{"id":"W2095204161","doi":"10.1016/j.jenvman.2006.07.004","title":"Monitoring and information reporting for sustainable forest management: A regional comparison of forestry stakeholder perceptions","year":2006,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stakeholder; Sustainable forest management; Environmental resource management; Sustainable development; Business; Stakeholder engagement; Forest management; Sustainable management; Environmental planning; Geography; Sustainability; Forestry; Political science; Public relations; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005093793,0.0001689013,0.0002432006,0.0002102796,0.0001825871,0.000062312,0.0002592388,0.00004464574,0.0002078822],"category_scores_gemma":[0.00001346636,0.000160691,0.0001225141,0.0001352695,0.0001495046,0.001341472,0.0004046221,0.00009671415,0.00001963403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002425525,"about_ca_system_score_gemma":0.000002236496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005468725,"about_ca_topic_score_gemma":0.000003678492,"domain_scores_codex":[0.9977933,0.00001818413,0.001229449,0.0001475784,0.0004962584,0.0003152037],"domain_scores_gemma":[0.9980836,0.00002466022,0.00158395,0.0002303997,0.000008944995,0.00006846445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001656733,0.0004969595,0.916411,0.00053306,0.0001727475,0.00004589022,0.0005423351,0.03039623,0.0002581532,0.009159592,0.02418472,0.01763364],"study_design_scores_gemma":[0.001279079,0.0002235046,0.9329356,0.00008290051,0.0001901634,0.00001811084,0.004567666,0.0007653345,0.00007551673,0.00290382,0.05675447,0.0002038542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788244,0.0001062536,0.001240209,0.0001718816,0.00007636198,0.0006354178,0.00000401025,0.00001027152,0.01893123],"genre_scores_gemma":[0.9862105,0.0001628587,0.009339433,0.0000330088,0.00008682834,0.00002844532,0.00001337674,0.00001430429,0.004111223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03256975,"threshold_uncertainty_score":0.6552789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145646133790737,"score_gpt":0.256321796975323,"score_spread":0.2348653356374156,"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."}}