{"id":"W2003761488","doi":"10.5558/tfc86328-3","title":"CERFO: 25 years of innovations in the forestry sector","year":2010,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Silviculture; Sustainable forest management; Forest management; Forestry; Agroforestry; Certification; Certified wood; Sustainable management; Forest ecology; Sustainability; Business; Environmental resource management; Geography; Ecology; Environmental science; Ecosystem; Management; Economics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001975676,0.00007892302,0.00007599762,0.00006146349,0.00004083596,0.00002244818,0.000372517,0.00005588181,0.000153726],"category_scores_gemma":[0.00002469285,0.00005512027,0.00003291373,0.0004687215,0.00009615116,0.00007190953,0.00004490763,0.0002145478,0.00003055713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002427397,"about_ca_system_score_gemma":0.00002536751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005736166,"about_ca_topic_score_gemma":0.001016619,"domain_scores_codex":[0.9994018,0.00001394961,0.0001835917,0.00007853288,0.0001448175,0.0001773011],"domain_scores_gemma":[0.9994838,0.00004356086,0.0000313368,0.0004063787,0.00001775876,0.00001722737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003824679,0.0004263378,0.09067797,0.0005342836,0.0001986132,0.00003010162,0.005235154,0.05735789,0.0347292,0.7123963,0.06753552,0.03084038],"study_design_scores_gemma":[0.0009914093,0.00005875387,0.8407893,0.00003450273,0.00002339811,0.00001185808,0.0005406618,0.04838138,0.004677009,0.005649987,0.09859078,0.0002509364],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914129,0.00006632521,0.0002587713,0.0002651933,0.0002787199,0.0002152735,0.000008749195,0.00007195123,0.007422085],"genre_scores_gemma":[0.9995629,0.00001365461,0.00009766927,0.0000864881,0.00007394025,0.00002809578,0.00001251734,0.000016346,0.0001084062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7501113,"threshold_uncertainty_score":0.2247739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012354586568578,"score_gpt":0.227554834486522,"score_spread":0.215200247917944,"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."}}