{"id":"W2470031908","doi":"10.1093/jof/102.5.6","title":"Aesthetics: Are We Neglecting a Critical Issue in Certification for Sustainable Forest Management?","year":2004,"lang":"en","type":"article","venue":"Journal of Forestry","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pacific Insight Electronics (Canada); University of British Columbia","funders":"","keywords":"Certification; Certified wood; Forest management; Sustainable forest management; Business; Agroforestry; Environmental resource management; Environmental ethics; Aesthetics; Environmental science; Economics; Philosophy; Management","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":[0.000312576,0.0001162257,0.000154658,0.0001715548,0.0001207518,0.00007568298,0.0003737012,0.00006331313,0.0002338436],"category_scores_gemma":[0.0001830725,0.0001055605,0.00009437813,0.0003093028,0.0001010718,0.0005006493,0.0001270589,0.0001622717,0.00009137674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002981846,"about_ca_system_score_gemma":0.0000139029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001021394,"about_ca_topic_score_gemma":0.000109532,"domain_scores_codex":[0.9988381,0.00001869134,0.0003923669,0.0001440694,0.0002158011,0.0003909265],"domain_scores_gemma":[0.9994159,0.00004692916,0.000209922,0.0002042092,0.00002937275,0.00009368514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006769205,0.001326275,0.364509,0.001259975,0.00008785914,0.001430348,0.002733309,0.3359342,0.0001489814,0.117085,0.1564007,0.01840737],"study_design_scores_gemma":[0.00449139,0.0008957234,0.1144988,0.0006683059,0.0001539327,0.000179695,0.004597998,0.004915887,0.0003347432,0.5206428,0.3479891,0.0006315516],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9421638,0.0002387826,0.00469071,0.0230679,0.00029885,0.0007500357,0.000001846453,0.00002965821,0.02875847],"genre_scores_gemma":[0.9915603,0.00009284365,0.004919522,0.0002267358,0.0001672794,0.00001786691,0.000001239714,0.00001856206,0.002995656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4035578,"threshold_uncertainty_score":0.4304632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669916894153808,"score_gpt":0.284590892800708,"score_spread":0.2678917238591699,"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."}}