{"id":"W1593939940","doi":"10.1002/9780470027318.a2201","title":"Pulp and Paper Matrices Analysis: Introduction","year":2000,"lang":"en","type":"other","venue":"Encyclopedia of Analytical Chemistry","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Catalyst Paper (Canada)","funders":"","keywords":"Papermaking; Paperboard; Pulp (tooth); Pulp and paper industry; Raw material; Process engineering; Manufacturing engineering; Computer science; Operations research; Engineering; Biochemical engineering; Chemistry; Waste management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003759404,0.0003095159,0.0005506779,0.0001053196,0.00001214207,0.00001774325,0.0001688914,0.0004689189,0.006380519],"category_scores_gemma":[0.00001272757,0.0003051603,0.0001715452,0.0004180868,0.0001033521,0.00003526711,0.00002876022,0.0002982666,0.00002325952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001877004,"about_ca_system_score_gemma":0.00001713355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001255624,"about_ca_topic_score_gemma":0.000002716959,"domain_scores_codex":[0.9988828,0.000005194663,0.000319027,0.0003472618,0.0002155556,0.0002301896],"domain_scores_gemma":[0.9993536,0.00002353165,0.00006860393,0.0003938279,0.00001074216,0.0001496452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002528732,0.00002481433,0.0001729134,0.0008472865,0.001096022,0.000007205681,0.00001543626,0.00005008568,0.0007770611,0.000004696358,0.9967056,0.0002963736],"study_design_scores_gemma":[0.0001355616,0.000004505204,0.00002454093,0.00005202451,0.001517785,0.000005805047,0.0000227983,0.0004062766,0.006574995,0.00002419049,0.9908474,0.0003841315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009649867,0.003786402,0.00001025276,0.00004790064,0.00006958943,0.00004103464,0.00006940582,0.0002470901,0.9947633],"genre_scores_gemma":[0.01070209,0.01513965,0.0003180992,0.00001357031,0.003091529,0.00001004583,0.000301167,0.0002945512,0.9701293],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02463404,"threshold_uncertainty_score":0.99994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002471045095964511,"score_gpt":0.1906056613426232,"score_spread":0.1881346162466587,"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."}}