{"id":"W2606310581","doi":"10.1039/c7ra01343d","title":"Sunflower oil-based hyperbranched alkyd/spherical ZnO nanocomposite modeling for mechanical and anticorrosive applications","year":2017,"lang":"en","type":"article","venue":"RSC Advances","topic":"Dendrimers and Hyperbranched Polymers","field":"Materials Science","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Alkyd; Nanocomposite; Sunflower oil; Materials science; Composite material; Chemical engineering; Sunflower; Chemistry; Mathematics","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":[0.0001638176,0.0001923265,0.0003148994,0.00002456847,0.0008424987,0.0002347056,0.000398271,0.00008624811,0.00005352925],"category_scores_gemma":[0.0000536684,0.0001700522,0.00009192914,0.00003820033,0.0001992272,0.0004655315,0.00008006914,0.00008082296,0.00003270463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001820659,"about_ca_system_score_gemma":0.0000451025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003136248,"about_ca_topic_score_gemma":0.00003280902,"domain_scores_codex":[0.9986933,0.00002278888,0.0002443188,0.0004920114,0.0001832279,0.0003643648],"domain_scores_gemma":[0.9990119,0.0001158319,0.000151503,0.0004918592,0.00007988665,0.0001490142],"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":[0.0001427862,0.00008564712,0.0001098241,0.00006958633,0.000008387586,0.000002480348,0.00005916046,0.001286292,0.9848518,0.001760056,0.00005745644,0.01156655],"study_design_scores_gemma":[0.002832911,0.000201518,0.00009482558,0.0000974112,0.0001508348,0.00001563851,0.0001058047,0.1072363,0.809934,0.002930585,0.07557163,0.0008286242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4357658,0.007963161,0.5510163,0.001309346,0.0009458105,0.0007040736,0.000137123,0.0001850453,0.001973329],"genre_scores_gemma":[0.9460163,0.0001841954,0.05275681,0.0002772315,0.0002052544,0.0002946766,0.00001010126,0.00003113559,0.0002243077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5102504,"threshold_uncertainty_score":0.6934528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938778023391716,"score_gpt":0.290055006670155,"score_spread":0.2706672264362378,"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."}}