{"id":"W4405009748","doi":"10.1016/j.compositesb.2024.112070","title":"Sustainable surface coating strategy for the interface compatibilization of hybrid high-density polyethylene microfibers and geopolymer-based composite: A versatile path for an efficient brittle to ductile-like transition","year":2024,"lang":"en","type":"article","venue":"Composites Part B Engineering","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Compatibilization; Composite material; Geopolymer; Composite number; Coating; Brittleness; Microfiber; Polyethylene terephthalate; Polymer; Fly ash","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":[0.0002858613,0.0001975262,0.0002415023,0.00009981041,0.0001311513,0.0001813538,0.0001249922,0.00003616092,0.000009386104],"category_scores_gemma":[0.00001138634,0.0001926778,0.00005772222,0.0001785918,0.00002927986,0.0001127962,0.0000332097,0.00008240905,0.000001023694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008495888,"about_ca_system_score_gemma":0.00002740606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001961274,"about_ca_topic_score_gemma":0.000006557063,"domain_scores_codex":[0.9989368,0.00002339295,0.0002801286,0.0002600162,0.000139668,0.0003599676],"domain_scores_gemma":[0.9992287,0.000357395,0.00002222287,0.0001922035,0.0001096866,0.00008977288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005337069,0.000009731243,0.000003374179,0.0007621194,0.00003221654,9.75072e-7,0.0003380831,0.5241781,0.4742574,0.00006441635,0.0001291991,0.0001709411],"study_design_scores_gemma":[0.0002327696,0.000133071,0.00002535415,0.0001065533,0.00003195335,0.000002163114,0.0001895124,0.5324702,0.4664797,0.000002636473,0.0002137036,0.000112355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6776341,0.0009489775,0.3200991,0.0000402579,0.0002397168,0.0007670471,0.0001189905,0.0001491263,0.000002742996],"genre_scores_gemma":[0.9970869,0.00001213523,0.002512349,0.00001053896,0.00007025299,0.00007086556,0.0001635902,0.00005542043,0.00001789149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3194529,"threshold_uncertainty_score":0.7857172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377764259221032,"score_gpt":0.2567998782032883,"score_spread":0.243022235611078,"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."}}