{"id":"W4416717529","doi":"10.1007/s43621-025-02001-2","title":"Bamboo biomass estimation for sustainable forest management and climate mitigation: a comprehensive review of allometric models and emerging technologies","year":2025,"lang":"en","type":"article","venue":"Discover Sustainability","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Context (archaeology); Biomass (ecology); Climate change; Sustainable management; Sustainable forest management; Bamboo; Estimation; Empirical modelling; Forest management; Transferability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003671101,0.001876379,0.0027114,0.005905963,0.000417503,0.002809257,0.001964542,0.001123385,0.001843644],"category_scores_gemma":[0.007106723,0.0006966252,0.002117358,0.007546291,0.0007696541,0.003538362,0.001030416,0.001111788,0.00072357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001206013,"about_ca_system_score_gemma":0.001874942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004637579,"about_ca_topic_score_gemma":0.004708082,"domain_scores_codex":[0.998899,0.0003143668,0.0001300453,0.0002329994,0.0003827268,0.00004082918],"domain_scores_gemma":[0.9963483,0.00260458,0.0004538393,0.0001271986,0.0004176405,0.00004842541],"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":[0.00006577875,0.00006524736,0.005667822,0.02887776,0.0006939095,0.0001268454,0.0002161829,0.02549475,0.00223043,0.01060566,0.00643158,0.9195241],"study_design_scores_gemma":[0.00006270509,0.0006818284,0.04347077,0.05405741,0.003888926,0.001719356,0.001520677,0.1446948,0.006517435,0.08515686,0.6575256,0.0007036403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004160852,0.945087,0.04598957,0.0009412581,0.0003386006,0.00005985749,0.0005679651,0.0001599836,0.002694949],"genre_scores_gemma":[0.02791774,0.9414799,0.02881285,0.0002529005,0.000378246,0.0001040399,0.0005829366,0.00005543865,0.0004160227],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005905963,"threshold_uncertainty_score":0.01941484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299974281721719,"score_gpt":0.2641866462971371,"score_spread":0.2511869034799199,"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."}}