{"id":"W2172597423","doi":"10.22230/jem.2008v9n1a379","title":"Ecosystem-based management: Its application to forest management in British Columbia","year":2008,"lang":"en","type":"article","venue":"Journal of Ecosystems and Management","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kamloops Art Gallery","funders":"","keywords":"Temperate rainforest; Sustainability; Sustainable forest management; Forest management; Environmental resource management; Ecosystem; Sustainable management; Forest ecology; Ecosystem management; Geography; Ecosystem-based management; Temperate climate; Agroforestry; Ecology; Forestry; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007558793,0.0001896417,0.0003644,0.0003038274,0.0001988897,0.0001915184,0.0004806223,0.00005447664,0.0004126707],"category_scores_gemma":[0.000003828774,0.0002539203,0.0001076755,0.0006285549,0.00003052504,0.0003221628,0.0003842652,0.0001082718,0.0004496475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003056226,"about_ca_system_score_gemma":0.000003896816,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002435417,"about_ca_topic_score_gemma":0.07419173,"domain_scores_codex":[0.9976381,0.00006615099,0.0008517717,0.0003999354,0.0005969601,0.00044709],"domain_scores_gemma":[0.9990356,0.00001568067,0.0003699247,0.0003287832,0.00002034121,0.0002296443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001608494,0.001212918,0.4355161,0.00364694,0.0007225186,0.005305634,0.0004187499,0.05665896,0.00003637627,0.004355912,0.393533,0.09843204],"study_design_scores_gemma":[0.002752515,0.0002316963,0.2970506,0.0006398977,0.0001236926,0.000135232,0.0001639763,0.008165839,0.000002949861,0.0001959921,0.6900761,0.0004615934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.925611,0.000204981,0.001629513,0.0003580502,0.0004012459,0.002689089,0.00001059774,0.0000375546,0.06905802],"genre_scores_gemma":[0.984294,0.001204671,0.001817678,0.0004088169,0.00008890781,0.0001876628,0.000005895942,0.00003130647,0.01196106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.296543,"threshold_uncertainty_score":0.9999913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007367493701237795,"score_gpt":0.2022283519978656,"score_spread":0.1948608582966278,"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."}}