{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001338178,0.0001887585,0.0002132393,0.000454837,0.001359799,0.00006707455,0.0004267817,0.0001339731,0.0002494213],"category_scores_gemma":[0.00004422349,0.0002030161,0.00006064757,0.0004568916,0.0003510554,0.001808379,0.0003534998,0.0001634805,0.00004086921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005385131,"about_ca_system_score_gemma":0.0001513065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003431355,"about_ca_topic_score_gemma":0.00009868067,"domain_scores_codex":[0.9986138,0.0001192389,0.0001497194,0.0005662153,0.0001692674,0.0003816988],"domain_scores_gemma":[0.9988643,0.0001597417,0.0001249815,0.0003571889,0.0002888041,0.0002049933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005177486,0.00053541,0.002593368,0.00007346585,0.0002315064,0.00009058822,0.007125133,0.005590962,0.779703,0.2026092,0.0002622468,0.0006674473],"study_design_scores_gemma":[0.004373282,0.0001862135,0.001970324,0.00005843019,0.0003805936,0.00006570652,0.012505,0.04731605,0.09376062,0.004049127,0.8336671,0.001667582],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311323,0.00003634757,0.02206984,0.0005794555,0.00007683475,0.0002734959,0.00009499829,0.0001405533,0.04559618],"genre_scores_gemma":[0.8768759,0.001221275,0.01817685,0.00006965301,0.0001792035,0.000001308709,0.0003949498,0.00005355381,0.1030273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8334048,"threshold_uncertainty_score":0.9999403,"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."}}