{"id":"W2121553313","doi":"10.1093/forestry/cpt044","title":"A new silvicultural approach to the management of uneven-aged Northern hardwoods: frequent low-intensity harvesting","year":2013,"lang":"en","type":"article","venue":"Forestry An International Journal of Forest Research","topic":"Forest ecology and management","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université du Québec en Outaouais","funders":"","keywords":"Forest management; Silviculture; Sustainability; Environmental science; Basal area; Agroforestry; Forest ecology; Agricultural engineering; Forestry; Ecosystem; Ecology; Geography; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00149318,0.0001596458,0.0002016934,0.0001539343,0.0002101475,0.0001473546,0.001957728,0.00007065956,0.0007224706],"category_scores_gemma":[0.0001182916,0.0001039709,0.0001377075,0.0003385387,0.00026663,0.0007816732,0.0007822047,0.0005491231,0.000357153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003202418,"about_ca_system_score_gemma":0.00004825597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002437268,"about_ca_topic_score_gemma":0.0009894668,"domain_scores_codex":[0.9970307,0.0001627961,0.0005597715,0.0002735534,0.00153726,0.0004359456],"domain_scores_gemma":[0.9986445,0.00007472423,0.0002695912,0.0003502644,0.000363057,0.0002978877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005918885,0.001101022,0.8135117,0.00007487797,0.0008767702,0.0002321406,0.002473501,0.1118699,0.0004490406,0.02327119,0.03379171,0.01175633],"study_design_scores_gemma":[0.000585149,0.0003628063,0.9852371,0.00009811588,0.00001805012,0.00009018293,0.001033224,0.0009856139,0.0002058937,0.008978017,0.002281945,0.0001239117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835272,0.0000153009,0.004245688,0.00174952,0.0003926597,0.0005867425,0.00000415778,0.00001030962,0.009468373],"genre_scores_gemma":[0.9872336,0.00001760355,0.009424752,0.0001489027,0.0002588159,0.00003426738,0.00001146009,0.00001427958,0.002856358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1717254,"threshold_uncertainty_score":0.7910546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03346737484826368,"score_gpt":0.3017864043671042,"score_spread":0.2683190295188406,"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."}}