{"id":"W4411903459","doi":"10.3390/su17135977","title":"Engineered Bamboo for Sustainable Construction: A Systematic Review of Characterization Methods","year":2025,"lang":"en","type":"review","venue":"Sustainability","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bamboo; Characterization (materials science); Construction engineering; Business; Engineering; Nanotechnology; Materials science; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006296653,0.001599923,0.00433733,0.01349974,0.0007143472,0.002512749,0.001713658,0.00152829,0.004822238],"category_scores_gemma":[0.02049092,0.0008351941,0.004768949,0.01127547,0.0008881471,0.002514657,0.00147004,0.001012988,0.0005982087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002357085,"about_ca_system_score_gemma":0.01233321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006300907,"about_ca_topic_score_gemma":0.018821,"domain_scores_codex":[0.9957749,0.001163663,0.001583442,0.0003832372,0.0009590571,0.0001358088],"domain_scores_gemma":[0.9839483,0.01156703,0.0020657,0.0003127523,0.00193445,0.0001718045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006804551,0.00002455446,0.0002719444,0.9122803,0.001597959,0.0001129679,0.0002431151,0.0001001319,0.0004306671,0.0005226227,0.00207811,0.08226956],"study_design_scores_gemma":[0.00006267404,0.0002042255,0.00241147,0.873522,0.01838062,0.0005706368,0.0004857469,0.00008902018,0.0005213459,0.0006066512,0.103094,0.0000515172],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004006242,0.9985092,0.0002300754,0.0001436181,0.00006653795,0.0001500876,0.0002095158,0.000006102805,0.0002841711],"genre_scores_gemma":[0.0029868,0.9955875,0.000695446,0.0001978344,0.00002655941,0.0002207082,0.0001588127,0.000004159551,0.0001221684],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01349974,"threshold_uncertainty_score":0.03330028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02272206399001582,"score_gpt":0.3350766958566497,"score_spread":0.3123546318666339,"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."}}