{"id":"W2003829610","doi":"10.1002/cjce.21655","title":"Modified correction‐factor analysis for mass transfer in double‐pass rectangular membrane modules","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mass transfer; Membrane; Aqueous solution; Methyl isobutyl ketone; Chemistry; Heat exchanger; Ketone; Heat transfer; Analytical Chemistry (journal); Extraction (chemistry); Chromatography; Materials science; Thermodynamics; Physics; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003973306,0.0001739003,0.0003416475,0.000553833,0.00003362835,0.00004228342,0.0002362997,0.0001379149,0.00006291831],"category_scores_gemma":[0.00006521936,0.000150978,0.0002120145,0.0005869481,0.00002235704,0.0002179428,0.000002261574,0.0003654111,0.000001425209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003863146,"about_ca_system_score_gemma":0.00006629556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000263863,"about_ca_topic_score_gemma":0.0002756671,"domain_scores_codex":[0.9988912,0.00001393995,0.0004485847,0.00007795911,0.0001640437,0.0004042422],"domain_scores_gemma":[0.9992056,0.0001259332,0.00003467388,0.0001675959,0.0000797691,0.0003864157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003105359,0.000005779242,0.0001625608,0.00004902574,0.0002528848,0.000003560616,0.0004072499,0.6305364,0.367784,0.0004045771,0.0001743198,0.0001886309],"study_design_scores_gemma":[0.0004537227,0.00001017455,0.0001765256,0.00003487296,0.0001146413,0.00001917771,0.000008522356,0.1998686,0.7982248,0.00002303626,0.0008730254,0.0001928896],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7793825,0.0004889533,0.2188341,0.0001329067,0.0006854544,0.0002104348,0.0000208969,0.00008427952,0.0001604595],"genre_scores_gemma":[0.9979466,0.000007060514,0.00169828,0.00002410436,0.0002281403,0.00002328635,0.00000758873,0.00004006983,0.00002490593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4306678,"threshold_uncertainty_score":0.6156702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891475084344591,"score_gpt":0.2208628409307941,"score_spread":0.2019480900873482,"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."}}