{"id":"W4408307183","doi":"10.3390/f16030495","title":"Timber Harvesting in Mountainous Regions: A Comprehensive Review","year":2025,"lang":"en","type":"review","venue":"Forests","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Logging; Agroforestry; Environmental science; Geography; Environmental resource management; Forestry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009800714,0.0003825585,0.001136855,0.000373621,0.00002899846,0.00003394343,0.0002811897,0.0001674011,0.00005197372],"category_scores_gemma":[0.00008053808,0.0003512843,0.0002360732,0.000891762,0.00002641395,0.00006911861,0.0001134175,0.0002463342,0.000203379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121154,"about_ca_system_score_gemma":0.00006509782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000023869,"about_ca_topic_score_gemma":0.0008309772,"domain_scores_codex":[0.9985775,0.00006776216,0.0006209257,0.0002849774,0.0001478759,0.0003009529],"domain_scores_gemma":[0.9992629,0.0001050051,0.00009484144,0.000442041,0.00003721207,0.00005798303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[3.104607e-7,0.00001168791,0.00001243013,0.3761324,0.00006654033,0.00006441287,0.000007050553,0.0003150977,3.308706e-9,0.002760741,0.05030406,0.5703253],"study_design_scores_gemma":[0.00007089211,0.000004898221,0.00002345383,0.1687801,0.0001652056,0.00001117136,0.000001474957,0.0002240587,1.503228e-8,0.00005607741,0.8304224,0.0002402919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.724532e-7,0.9803663,0.0003703198,0.00001711371,0.0003277821,0.001431756,0.00001555404,0.0002918524,0.01717914],"genre_scores_gemma":[0.000001210012,0.9951341,0.000202646,0.0001658259,0.00003806615,0.0003912477,0.0002511228,0.0000545432,0.003761246],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7801183,"threshold_uncertainty_score":0.9998939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04168007169695312,"score_gpt":0.3177814360343008,"score_spread":0.2761013643373477,"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."}}