{"id":"W1485154613","doi":"10.1002/9780470027318.a2209","title":"Pulp and Paper Matrices","year":2000,"lang":"en","type":"other","venue":"Encyclopedia of Analytical Chemistry","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Catalyst Paper (Canada)","funders":"","keywords":"Papermaking; Pulp (tooth); Process engineering; Raw material; Pulp and paper industry; Computer science; Biochemical engineering; Environmental science; Engineering; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001255736,0.0007024741,0.001077437,0.00007005599,0.00003603506,0.00003074215,0.0005562875,0.001153114,0.1449936],"category_scores_gemma":[0.0002383623,0.0006730033,0.0002619275,0.0002331271,0.000505007,0.00004460898,0.0002205172,0.0007406976,0.00008656898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005867205,"about_ca_system_score_gemma":0.0001767048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004239931,"about_ca_topic_score_gemma":0.000002278378,"domain_scores_codex":[0.9970534,0.00001632138,0.0007843123,0.0009325639,0.0006388525,0.0005744788],"domain_scores_gemma":[0.9980695,0.0002475327,0.0003455704,0.0008072468,0.00003274101,0.0004974545],"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":[0.00009717576,0.0003740276,0.00116895,0.008697629,0.001049872,0.0002014214,0.00006471457,9.426572e-7,0.005410044,0.00009783416,0.9745441,0.008293304],"study_design_scores_gemma":[0.0003580277,0.000005507758,0.00001300979,0.0004908767,0.0003853184,0.00002919687,0.00004415527,0.00006071814,0.006731671,0.0001989201,0.9909379,0.0007447252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003195697,0.002882828,0.00005979484,0.0001034085,0.00003039053,0.00005465076,0.000168164,0.0002120977,0.9961691],"genre_scores_gemma":[0.0002799629,0.008646729,0.004682653,0.00004659924,0.0007944236,0.00001648813,0.0001735195,0.0004436909,0.9849159],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1449071,"threshold_uncertainty_score":0.9995721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009455022504140652,"score_gpt":0.258940776684748,"score_spread":0.2494857541806073,"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."}}