{"id":"W1528083422","doi":"10.15376/biores.5.1.187-205","title":"Deresination options in sulphite pulping","year":2009,"lang":"en","type":"article","venue":"BioResources","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations","funders":"","keywords":"Pulp (tooth); Fractionation; Pulp and paper industry; Chemistry; Cellulose; Deinking; Chromatography; Dissolving pulp; Kappa number; Organic chemistry; Waste management; Kraft process; Kraft paper; Waste paper","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":[0.0002702858,0.00007899245,0.0001022919,0.000141557,0.0001342902,0.00005191636,0.000147022,0.00003059795,0.00007257252],"category_scores_gemma":[0.000162073,0.0000684563,0.00002234681,0.0002423448,0.00007756138,0.0001652882,0.00004166922,0.00006370798,0.0001036402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005850598,"about_ca_system_score_gemma":0.0000126917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002307659,"about_ca_topic_score_gemma":0.00003401512,"domain_scores_codex":[0.9991,0.0000565997,0.0001469994,0.0001985948,0.000214328,0.00028344],"domain_scores_gemma":[0.9996819,0.00006208147,0.00004069626,0.0001341654,0.00003599401,0.00004517003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001753507,0.00006755581,0.001353204,0.000009627443,0.00000151608,0.00001622578,0.0006418877,0.0004669558,0.983337,0.002633607,0.0001479435,0.01130695],"study_design_scores_gemma":[0.001029431,0.0002756797,0.550404,0.0001862292,0.000009735681,0.00001036095,0.001426122,0.001008497,0.4048267,0.01583348,0.02439992,0.0005898694],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947057,0.001113578,0.0005030957,0.001155277,0.00003703939,0.0001218118,0.000003563906,0.00007766491,0.00228229],"genre_scores_gemma":[0.997497,0.0001126867,0.002016906,0.0000651443,0.00006918371,0.00000933155,0.000002496091,0.000004629542,0.0002226687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5785103,"threshold_uncertainty_score":0.2791567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02419535106219308,"score_gpt":0.3022886458215535,"score_spread":0.2780932947593605,"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."}}