{"id":"W2887209878","doi":"","title":"A novel approach for applied membrane filtration on processing flows","year":2012,"lang":"en","type":"article","venue":"Lund University Publications (Lund University)","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filtration (mathematics); Membrane; Process engineering; Membrane technology; Waste management; Pulp (tooth); Pulp mill; Environmental science; Mill; Pulp and paper industry; Environmental engineering; Engineering; Chemistry; Mathematics; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002105069,0.0001532601,0.0001257589,0.0003653783,0.0007884734,0.00006503231,0.0004752128,0.0001083353,0.0001051598],"category_scores_gemma":[0.00001480456,0.0001820407,0.00007828393,0.001062044,0.0001071081,0.001016847,0.0001633088,0.0001219421,0.00003165555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004057545,"about_ca_system_score_gemma":0.00002033856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006630641,"about_ca_topic_score_gemma":0.00002377056,"domain_scores_codex":[0.9989809,0.00002874077,0.00009396748,0.0003682462,0.000195906,0.0003322797],"domain_scores_gemma":[0.9993236,0.00004781409,0.0001158313,0.000329221,0.00002852302,0.0001549934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001070211,0.0009831234,0.0008576334,0.0000435824,0.00004380337,4.581316e-7,0.0005386643,0.002712287,0.004379014,0.97527,0.005641577,0.009422845],"study_design_scores_gemma":[0.0005688486,0.00003447574,0.001294531,0.000005701545,0.00007436531,0.000001190699,0.001110951,0.00735369,0.0002852107,0.00004051494,0.9889934,0.0002371106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003428189,0.000001684523,0.3294153,0.0002574576,0.0000244339,0.0004472149,0.00001581425,0.0002245058,0.6661854],"genre_scores_gemma":[0.2239675,0.00002860822,0.1340315,0.0002545704,0.0001377114,0.000007314008,0.000460296,0.00004027401,0.6410722],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9833518,"threshold_uncertainty_score":0.7423404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355700528317138,"score_gpt":0.204630373470161,"score_spread":0.1810733681869897,"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."}}