{"id":"W2017717208","doi":"10.3390/land4010083","title":"Carbon Cycling, Climate Regulation, and Disturbances in Canadian Forests: Scientific Principles for Management","year":2015,"lang":"en","type":"article","venue":"Land","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University","funders":"U.S. Forest Service; Canadian Forest Service; McGill University","keywords":"Carbon cycle; Wilderness; Climate change; Greenhouse gas; Environmental science; Environmental resource management; Logging; Uncertainty; Ecosystem services; Land use; Forest management; Natural resource economics; Ecosystem; Geography; Ecology; Business; Agroforestry; Forestry; Economics; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00661616,0.001052911,0.001058165,0.005378189,0.005979933,0.006246534,0.00259973,0.001781263,0.000863928],"category_scores_gemma":[0.00544121,0.0003658959,0.0009046834,0.0088031,0.008523073,0.003317385,0.001611564,0.002958278,0.0001193352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06197215,"about_ca_system_score_gemma":0.2000714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9678553,"about_ca_topic_score_gemma":0.9881191,"domain_scores_codex":[0.9973544,0.0003427984,0.0002289051,0.0002362619,0.001530877,0.0003068665],"domain_scores_gemma":[0.9940401,0.001152421,0.0005375354,0.0002286644,0.003675704,0.0003655692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009459713,0.0001742709,0.03483984,0.01036043,0.0002824106,0.000637179,0.008163973,0.01067991,0.002570258,0.1863801,0.07117926,0.6746378],"study_design_scores_gemma":[0.00002946777,0.00007172325,0.1089556,0.01332506,0.0005197845,0.0002917356,0.008087735,0.002598026,0.001341776,0.1026208,0.7618486,0.0003096933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0103201,0.8591861,0.007613355,0.08562992,0.001367636,0.0002010929,0.00108361,0.00007919616,0.03451915],"genre_scores_gemma":[0.1562284,0.804432,0.02277127,0.009447754,0.0008690002,0.000174744,0.0006375242,0.00002788645,0.005411387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06197215,"threshold_uncertainty_score":0.4496416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331530142485373,"score_gpt":0.2215958249495565,"score_spread":0.2082805235247028,"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."}}