{"id":"W23832859","doi":"10.1007/978-1-4615-0643-0_13","title":"Catalytic Modification and Photo-Stabilization of Lignin Functional Groups","year":2002,"lang":"en","type":"book-chapter","venue":"","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lignin; Catalysis; Chemistry; Chemical engineering; Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009073549,0.0005397996,0.0003350516,0.0002696573,0.0002188326,0.0004945462,0.000729251,0.0004348856,0.006426248],"category_scores_gemma":[0.0000666589,0.0002674025,0.0002595618,0.000462658,0.0003182179,0.0007930339,0.0002827791,0.0008665795,0.003913738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003418232,"about_ca_system_score_gemma":0.0002070108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000286695,"about_ca_topic_score_gemma":0.0007057394,"domain_scores_codex":[0.999941,0.000003467566,0.000001686093,0.00001649117,0.00002922701,0.00000817419],"domain_scores_gemma":[0.9999839,0.000006406756,0.000001525641,0.000003423512,0.000003348767,0.000001391172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005804042,0.0001904655,0.00005236075,0.001150921,0.00001936797,0.0002711914,0.0001951948,0.001773421,0.4422283,0.06475587,0.02559214,0.4637128],"study_design_scores_gemma":[0.000009736744,0.00007066181,0.0002929532,0.00006724334,0.00001837013,0.0006344425,0.00003850369,0.001588785,0.4371385,0.01783045,0.5422885,0.00002174486],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04762288,0.2014655,0.1734367,0.00144241,0.003049547,0.000218613,0.0004657121,0.001147224,0.5711513],"genre_scores_gemma":[0.1050776,0.08345553,0.03918278,0.000825659,0.0002462029,0.0001687891,0.0005098803,0.0003006732,0.770233],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006426248,"threshold_uncertainty_score":0.02149791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017772762887687,"score_gpt":0.1778450666513736,"score_spread":0.1576673390224967,"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."}}