{"id":"W2939084174","doi":"","title":"Hemicellulose isolation from thermomechanical pulp mill process water using UF: Optimisation and economics","year":2008,"lang":"en","type":"article","venue":"Lund University Publications (Lund University)","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pulp and paper industry; Microfiltration; Pulp (tooth); Pulp mill; Ultrafiltration (renal); Hemicellulose; Reverse osmosis; Wastewater; Materials science; Membrane; Waste management; Raw material; Filtration (mathematics); Cellulose; Chemistry; Chromatography; Effluent; Engineering; Mathematics; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006261909,0.0004685026,0.0004767426,0.0008508997,0.0003065925,0.001005978,0.0003126182,0.0005999517,0.0008376082],"category_scores_gemma":[0.0004300706,0.0001885386,0.0004140593,0.0008613565,0.0002737076,0.0009280568,0.000398263,0.0004644162,0.0003984776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007872297,"about_ca_system_score_gemma":0.0003643569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312338,"about_ca_topic_score_gemma":0.002537208,"domain_scores_codex":[0.999524,0.00007529886,0.00004309003,0.00005751783,0.0002406195,0.00005949301],"domain_scores_gemma":[0.9998697,0.00003714776,0.00003176074,0.00001447208,0.00003031574,0.00001667435],"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":[0.0001411171,0.0000844259,0.0005842535,0.0002704526,0.00001146739,0.00009928241,0.0000323078,0.0009909965,0.9800249,0.0001547626,0.00004181207,0.01756437],"study_design_scores_gemma":[0.000008177481,0.0002613276,0.00494783,0.00002979253,0.00002701884,0.000202369,0.0000584447,0.001158751,0.9899197,0.0001087421,0.00326116,0.00001684538],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766852,0.008616865,0.00962861,0.0001601236,0.00001627672,0.000142641,0.0003200613,0.00007553645,0.004354727],"genre_scores_gemma":[0.9655768,0.008084392,0.0218813,0.00003712816,0.00002188897,0.0001172895,0.0004066914,0.00006424011,0.003810237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001312338,"threshold_uncertainty_score":0.005711794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03484136549911362,"score_gpt":0.229971833625447,"score_spread":0.1951304681263333,"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."}}