{"id":"W4233266485","doi":"10.1021/ja015273o","title":"Oxidative Delignification Chemistry:  Fundamentals and Catalysis Edited by Dimitris S. Argyropoulos (McGill University). American Chemical Society (Distributed by Oxford University Press):  Washington, DC. 2001. x + 534 pp. $175.00. ISBN 0-8412-3738-7.","year":2001,"lang":"en","type":"article","venue":"Journal of the American Chemical Society","topic":"Oxidative Organic Chemistry Reactions","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Library science; Chemistry; Nanotechnology; Computer science; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002862405,0.000623168,0.0009872111,0.00001819388,0.0004987978,0.00006838806,0.001329535,0.0003104733,0.0002550665],"category_scores_gemma":[0.00027387,0.0005915361,0.001086417,0.001423826,0.002046139,0.0003593611,0.0005927806,0.001482346,0.000001902109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003322232,"about_ca_system_score_gemma":0.000185425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004725434,"about_ca_topic_score_gemma":0.000001254429,"domain_scores_codex":[0.996748,0.00008947781,0.000719524,0.0008064426,0.0008595125,0.0007770662],"domain_scores_gemma":[0.9952981,0.0004302955,0.002433642,0.0007049006,0.0004985172,0.0006345672],"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":[0.0001759445,0.0004721873,0.0008646264,0.00004228688,0.0008669539,0.000005732898,0.0001242697,0.000004577499,0.7591717,8.833726e-7,0.2377419,0.0005289232],"study_design_scores_gemma":[0.001080927,0.00002753772,0.00003353331,0.00004538035,0.0005054563,0.0000806629,0.005847354,0.0002872667,0.7039972,0.000006928656,0.2876276,0.0004601603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909639,0.0002313151,0.0004536496,0.004554582,0.00003967054,0.0001327377,0.002870274,0.0001056227,0.0006482352],"genre_scores_gemma":[0.9809126,0.01049408,0.002663295,0.0004678023,0.0004769304,0.000003423132,0.001030498,0.0001167177,0.003834714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05517452,"threshold_uncertainty_score":0.9996536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00865607229007718,"score_gpt":0.2159377317580207,"score_spread":0.2072816594679435,"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."}}