{"id":"W3215877573","doi":"10.1093/forestry/cpab047","title":"The changing culture of silviculture","year":2021,"lang":"en","type":"article","venue":"Forestry An International Journal of Forest Research","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; University of Alberta; Ministry of Natural Resources and Forestry; Ministère des Ressources naturelles et des Forêts; FPInnovations; Université de Moncton; Ministry of Forests; University of Toronto; Université du Québec en Abitibi-Témiscamingue; University of New Brunswick; Canadian Forest Service; University of British Columbia; Natural Resources Canada; Université Laval","funders":"Natural Resources Canada; FPInnovations; Natural Sciences and Engineering Research Council of Canada; Eidgenössische Technische Hochschule Zürich","keywords":"Silviculture; Key (lock); Diversification (marketing strategy); Forest management; Environmental resource management; Software deployment; Ecosystem services; Process (computing); Computer science; Sustainable forest management; Forest ecology; Business; Ecosystem; Ecology; Agroforestry; Environmental science; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001921228,0.00008731002,0.0001312997,0.0000879897,0.0002119688,0.0001364939,0.00112851,0.00008163026,0.0003194156],"category_scores_gemma":[0.0007529103,0.00005350986,0.0001214841,0.0004044952,0.0002485409,0.0005167323,0.0003124222,0.0005492856,0.00005021692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001959267,"about_ca_system_score_gemma":0.00008360568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007389556,"about_ca_topic_score_gemma":0.000202829,"domain_scores_codex":[0.9971021,0.0002887186,0.0003734323,0.0001428216,0.001784752,0.0003081181],"domain_scores_gemma":[0.9985557,0.0002517313,0.000232707,0.0002347128,0.0005947899,0.0001303837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004554756,0.0005927444,0.9225641,0.00004627562,0.0003453146,0.001354048,0.006347382,0.00555269,0.01802955,0.00986867,0.01887525,0.01596843],"study_design_scores_gemma":[0.001569159,0.001210649,0.7873664,0.0005227104,0.00002344836,0.002588759,0.006610239,0.005526563,0.03821193,0.01080889,0.1452434,0.0003177884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993603,0.0002201898,0.00008448728,0.0006746041,0.000616698,0.00008468062,0.000008914002,0.000004387219,0.004703066],"genre_scores_gemma":[0.9973787,0.0001390968,0.0003482993,0.0000263973,0.0004955134,0.00000423041,0.000007777943,0.0000101036,0.001589893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1351977,"threshold_uncertainty_score":0.3497376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125209290503587,"score_gpt":0.3380452593393648,"score_spread":0.3167931664343289,"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."}}