{"id":"W7117587528","doi":"10.1016/j.bamboo.2025.100219","title":"Transforming economic and environmental sustainability through bamboo: a systematic review","year":2025,"lang":"en","type":"article","venue":"Advances in Bamboo Science","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Faculty of Forestry, University of British Columbia; Zhejiang A and F University; National Social Science Fund of China; University of British Columbia","keywords":"Sustainability; Bamboo; Sustainable development; Livelihood; Carbon footprint; Corporate governance; Resource efficiency; Resource (disambiguation); Ecosystem services","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005220723,0.000114825,0.0002622692,0.00001400672,0.0003170464,0.0000513524,0.0003849017,0.00002662011,0.00003313691],"category_scores_gemma":[0.00006147663,0.00004711905,0.00003851063,0.0003383236,0.0005402566,0.0008457542,0.0001001044,0.00007886967,0.000005931506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888437,"about_ca_system_score_gemma":0.00003205502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006937189,"about_ca_topic_score_gemma":0.0001552266,"domain_scores_codex":[0.9988315,0.00003476756,0.0003246324,0.0004107717,0.0001209676,0.0002773859],"domain_scores_gemma":[0.9996457,0.000119711,0.00006426631,0.0001120652,0.00001428138,0.00004396509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007150271,0.0007239587,0.0380916,0.1453909,0.00003752525,0.00001174119,0.002208487,0.0002428607,0.1113011,0.2086603,0.0002175971,0.4930424],"study_design_scores_gemma":[0.002940188,0.001791979,0.08394504,0.1892141,0.0008265135,0.0001831499,0.08037333,0.01161448,0.04991517,0.3131667,0.259119,0.006910251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8735933,0.1118042,0.0001253865,0.005025952,0.0001253554,0.002734242,0.0000308617,0.0000577687,0.006502899],"genre_scores_gemma":[0.9795636,0.01928731,0.00009507781,0.0006914254,0.00001008918,0.0002050044,0.000002843748,4.591057e-7,0.000144193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4861322,"threshold_uncertainty_score":0.2438497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006205996192561124,"score_gpt":0.2499323725182774,"score_spread":0.2437263763257163,"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."}}