{"id":"W2163171090","doi":"10.1002/mame.201300473","title":"Hybrid Bio‐Based Composites from UPE/EML Blends, Natural Fibers, and Nanoclay","year":2014,"lang":"en","type":"article","venue":"Macromolecular Materials and Engineering","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Materials science; Composite material; Toughness; Ultimate tensile strength; Natural fiber; Fiber; Fracture toughness; Moisture; Stiffness","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001986109,0.0003270083,0.0003878922,0.00009146121,0.000126277,0.000451093,0.000204273,0.00007728845,0.0001221766],"category_scores_gemma":[0.00003738432,0.0002939721,0.00004357894,0.00006286793,0.0000595399,0.0001760234,0.0001803654,0.00008931696,0.00002514996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002222231,"about_ca_system_score_gemma":0.00001011373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001661494,"about_ca_topic_score_gemma":0.000001665164,"domain_scores_codex":[0.9986008,0.00005785999,0.0003018923,0.0004391255,0.000193582,0.0004067496],"domain_scores_gemma":[0.9993635,0.0001039435,0.00007465253,0.0002826056,0.0000321746,0.0001431216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002752011,0.000003758598,0.00001710849,0.00008411342,0.00001550878,0.00002542138,0.00003164043,0.0004226813,0.998675,0.0004123607,0.00003905825,0.0002457608],"study_design_scores_gemma":[0.0004690859,0.00005456702,0.0002606609,0.000110873,0.00003404433,0.0000459912,0.000002353436,0.008911406,0.9880807,0.0001789901,0.001459102,0.0003921779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947888,0.001185997,0.002643767,0.0001118016,0.0007773669,0.0001558418,0.00008200436,0.0002210337,0.00003336969],"genre_scores_gemma":[0.987129,0.00001974161,0.01234288,0.0001729401,0.0001478135,0.00001226005,0.0001102706,0.0000453582,0.00001973539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01059432,"threshold_uncertainty_score":0.9999512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00291603505995692,"score_gpt":0.1756421079895261,"score_spread":0.1727260729295692,"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."}}