{"id":"W2170108786","doi":"10.5558/tfc83338-3","title":"Implementation of natural disturbance-based management in northern British Columbia","year":2007,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disturbance (geology); Seral community; Natural (archaeology); Environmental resource management; Forest management; Geography; Environmental science; Ecological succession; Ecology; Forestry; Archaeology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001735304,0.000141004,0.0001541649,0.000580131,0.003161191,0.001692482,0.001351369,0.0007073245,0.001690965],"category_scores_gemma":[0.004362508,0.0002403622,0.00008321021,0.0008381695,0.001230599,0.0003629468,0.001393136,0.0007821382,0.0001060839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04041324,"about_ca_system_score_gemma":0.0608073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9505692,"about_ca_topic_score_gemma":0.9877893,"domain_scores_codex":[0.9974589,0.0005367796,0.0001271621,0.0001604525,0.0006821335,0.001034679],"domain_scores_gemma":[0.9961093,0.0005291671,0.0003790861,0.0001747476,0.001573887,0.001233918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005264175,0.001919724,0.4338149,0.0008300262,0.0001279142,0.002895038,0.01711236,0.01668886,0.01254243,0.01412981,0.02880019,0.4706123],"study_design_scores_gemma":[0.00009246343,0.0003349958,0.9412505,0.0001735701,0.00002559214,0.000130654,0.007525319,0.002824609,0.001331717,0.0003866221,0.0458684,0.00005558978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637572,0.0007273082,0.0005092851,0.003940796,0.00002985563,0.0003807489,0.0002296627,0.00007507501,0.03035007],"genre_scores_gemma":[0.9854608,0.0005259706,0.00102747,0.0009780085,0.000007838624,0.0001798362,0.0002256757,0.000007751255,0.01158669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04943079,"threshold_uncertainty_score":0.29322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005718570101788354,"score_gpt":0.2396699604764198,"score_spread":0.2339513903746314,"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."}}