{"id":"W2141329490","doi":"10.1111/conl.12156","title":"From Management to Stewardship: Viewing Forests As Complex Adaptive Systems in an Uncertain World","year":2014,"lang":"en","type":"article","venue":"Conservation Letters","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":248,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Université TÉLUQ; Okanagan College; Université du Québec en Outaouais; Université du Québec à Montréal","funders":"","keywords":"Adaptability; Ecoforestry; Adaptive management; Environmental resource management; Incentive; Stewardship (theology); Forest ecology; Pace; Business; Adaptive capacity; Forest management; Ecosystem management; Climate change; Ecosystem; Forest restoration; Ecology; Agroforestry; Politics; Geography; Political science; Economics; Environmental science","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":[0.006489862,0.0005064775,0.0004854109,0.001187813,0.004144852,0.01782693,0.00181432,0.005951108,0.003235845],"category_scores_gemma":[0.005619898,0.0003508847,0.0005016187,0.0009811022,0.03248655,0.01332046,0.00474196,0.005421009,0.0003125336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006667532,"about_ca_system_score_gemma":0.003733518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006239745,"about_ca_topic_score_gemma":0.007539081,"domain_scores_codex":[0.9964977,0.002427487,0.00006076868,0.000341161,0.0003395699,0.0003332999],"domain_scores_gemma":[0.994526,0.002960796,0.0006407099,0.0004004021,0.0005503715,0.0009218048],"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":[0.00002696794,0.00004398604,0.001710333,0.00007291016,0.00002088148,0.0002829607,0.005946557,0.005442159,0.0002661067,0.9727473,0.005199312,0.008240621],"study_design_scores_gemma":[0.000006051856,0.00002038841,0.0008777878,0.00008097471,0.000008629991,0.00006842172,0.004246213,0.005371014,0.000122876,0.968239,0.02093902,0.0000195311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1068089,0.01282523,0.1158862,0.6055654,0.001560649,0.0001050288,0.0001158706,0.0001223516,0.1570104],"genre_scores_gemma":[0.9794798,0.00209638,0.00765085,0.007057852,0.0005766662,0.0000602936,0.00001294588,0.0000245198,0.003040791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01782693,"threshold_uncertainty_score":0.04837662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04265102930437285,"score_gpt":0.2722124128549434,"score_spread":0.2295613835505705,"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."}}