{"id":"W3003704749","doi":"","title":"Renewable furan-derived epoxy thermosets and nanocomposites for coating applications","year":2019,"lang":"en","type":"preprint","venue":"theses.fr (ABES)","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epoxy; Thermosetting polymer; Materials science; Bisphenol A; Petrochemical; Adhesive; Coating; Polymer; Composite material; Chemistry; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005850588,0.0004551224,0.0006983658,0.0001051341,0.000446612,0.0004258491,0.0007749058,0.0003000284,0.00009704711],"category_scores_gemma":[0.00004424924,0.000412672,0.0001703656,0.00009465936,0.0001301674,0.0001365343,0.0008429412,0.0002609443,0.00009056232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007167092,"about_ca_system_score_gemma":0.0001260213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002972027,"about_ca_topic_score_gemma":0.0001133336,"domain_scores_codex":[0.9974713,0.0001313612,0.0005747455,0.0009156592,0.0002870121,0.000619872],"domain_scores_gemma":[0.9975934,0.0006704895,0.0004626757,0.0009772716,0.0001335588,0.0001625932],"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":[0.00003555449,0.00006608079,0.0003926053,0.0005033553,0.0000439273,0.000001117716,0.001360388,0.001998788,0.9926333,0.001587649,0.00005073648,0.001326539],"study_design_scores_gemma":[0.0007780828,0.00008892831,0.0003088205,0.0005158817,0.0001895945,0.00002277374,0.0007260974,0.007759572,0.9748409,0.006098964,0.007759687,0.0009106637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253163,0.006407585,0.04482188,0.0004495974,0.0008233159,0.003852002,0.0006220896,0.0004811158,0.01722615],"genre_scores_gemma":[0.9799578,0.0002039518,0.01813043,0.0002087129,0.0003398951,0.000774972,0.0001509829,0.00008590169,0.0001473791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05464152,"threshold_uncertainty_score":0.9998325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02466716498530544,"score_gpt":0.2707201234488564,"score_spread":0.246052958463551,"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."}}