{"id":"W29047121","doi":"10.1093/forestscience/49.2.209","title":"Coarse Filter Ecosystem Management in a Nonequilibrating Forest","year":2003,"lang":"en","type":"article","venue":"Forest Science","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Disturbance (geology); Environmental science; Forest ecology; Taiga; Forest management; Habitat; Population; Ecology; Ecosystem; Geography; Agroforestry; Forestry","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009736358,0.0001736227,0.0001310562,0.0002028396,0.0002288867,0.0001426044,0.000714022,0.00003356134,0.001932065],"category_scores_gemma":[0.00006606327,0.0001552152,0.00004245045,0.001466086,0.0003808682,0.0008724077,0.0004121175,0.00009954999,0.003538938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002133758,"about_ca_system_score_gemma":0.00001861206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000218702,"about_ca_topic_score_gemma":0.003275491,"domain_scores_codex":[0.9978516,0.00004316272,0.0002827123,0.0005381858,0.0005714859,0.0007129305],"domain_scores_gemma":[0.9992638,0.00002379816,0.00008068225,0.0004744104,0.000005352486,0.000151996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001085155,0.0001769011,0.5338224,0.00004185472,0.00000742447,0.0001254455,0.0007870102,0.1783826,0.0005785925,0.2730004,0.01098924,0.002077271],"study_design_scores_gemma":[0.001705026,0.0002220097,0.1418691,0.0001336899,0.00002373388,0.0000349759,0.000277947,0.7104356,0.0003014579,0.01178038,0.1320383,0.001177818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7530342,0.000006596795,0.0003112632,0.00007862353,0.0002222166,0.0003807083,0.000001610932,0.00003888938,0.2459259],"genre_scores_gemma":[0.9919187,0.000005176755,0.003190439,0.0002280391,0.00002639208,0.00005537185,0.000002098198,0.00001330208,0.004560527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.532053,"threshold_uncertainty_score":0.9989803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01138097629215603,"score_gpt":0.2307359877484,"score_spread":0.219355011456244,"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."}}