{"id":"W4399420291","doi":"10.1002/9783527839865.ch15","title":"Lignin‐based Hydrogel: Mechanism, Properties, and Applications","year":2024,"lang":"en","type":"other","venue":"","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Lignin; Mechanism (biology); Polymer science; Chemical engineering; Materials science; Chemistry; Engineering; Organic chemistry; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001382119,0.0003398993,0.0001046469,0.0001797102,0.0001755669,0.0002348334,0.0002146551,0.0002536156,0.002224693],"category_scores_gemma":[0.00007794309,0.00009682542,0.0001818705,0.0001731379,0.0001567323,0.0004352748,0.0002129375,0.0002721411,0.0004879346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003885046,"about_ca_system_score_gemma":0.0001790643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003856171,"about_ca_topic_score_gemma":0.0005509479,"domain_scores_codex":[0.9999497,0.00000465432,0.000002757173,0.00001017564,0.00001722547,0.00001547598],"domain_scores_gemma":[0.999981,0.000002742754,0.0000063826,0.000001430575,0.000003640013,0.000004613333],"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":[0.0000722065,0.0000689533,0.0002571651,0.0009170962,0.00001141473,0.0003194946,0.0000518747,0.0006513986,0.9599056,0.005705453,0.00124253,0.03079687],"study_design_scores_gemma":[0.00001076953,0.00019419,0.001036705,0.00003734951,0.00001408107,0.0004291838,0.00003525919,0.00312831,0.9662759,0.0007050259,0.02811673,0.00001658807],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6726143,0.1715701,0.0682916,0.003866154,0.0007750175,0.0004544521,0.00196398,0.0007673851,0.07969686],"genre_scores_gemma":[0.9445604,0.03160392,0.006947274,0.0004382765,0.00009905309,0.00009872895,0.0002639789,0.00002679155,0.01596152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002224693,"threshold_uncertainty_score":0.007442296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065555839730447,"score_gpt":0.1831725325745825,"score_spread":0.1725169741772781,"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."}}