{"id":"W4403909112","doi":"10.1016/j.jobab.2024.10.002","title":"A lignin-based controlled/sustained release hydrogel by integrating mechanical strengthening and bioactivities of lignin","year":2024,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lignin; Chemistry; Materials science; Chemical engineering; Pulp and paper industry; Organic chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003815386,0.0001988908,0.0004334618,0.0001482216,0.00004505507,0.00009672526,0.00009293093,0.0001041641,0.00000220916],"category_scores_gemma":[0.0001007037,0.0001389309,0.000104395,0.0001695982,0.0001016096,0.00009580333,0.00002608028,0.0002829799,2.129744e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002229667,"about_ca_system_score_gemma":0.00003829154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006274516,"about_ca_topic_score_gemma":6.681094e-7,"domain_scores_codex":[0.9989269,0.0000197557,0.000490131,0.000169846,0.0002040478,0.0001892913],"domain_scores_gemma":[0.9994031,0.0001646093,0.0001343188,0.00009795526,0.00007000528,0.0001299979],"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":[0.00008263914,0.0000431842,0.000102061,0.0006568691,0.0002406965,0.00005095493,0.0006619521,0.00002937164,0.9877366,0.0001026127,0.005838387,0.004454678],"study_design_scores_gemma":[0.00117626,0.0002413363,0.000002533594,0.0005604644,0.0001153912,0.00008827352,0.001796824,0.009593988,0.98444,0.0001017072,0.001716983,0.0001662787],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798992,0.01913235,0.00003181815,0.000415976,0.0001297469,0.0000793511,0.00001939342,0.00005261118,0.0002395049],"genre_scores_gemma":[0.9986219,0.0003440334,0.0006046109,0.00001933396,0.0002836812,0.000001814817,0.000002410194,0.00002542632,0.00009682857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01878831,"threshold_uncertainty_score":0.5665438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003568324226519044,"score_gpt":0.187292142933219,"score_spread":0.1837238187066999,"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."}}