{"id":"W2144607013","doi":"10.1002/bit.20415","title":"Fractionation of bovine serum albumin and monoclonal antibody alemtuzumab using carrier phase ultrafiltration","year":2005,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Ultrafiltration (renal); Chromatography; Chemistry; Alemtuzumab; Fractionation; Membrane; Ionic strength; Permeation; Bovine serum albumin; Monoclonal antibody; Antibody; Biochemistry; Aqueous solution; Biology; Immunology; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.000100274,0.00008676959,0.00008719425,0.00007065765,0.00005003762,0.00000612094,0.00004251922,0.0002405743,0.00000665407],"category_scores_gemma":[0.00004024766,0.00008848694,0.00001834474,0.00006822749,0.0001011886,0.00001045477,0.00002499608,0.00007577435,2.668691e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001021938,"about_ca_system_score_gemma":0.0000192049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005843492,"about_ca_topic_score_gemma":0.000005271277,"domain_scores_codex":[0.9995034,0.00001048061,0.0001514867,0.0001936355,0.00004294869,0.00009808806],"domain_scores_gemma":[0.9997527,0.000005043881,0.00005195114,0.0001280892,0.00003305578,0.0000291735],"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":[0.00003204728,0.00003398665,0.0009062373,0.00001613209,0.00001975436,2.135323e-7,0.00001234874,0.00008504149,0.9843326,0.0003409135,0.000003773977,0.01421699],"study_design_scores_gemma":[0.0004880628,0.0001533403,0.002620236,0.000006290162,0.00001197123,0.00003548313,0.0000322371,0.0106594,0.977613,0.00001441458,0.008259173,0.0001064428],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968978,0.001711455,0.02842401,0.0006565066,0.00003295211,0.000108719,0.00005181749,0.00002428242,0.00001226713],"genre_scores_gemma":[0.9955228,0.0003306152,0.003995183,0.00002273653,0.00004055748,0.000003998722,0.0000680107,0.000005044717,0.00001104697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02654481,"threshold_uncertainty_score":0.3608393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009656877803423922,"score_gpt":0.2793067954599338,"score_spread":0.2696499176565099,"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."}}