{"id":"W4390051478","doi":"10.6000/1929-5995.2023.12.20","title":"Nitrogen-Rich Perylene Nanosheet Enhanced Bismaleimide Resin","year":2023,"lang":"en","type":"article","venue":"Journal of Research Updates in Polymer Science","topic":"Synthesis and properties of polymers","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Sichuan Province; National Natural Science Foundation of China","keywords":"Materials science; Nanosheet; Composite material; Toughness; Flexural strength; Toughening; Glass transition; Flexural modulus; Hydrogen bond; Polymer; Thermal decomposition; Molecule; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01531341,0.0001813921,0.0003718649,0.002330929,0.0005550616,0.0004409694,0.002577211,0.00008636118,0.0007934443],"category_scores_gemma":[0.002303843,0.0001328751,0.00009828906,0.004935557,0.002101199,0.001363306,0.0006209809,0.0005404218,0.0005598877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051575,"about_ca_system_score_gemma":0.001212837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002127261,"about_ca_topic_score_gemma":0.00003341877,"domain_scores_codex":[0.993837,0.0005139372,0.0007795751,0.0004819754,0.002968093,0.001419425],"domain_scores_gemma":[0.9974309,0.0006754588,0.0002558694,0.0005537936,0.0006787929,0.0004051393],"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":[0.0001281785,0.00005787965,0.001871111,0.0000162341,0.000004886436,0.0001024057,0.0007679094,0.00001177566,0.9869856,0.0002024236,0.002343827,0.00750773],"study_design_scores_gemma":[0.0003067731,0.000243638,0.001400015,0.0001650726,0.000003897536,0.00005082665,0.001564623,0.0001399404,0.9945896,0.0007979311,0.0005740562,0.0001636527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876838,0.007012394,0.00001285205,0.002394666,0.000895169,0.0001117867,0.000007440104,0.00003707028,0.001844795],"genre_scores_gemma":[0.9975623,0.0007012299,0.0005721605,0.0001199389,0.0002268196,0.00001147397,5.141048e-7,0.00002156425,0.0007839348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01300956,"threshold_uncertainty_score":0.8687659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05830958389788571,"score_gpt":0.3717718866743714,"score_spread":0.3134623027764857,"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."}}