{"id":"W2339731861","doi":"10.14288/1.0063869","title":"High temperature membrane bioreactor treating kraft evaporator condensate under steady and transient conditions","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transient (computer programming); Steady state (chemistry); Bioreactor; Evaporator; Kraft paper; Thermodynamics; Chemistry; Mechanics; Materials science; Physics; Heat exchanger; Computer science; Composite material","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"],"consensus_categories":[],"category_scores_codex":[0.00009662288,0.00008008898,0.0002979351,0.00007986798,0.0001755417,0.000109228,0.0001300809,0.0001700986,0.000175535],"category_scores_gemma":[0.000006822658,0.000246582,0.00008694164,0.0002484193,0.0001287569,0.0003683148,0.00001123703,0.0001758703,0.000007471132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006921565,"about_ca_system_score_gemma":0.0000361955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002904963,"about_ca_topic_score_gemma":0.0109638,"domain_scores_codex":[0.9991195,0.00004029098,0.0001674409,0.0002745228,0.0001940848,0.0002042237],"domain_scores_gemma":[0.9994159,0.00003936204,0.00006406388,0.0002077335,0.0001264105,0.0001465729],"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":[0.00002075042,0.0002008094,0.0003422586,0.0002831108,0.0001852061,0.0002217022,0.00057973,0.001117411,0.9464728,0.00006926156,0.01498757,0.03551945],"study_design_scores_gemma":[0.003593608,0.0003510963,0.9817787,0.0004877419,0.000207453,0.0001644271,0.001831899,0.001644455,0.007751158,0.0004882188,0.0007882012,0.0009130841],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974481,0.0001447316,0.0002897036,0.000128092,0.0000731958,0.0002967207,0.0005145565,0.0004880257,0.0006169142],"genre_scores_gemma":[0.9986464,0.0001422589,0.0006578958,0.0001051914,0.00002319331,9.543336e-7,0.000129865,0.00001900239,0.0002752219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9814364,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006549033043551779,"score_gpt":0.1831781658862724,"score_spread":0.1766291328427206,"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."}}