189688,0.001933438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003362515,0.002047469,0.008248345,0.0003280412,0.00005168415,0.0152306,0.8295133,0.006761649,0.001240699,0.1041597,0.003432092,0.02865015],"study_design_scores_gemma":[0.0001120202,0.0004974088,0.002599504,0.0003099133,0.000032243,0.001704336,0.9049782,0.006765027,0.001779367,0.02733965,0.05381571,0.00006675594],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344668,0.0005091698,0.01218287,0.01078576,0.00009021042,0.0005855453,0.00003598085,0.00002450578,0.04131913],"genre_scores_gemma":[0.9862574,0.0003400879,0.009657761,0.0004561695,0.00002183324,0.0002270912,0.00001098558,0.00001132476,0.003017504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03784322,"threshold_uncertainty_score":0.1440083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02933629783250267,"score_gpt":0.3137754855934494,"score_spread":0.2844391877609467,"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."}}