{"id":"W2027801672","doi":"10.5558/tfc86317-3","title":"Le CERFO : un quart de siècle d’innovation","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; Sustainable management; Certification; Agroforestry; Forestry; Forest ecology; Certified wood; Technology transfer; Research centre; Logging; Sustainability; Geography; Business; Environmental resource management; Ecology; Environmental science; Library science; Computer science; Ecosystem; Management; Biology; Economics","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":[0.000149191,0.00007727367,0.00005069146,0.00003847029,0.0001269908,0.00003487829,0.0001814539,0.00005045204,0.0001949019],"category_scores_gemma":[0.00001133383,0.00006495154,0.00002290539,0.0002749048,0.00006046212,0.00008859239,0.00003253546,0.0001381229,0.0001191466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002919524,"about_ca_system_score_gemma":0.00003762209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003602504,"about_ca_topic_score_gemma":0.0002164682,"domain_scores_codex":[0.9994986,0.000008028185,0.0001225303,0.00007944221,0.00008641157,0.0002049733],"domain_scores_gemma":[0.9996455,0.0000111262,0.00001923434,0.0002766582,0.00001875791,0.0000287114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006747334,0.0000492141,0.002238463,0.00004906455,0.00003870201,0.000004100611,0.0001879367,0.01414104,0.05536383,0.9063395,0.01281516,0.008766196],"study_design_scores_gemma":[0.001762184,0.00008239039,0.1402965,0.0000211767,0.00003433907,0.00003670144,0.0003203351,0.3293345,0.163581,0.03358626,0.3303848,0.0005597768],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511542,0.00004147963,0.005025246,0.0009182172,0.0002931687,0.0001390897,0.000002586239,0.0003740186,0.04205197],"genre_scores_gemma":[0.999099,0.000006883128,0.0003415291,0.0001347286,0.00008750426,0.00001751701,0.00001188428,0.00002224617,0.0002786796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8727533,"threshold_uncertainty_score":0.2648647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006659238863696905,"score_gpt":0.2068627196459718,"score_spread":0.2002034807822749,"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."}}