{"id":"W1539006126","doi":"10.1002/9781118097298.weoc159","title":"Natural Composites: Fiber Modification","year":2012,"lang":"en","type":"other","venue":"Wiley Encyclopedia of Composites","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Composite material; Surface modification; Materials science; Natural fiber; Fiber; Adhesion; Polymer; Mechanical engineering; Engineering","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001983645,0.0007919328,0.001046881,0.0004264748,0.0001107988,0.00009109676,0.001264727,0.0005264094,0.009546312],"category_scores_gemma":[0.00003918618,0.0007079578,0.0003015842,0.0003762496,0.0003172324,0.0003370045,0.0003402862,0.0005046233,0.00397943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009249731,"about_ca_system_score_gemma":0.00007639317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002360039,"about_ca_topic_score_gemma":0.00001017825,"domain_scores_codex":[0.9967132,0.0001658526,0.0008586586,0.0006838479,0.0008169455,0.0007615515],"domain_scores_gemma":[0.9971191,0.000324123,0.001026384,0.001121591,0.000161554,0.0002472801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008313089,0.0001679903,0.000462645,0.0005082047,0.0001287018,0.000006905908,0.0002382844,0.00008078633,0.5407943,0.0009638812,0.4540719,0.002493212],"study_design_scores_gemma":[0.0005723041,0.0001032784,0.0002451096,0.001096384,0.0002732969,0.00003768813,0.00001100609,0.0001767045,0.1142099,0.0001233083,0.8819419,0.001209184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01074973,0.04081589,0.0001645883,0.00008915504,0.00262825,0.001160207,0.0003277327,0.0009829217,0.9430815],"genre_scores_gemma":[0.04185881,0.002755064,0.04874213,0.0001770707,0.00259332,0.0001325703,0.001419324,0.001215982,0.9011057],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4278699,"threshold_uncertainty_score":0.9995372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009873440469058359,"score_gpt":0.2449321522666439,"score_spread":0.2350587117975855,"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."}}