{"id":"W4386980666","doi":"10.1016/j.porgcoat.2023.107953","title":"Lignin fractionation towards improved rosin emulsification behavior and advanced liquid packaging board sizing performance","year":2023,"lang":"en","type":"article","venue":"Progress in Organic Coatings","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Sizing; Lignin; Rosin; Materials science; Pulp and paper industry; Process engineering; Fractionation; Chemical engineering; Organic chemistry; Chemistry; Engineering","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":[0.0001726716,0.0001524813,0.000135613,0.00009725458,0.00008541202,0.00006030413,0.0001030836,0.0000963825,0.00001139009],"category_scores_gemma":[0.00004234304,0.0001739484,0.00001879417,0.0004335934,0.00003310835,0.0002838678,0.0000613531,0.0002164842,0.00001376365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160585,"about_ca_system_score_gemma":0.00001815006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003510482,"about_ca_topic_score_gemma":0.000002878989,"domain_scores_codex":[0.9990795,0.000008925592,0.0002602363,0.0002358085,0.0001549487,0.0002606396],"domain_scores_gemma":[0.9996544,0.00003356012,0.00006412397,0.0001481639,0.00004833509,0.00005138012],"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":[0.000009292939,0.00002924725,0.03019569,0.0002878407,0.000008058206,0.00000470036,0.001404494,0.00004350539,0.8685125,0.000006898924,0.0001082759,0.09938954],"study_design_scores_gemma":[0.0004309878,0.00004222283,0.02596522,0.0001189366,0.00001288866,0.000006203843,0.0004179527,0.01548267,0.9570467,0.000009595066,0.0002230885,0.0002435574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997989,0.0004963445,0.00003552431,0.0001823436,0.0001829654,0.0002177027,0.000002948976,0.0006759215,0.0002172751],"genre_scores_gemma":[0.9984209,0.0002599259,0.0009005262,0.00001747154,0.00007441551,0.0001819931,0.00003481719,0.00005012885,0.00005983442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09914598,"threshold_uncertainty_score":0.7093409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008202971341564306,"score_gpt":0.2385733779539755,"score_spread":0.2303704066124112,"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."}}