{"id":"W4408231123","doi":"10.2478/ffp-2025-0005","title":"The role of silviculture in British Columbia forest management","year":2025,"lang":"en","type":"article","venue":"Folia Forestalia Polonica","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Silviculture; Forest management; Forestry; Geography; Agroforestry; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0002127677,0.0001049354,0.0001550007,0.00003305025,0.0002120763,0.0001587963,0.0006237938,0.00007437203,0.0007131572],"category_scores_gemma":[0.00002500244,0.0001184341,0.00009326934,0.0005585918,0.0003475656,0.0001115794,0.0005312446,0.0001197922,0.0002121089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168106,"about_ca_system_score_gemma":0.00001137371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0521392,"about_ca_topic_score_gemma":0.5497581,"domain_scores_codex":[0.9987116,0.00004218703,0.0003177015,0.0002630945,0.0002336921,0.0004317307],"domain_scores_gemma":[0.9993976,0.00003996501,0.00008818253,0.000418917,0.000006292676,0.00004906905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001319582,0.0000770901,0.7616308,0.00002272908,0.00003360138,0.00001477573,0.00007642004,0.0003865068,0.00001330199,0.01844601,0.2113368,0.007948696],"study_design_scores_gemma":[0.0002705168,0.00002407882,0.5019219,0.00003990178,0.00001655137,0.000001150957,0.00008440763,0.0003440015,0.000006875842,0.01423593,0.482968,0.00008670254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7308224,0.0003803495,0.000002268143,0.000836471,0.0001698249,0.0005747657,0.00001468532,0.00003670461,0.2671625],"genre_scores_gemma":[0.9323136,0.0001855648,0.0001131801,0.0001435176,0.0000152693,0.00007568145,0.00001092715,0.0000102269,0.06713209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4976189,"threshold_uncertainty_score":0.9541727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002442081066541456,"score_gpt":0.2040871124557833,"score_spread":0.2016450313892419,"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."}}