{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002147151,0.0001888347,0.0003334489,0.00006610101,0.00004697385,0.0001560033,0.0003327272,0.0001416187,0.0001703993],"category_scores_gemma":[0.00002127458,0.000141206,0.00007530116,0.00006112754,0.00008946711,0.00006229331,0.0005884377,0.0001126881,0.00004702308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004705261,"about_ca_system_score_gemma":0.00009023509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001364569,"about_ca_topic_score_gemma":0.00005077323,"domain_scores_codex":[0.9986745,0.00002810389,0.0005855453,0.0003941167,0.0001274362,0.0001903204],"domain_scores_gemma":[0.9993344,0.00002865231,0.0001687289,0.0003403466,0.000100876,0.00002699754],"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":[0.0001130248,0.00002600968,0.000002020939,0.001188192,0.000006538255,4.826496e-8,0.0007115412,0.005144638,0.9886816,0.003626602,0.0001399894,0.0003598083],"study_design_scores_gemma":[0.0001026764,0.00004414128,0.000005736104,0.0005046022,0.00001526186,2.307747e-7,0.0001394162,0.008321856,0.9882969,0.002295876,0.00009769304,0.0001756607],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918891,0.0007511587,0.003616295,0.0004356682,0.0005103737,0.000991506,0.0001677012,0.00009887141,0.001539364],"genre_scores_gemma":[0.9954913,0.00001728539,0.002111022,0.00001691745,0.00008190249,0.0002831591,0.00005043495,0.00002417854,0.001923768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00360227,"threshold_uncertainty_score":0.5758215,"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."}}