{"id":"W4414685136","doi":"10.3390/fib13100134","title":"Life Cycle Carbon Footprint Assessment of a Typical Bamboo-Based Fiber Composite Material","year":2025,"lang":"en","type":"article","venue":"Fibers","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","funders":"Division of Materials Research; Jiangxi Provincial Department of Science and Technology; National Natural Science Foundation of China","keywords":"Carbon footprint; Carbonization; Life-cycle assessment; Bamboo; Composite number; Fiber; Carbon fibers; Process (computing)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005959482,0.00007485764,0.0001278646,0.000007523814,0.00007124293,0.00002487223,0.0001433997,0.00005683798,0.0003396376],"category_scores_gemma":[0.000007135105,0.00002983814,0.00006072706,0.0001330002,0.00005083881,0.000008319287,0.00006005005,0.00005649912,0.000005097084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002049881,"about_ca_system_score_gemma":0.00002674278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003693224,"about_ca_topic_score_gemma":0.00004050086,"domain_scores_codex":[0.9994254,0.00003038113,0.0001658174,0.0001583114,0.00009118907,0.0001288937],"domain_scores_gemma":[0.9997483,0.00004610338,0.00004443178,0.00006375983,0.00003260564,0.0000648346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001742179,0.0003290895,0.008962149,0.00004757795,0.00005292287,8.624481e-7,0.00002501552,0.0004601658,0.9336179,0.003196849,0.001049855,0.05208335],"study_design_scores_gemma":[0.0005314156,0.0003068405,0.8284294,0.0001043092,0.00005776401,6.226189e-7,0.0001168962,0.005725038,0.07357989,0.0006583564,0.09015845,0.000331053],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861414,0.00001490808,0.000005555152,0.003502568,0.00007831574,0.0001633502,0.0000291161,0.00003607785,0.01002872],"genre_scores_gemma":[0.9986258,0.000001905322,0.0005396259,0.0003246547,0.000053138,0.00003437189,0.00003002542,5.810891e-7,0.0003898846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.860038,"threshold_uncertainty_score":0.3718794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208655551662864,"score_gpt":0.2403197793107715,"score_spread":0.2282332237941429,"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."}}