{"id":"W2286929187","doi":"10.1080/14942119.2002.10702767","title":"Faculty of Forestry and Environmental Management University of New Brunswick - Canada","year":2002,"lang":"en","type":"article","venue":"International Journal of Forest Engineering","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Forestry; Business; Engineering; Forest management; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.00004525232,0.00006156013,0.0000824661,0.00003938391,0.0000109962,0.000003661186,0.0002597234,0.00001490596,0.0005654542],"category_scores_gemma":[0.000005877005,0.00006531435,0.00003440428,0.00003081403,0.00003590393,0.0001290918,0.0001734391,0.00004978706,0.000002532147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716602,"about_ca_system_score_gemma":0.00000926605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02906765,"about_ca_topic_score_gemma":0.02397005,"domain_scores_codex":[0.999338,0.000003774691,0.0001798007,0.00006264477,0.0003502039,0.00006552336],"domain_scores_gemma":[0.9997036,0.00001005807,0.0001502371,0.00006898203,0.000003338952,0.00006374928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005640597,0.0001714892,0.7470244,0.00004305044,0.0004025522,0.0002164976,0.0005432232,0.2123563,0.001905607,0.001506724,0.0224427,0.01333106],"study_design_scores_gemma":[0.0008332927,0.00004700886,0.923851,0.00004857792,0.00002911238,0.00003230389,0.0003623533,0.00833571,0.0005025565,0.00004529282,0.06581376,0.00009904513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959582,0.00006123297,0.00250459,0.0004324073,0.0001185956,0.00004693022,0.000008840021,0.000002340891,0.000866884],"genre_scores_gemma":[0.9954467,0.0001639535,0.003417429,0.00004635135,0.00001305023,3.871835e-8,0.000003936452,0.000004397695,0.0009040831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2040206,"threshold_uncertainty_score":0.99384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006757825665897219,"score_gpt":0.1633559745398775,"score_spread":0.1565981488739803,"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."}}