{"id":"W4240761171","doi":"10.5558/tfc87019-1","title":"Model Forest News / Nouvelles des Forêts modèles","year":2011,"lang":"fr","type":"article","venue":"The Forestry Chronicle","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mod; Forestry; Physics; Computer science; Geography; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003371504,0.0009205276,0.0007963383,0.0008791261,0.0007718222,0.005359909,0.001860398,0.002082789,0.09625215],"category_scores_gemma":[0.01062085,0.0009371266,0.001243354,0.001064629,0.0006625879,0.006367588,0.001035193,0.003084843,0.01454171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002168176,"about_ca_system_score_gemma":0.002056631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0184153,"about_ca_topic_score_gemma":0.0256782,"domain_scores_codex":[0.9985398,0.0005897092,0.00004988274,0.0001873185,0.0005104282,0.0001228574],"domain_scores_gemma":[0.9953915,0.002701619,0.0001252639,0.0009935945,0.0005464908,0.0002414524],"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":[0.0007376379,0.0002562366,0.001182667,0.0002911687,0.0001037133,0.0001003741,0.0001510633,0.1890127,0.0008244867,0.399621,0.2868997,0.1208193],"study_design_scores_gemma":[0.0002511404,0.00006121504,0.0003379473,0.000137935,0.00004224214,0.00005627536,0.00006416799,0.5215747,0.001694411,0.1699594,0.3057636,0.00005687989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03115086,0.003133791,0.4140996,0.02293214,0.003198821,0.000293855,0.02534529,0.02047613,0.4793695],"genre_scores_gemma":[0.370808,0.004466397,0.243592,0.002944138,0.001309116,0.001169342,0.0365494,0.01502164,0.3241399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09625215,"threshold_uncertainty_score":0.3219955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04835692368198272,"score_gpt":0.2433326601126241,"score_spread":0.1949757364306414,"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."}}