{"id":"W2256621829","doi":"10.1021/bk-2001-0785.ch001","title":"Catalysis and Activation of Oxygen and Peroxide Delignification of Chemical Pulps: A Review","year":2001,"lang":"en","type":"review","venue":"ACS symposium series","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Chemistry; Hydrogen peroxide; Peroxide; Catalysis; Oxygen; Chlorine; Singlet oxygen; Photochemistry; Molecule; Organic synthesis; Lignin; Organic chemistry","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":[0.0001342327,0.0002526872,0.001346947,0.0001320954,0.0000265575,0.00001440033,0.00009154993,0.0001253735,0.000004994145],"category_scores_gemma":[0.00004777816,0.0002214772,0.0001273567,0.0004443909,0.00009381653,0.0001813893,0.00006522302,0.00008149973,0.000001275033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002876736,"about_ca_system_score_gemma":0.00001949537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001261051,"about_ca_topic_score_gemma":0.000002198241,"domain_scores_codex":[0.9988089,0.00002453957,0.0006996427,0.0002206031,0.0001422085,0.00010408],"domain_scores_gemma":[0.9992352,0.00006366759,0.0002798351,0.0002770833,0.0001102474,0.00003402636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001084723,0.00007645694,0.00002861783,0.4201104,0.002070965,0.000001369328,0.000974755,0.00003748979,0.03333817,0.0004998166,0.001357375,0.5414937],"study_design_scores_gemma":[0.0001818183,0.0000419342,0.0000190093,0.03920884,0.005602125,0.00006416102,0.0001027723,0.00003452583,0.02223876,0.0000456119,0.9316871,0.0007733108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006664495,0.9985553,0.00005055261,0.00005782519,0.0000184514,0.0003130728,0.00003812514,0.00003680619,0.0002633893],"genre_scores_gemma":[0.00218778,0.997181,0.00009996237,0.000006460972,0.00003138878,0.0000807509,0.0003265494,0.00003295383,0.00005315548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9303297,"threshold_uncertainty_score":0.9031577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935115596631016,"score_gpt":0.2564365503900612,"score_spread":0.2370853944237511,"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."}}