{"id":"W4234451291","doi":"10.32920/ryerson.14668350.v1","title":"Green resins from renewable resources","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Vanillin; Cardanol; Polymerization; Organic chemistry; Eugenol; Polyester; Phenols; Chemistry; Polymer; Condensation polymer; Guaiacol; Catalysis; Polymer chemistry; Epoxy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001766513,0.0004651397,0.0002537629,0.0006128101,0.0002048051,0.0006169089,0.0001891806,0.0003436941,0.005806318],"category_scores_gemma":[0.0001655028,0.0001550502,0.0002673151,0.0004003337,0.0001536012,0.0006619475,0.0005811451,0.000774926,0.002527353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002388005,"about_ca_system_score_gemma":0.000212271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471923,"about_ca_topic_score_gemma":0.0004983636,"domain_scores_codex":[0.9998323,0.0000196236,0.000008230879,0.00002654979,0.00007887719,0.00003442237],"domain_scores_gemma":[0.9999368,0.00001026992,0.00001391269,0.00001115157,0.00001279548,0.00001507999],"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":[0.0001140344,0.00007121822,0.0003447511,0.001363322,0.00003841228,0.0006871006,0.00009637146,0.000771944,0.903037,0.009710065,0.001305814,0.08246008],"study_design_scores_gemma":[0.00001447998,0.000213768,0.001514177,0.0001403355,0.00003535654,0.0009889172,0.00009128392,0.0005299865,0.7893896,0.004007705,0.2030524,0.00002196355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6780803,0.1152546,0.07904398,0.001530046,0.001312626,0.000273584,0.003708402,0.001170611,0.1196259],"genre_scores_gemma":[0.8854003,0.03515101,0.02692929,0.00057481,0.0001619905,0.0001031594,0.002221523,0.0002781518,0.04917988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005806318,"threshold_uncertainty_score":0.01942408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025778199849743,"score_gpt":0.1910091512322044,"score_spread":0.180751369233707,"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."}}