{"id":"W4327892715","doi":"10.1016/j.ijbiomac.2023.124081","title":"Lignin decolorization in organic solvents and their application in natural sunscreen","year":2023,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Dyeing and Modifying Textile Fibers","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"National College Students Innovation and Entrepreneurship Training Program","keywords":"Lignin; Chemistry; Acetone; Solvent; Methanol; Fractionation; Fraction (chemistry); Ultraviolet visible spectroscopy; Organic chemistry; Nuclear chemistry","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":[0.0001125901,0.00004605078,0.00006854635,0.0001492233,0.000005128089,0.00001251332,0.0001097253,0.00004100295,0.000008668025],"category_scores_gemma":[0.00004491592,0.00003478114,0.00001936305,0.0001098702,0.00001640201,0.0000325757,0.00002217066,0.00009609412,0.0000123756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003594036,"about_ca_system_score_gemma":0.000004824097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002228073,"about_ca_topic_score_gemma":0.000006797593,"domain_scores_codex":[0.9996637,0.000014411,0.0001494446,0.0000497908,0.00005630987,0.00006636342],"domain_scores_gemma":[0.9998633,0.00004235477,0.0000298655,0.00002194478,0.0000261574,0.00001635677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001162366,0.00013924,0.07282712,0.00003177051,0.0001836001,0.0003229835,0.0009404988,0.007722573,0.584212,0.004658968,0.001353053,0.327492],"study_design_scores_gemma":[0.003948953,0.0004066225,0.6729761,0.000581826,0.00001370837,0.0004021837,0.0008685797,0.2130699,0.05627761,0.03685372,0.01367764,0.0009232388],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974221,0.0001536331,0.001652757,0.0001094858,0.0002619984,0.00003000455,0.000002819314,0.00003072852,0.0003364672],"genre_scores_gemma":[0.9994838,0.0002742998,0.0001389649,0.00002370157,0.00004591691,0.000001841962,0.00001243054,0.000004641013,0.00001444337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.600149,"threshold_uncertainty_score":0.1418334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01256877430716688,"score_gpt":0.2441421556922546,"score_spread":0.2315733813850877,"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."}}