{"id":"W2183368641","doi":"10.5558/tfc2013-093","title":"Forest ecosystem management in North America: From theory to practice","year":2013,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Cegep de Sainte Foy; Université de Moncton; Université du Québec à Montréal","funders":"","keywords":"Snag; Environmental resource management; Forest management; Natural (archaeology); Riparian zone; Forest ecology; Geography; Scale (ratio); Forest dynamics; Environmental science; Ecosystem management; Ecosystem; Ecology; Forestry; Habitat; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001425687,0.0001104725,0.0001204243,0.000008628803,0.0002639172,0.0000415533,0.0004172248,0.00004368692,0.0005246944],"category_scores_gemma":[0.00004210522,0.00003740611,0.00004442117,0.0002943408,0.00007307222,0.0001676565,0.0003053277,0.0001125914,0.002102149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006564646,"about_ca_system_score_gemma":0.000003870915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002073139,"about_ca_topic_score_gemma":0.03042875,"domain_scores_codex":[0.9991089,0.0001107634,0.0001353063,0.0002223182,0.0001167717,0.0003059795],"domain_scores_gemma":[0.9993809,0.0003748639,0.00005824215,0.0000987289,0.00002925349,0.0000579875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000429778,0.0006656397,0.7396411,0.00003087041,0.0004113553,0.0001092995,0.002266851,0.001509956,0.000496116,0.004205669,0.05475733,0.195476],"study_design_scores_gemma":[0.0001268862,0.0001566147,0.9090258,0.000008508388,0.00001936579,0.000001695163,0.003746388,0.00007616167,0.00002186023,0.001440099,0.0852614,0.0001151707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915188,0.000159635,0.000005519834,0.00592726,0.0001207016,0.000503426,0.00004547079,0.00004023642,0.001678967],"genre_scores_gemma":[0.9977177,0.0000648987,0.0001700419,0.001518982,0.0001003606,0.00007160359,0.00003019725,6.796447e-7,0.0003255424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1953608,"threshold_uncertainty_score":0.9986748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180094977164242,"score_gpt":0.201938654413684,"score_spread":0.1901377046420416,"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."}}