{"id":"W4404125594","doi":"10.1007/s10570-024-06261-5","title":"Evaluation of the production of lignin-containing cellulose nanofibrils with high whiteness for blocking UV light","year":2024,"lang":"en","type":"article","venue":"Cellulose","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Science Foundation of Tianjin City","keywords":"Lignin; Cellulose; Blocking (statistics); Materials science; Chemical engineering; Pulp and paper industry; Chemistry; Organic chemistry; Computer science","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":[0.003212874,0.0002325729,0.0003727529,0.0001487585,0.0001716065,0.00005481689,0.0003260994,0.00007436029,0.00004742518],"category_scores_gemma":[0.0006752255,0.0001469529,0.0001221828,0.0006006832,0.0002775658,0.0003169761,0.0001745712,0.0001126227,0.00001143802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001978547,"about_ca_system_score_gemma":0.0004521573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000391921,"about_ca_topic_score_gemma":0.00002457195,"domain_scores_codex":[0.9968894,0.0002855679,0.000487595,0.0005772563,0.001344243,0.0004159749],"domain_scores_gemma":[0.9976114,0.0003315598,0.0002750395,0.0005415719,0.001184977,0.00005543523],"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":[0.0001086499,0.0000626797,0.0001274113,0.000687725,0.00007081777,0.000002374076,0.001559737,0.001064957,0.9904939,0.001445596,0.0003448868,0.004031284],"study_design_scores_gemma":[0.0003794354,0.000254996,0.0001701038,0.0008421374,0.0002864751,0.000006649871,0.0004489142,0.001433184,0.9931446,0.002231299,0.0006230382,0.0001791847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909903,0.003846853,0.001001561,0.0004510474,0.001307414,0.001579875,0.00001980797,0.00007597135,0.0007271669],"genre_scores_gemma":[0.9964837,0.00003403507,0.001700199,0.000005196644,0.0002704055,0.0002245259,0.000006099578,0.00004493974,0.001230911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005493385,"threshold_uncertainty_score":0.5992564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461567651971761,"score_gpt":0.30252799148697,"score_spread":0.2679123149672524,"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."}}