{"id":"W4311040134","doi":"10.3390/su142315905","title":"A Comprehensive Review on Construction Applications and Life Cycle Sustainability of Natural Fiber Biocomposites","year":2022,"lang":"en","type":"review","venue":"Sustainability","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Life-cycle assessment; Sustainability; Construction industry; Natural resource; Biocomposite; Environmental economics; Environmental impact assessment; Sustainable development; Engineering; Environmental science; Construction engineering; Business; Materials science; Production (economics); Ecology; Economics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000761357,0.0006967608,0.002474211,0.0002613656,0.0004138023,0.0000723125,0.0007322303,0.0002355546,0.0007698995],"category_scores_gemma":[0.001404653,0.0005761339,0.0006149569,0.001020071,0.0009806743,0.0002214342,0.0008450407,0.000889375,0.00002182198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00211751,"about_ca_system_score_gemma":0.001665269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001041735,"about_ca_topic_score_gemma":7.181847e-7,"domain_scores_codex":[0.9951472,0.001086389,0.001437695,0.001184348,0.0005826574,0.000561708],"domain_scores_gemma":[0.9941154,0.001731252,0.001027077,0.001502645,0.00140184,0.0002218614],"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":[0.00004814277,0.0001087101,0.000007089665,0.3215672,0.0000662105,0.000005469972,0.00003996925,0.00002613988,0.00001203881,0.002848247,0.0001721998,0.6750985],"study_design_scores_gemma":[0.0001737957,0.0001585492,0.00001654378,0.002704552,0.0005175891,0.00005731561,0.0001221699,0.000007195747,0.00004801017,0.004766341,0.9908658,0.0005621756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001035703,0.990261,0.00001495823,0.0003161635,0.0001579057,0.0077492,0.0001893556,0.0001557078,0.0001200611],"genre_scores_gemma":[0.0006617255,0.9965779,0.000519456,0.0001229347,0.00007035916,0.001657427,0.000225541,0.00004955095,0.0001150689],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9906936,"threshold_uncertainty_score":0.999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598652553935319,"score_gpt":0.317252969727139,"score_spread":0.3012664441877858,"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."}}