{"id":"W4402186657","doi":"10.32920/26871445","title":"Surface Modification of Reinforcing Fibres for Enhanced Interfacial Properties in Polymer Composites","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Composite material; Materials science; Surface modification; Polymer; Surface (topology); Chemical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001009281,0.0002377436,0.0001247775,0.0001334413,0.0001053826,0.0001656705,0.00008875008,0.0001857229,0.0006628367],"category_scores_gemma":[0.0001018462,0.00009597786,0.0001623613,0.00008994029,0.0001237688,0.000143974,0.0001141941,0.0002347792,0.0001753497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183039,"about_ca_system_score_gemma":0.00006221687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003117164,"about_ca_topic_score_gemma":0.0006012222,"domain_scores_codex":[0.9999319,0.000007507889,0.000003387539,0.00001598072,0.0000265311,0.00001468791],"domain_scores_gemma":[0.9999505,0.00001310133,0.00001498825,0.000005416785,0.000009386441,0.00000655618],"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":[0.000005078557,0.000003361061,0.00001957797,0.00001063298,6.960253e-7,0.000008659074,0.000004100103,0.00004433537,0.9994124,0.00001395591,0.000004955805,0.0004721977],"study_design_scores_gemma":[8.094189e-7,0.00003592494,0.000508703,7.99966e-7,0.000001851464,0.00001994605,0.000003644346,0.0004304643,0.9987283,0.000009321949,0.0002589592,0.00000117281],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931353,0.0006768287,0.00472036,0.00003212531,0.00002456277,0.00001464536,0.00005213931,0.00006975387,0.001274377],"genre_scores_gemma":[0.9942436,0.0003449391,0.004074087,0.00001632826,0.000006105267,0.00001071643,0.0000498081,0.00002256158,0.001231864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006628367,"threshold_uncertainty_score":0.002217412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0492893467484577,"score_gpt":0.2871256410411446,"score_spread":0.2378362942926869,"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."}}