{"id":"W4322746297","doi":"10.1007/978-3-031-15988-6_15","title":"Silviculture of Mixed-Species and Structurally Complex Boreal Stands","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in global change research","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue; University of Alberta; Ministère des Ressources naturelles et des Forêts","funders":"","keywords":"Taiga; Biome; Boreal; Silviculture; Geography; Forest management; Resilience (materials science); Ecosystem; Agroforestry; Ecology; Environmental resource management; Forestry; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003529042,0.0002312211,0.0003086091,0.0001192233,0.00008908539,0.00003355554,0.0004586887,0.0001686039,0.001305165],"category_scores_gemma":[0.00003323916,0.0001928893,0.00005157767,0.0002925757,0.001020592,0.0002805408,0.0009999124,0.0003332372,0.0002279346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002974732,"about_ca_system_score_gemma":0.000008959028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000930064,"about_ca_topic_score_gemma":0.01067559,"domain_scores_codex":[0.9978065,0.00004158551,0.0002412752,0.0004212302,0.001000094,0.0004893512],"domain_scores_gemma":[0.9994211,0.00008601185,0.00008709004,0.0002729638,0.00003123615,0.0001016363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000169796,0.00002888374,0.04601607,0.000627549,0.0000504554,0.0001629,0.0008044856,0.00004336214,0.0000208617,0.7401353,0.07793181,0.1340086],"study_design_scores_gemma":[0.0002724295,0.0001914346,0.09529451,0.0001667288,0.000007372237,0.000003143084,0.00007661524,0.0000500686,0.00000331195,0.06572566,0.8379455,0.0002632286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002334012,0.002454251,6.870615e-7,0.0003463201,0.0001310882,0.0005342222,0.0005144777,0.00003054299,0.9936544],"genre_scores_gemma":[0.1953146,0.06329218,0.0004088518,0.0001182588,0.0007471339,0.00008574955,0.0004984975,0.00008352376,0.7394512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7600137,"threshold_uncertainty_score":0.9996078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113847998522136,"score_gpt":0.374711632748561,"score_spread":0.2608636342264251,"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."}}