{"id":"W2020683193","doi":"10.4236/abb.2013.46094","title":"Preliminary study of binary protein adsorption system and potential bioseparation under homogeneous field of shear in airlift biocontactor","year":2013,"lang":"en","type":"article","venue":"Advances in Bioscience and Biotechnology","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Adsorption; Bovine serum albumin; Chemistry; Chromatography; Pulmonary surfactant; Protein adsorption; Globular protein; Chemical engineering; Organic chemistry; Crystallography; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001557382,0.000086694,0.0001447744,0.000158424,0.00002563249,0.000005395716,0.0001272385,0.000204066,0.000001753797],"category_scores_gemma":[0.00004728658,0.00007487008,0.00001317777,0.0002325525,0.0002576238,0.00002623854,0.00009697818,0.00007101634,3.449775e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009753562,"about_ca_system_score_gemma":0.0000212768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001568929,"about_ca_topic_score_gemma":0.0001063315,"domain_scores_codex":[0.9991405,0.00005736845,0.0002747177,0.0003283661,0.00007253323,0.0001265171],"domain_scores_gemma":[0.9996075,0.00000892524,0.000112532,0.0002137009,0.00003679275,0.00002055801],"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":[0.000086996,0.0002585239,0.009856834,0.00005881772,0.000002236509,9.241419e-7,0.00006134811,0.00002451552,0.9819122,0.0002538734,5.525627e-7,0.007483197],"study_design_scores_gemma":[0.0007643728,0.004086163,0.09113076,0.00005137705,0.000003976063,0.00001410426,0.002574104,0.0006726303,0.900291,0.0002125414,0.00006247072,0.0001365369],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960377,0.0023375,0.000474252,0.0002731055,0.00003637578,0.0008181353,0.000003730036,0.000008693457,0.00001050681],"genre_scores_gemma":[0.9989679,0.0004975078,0.0004266677,0.0000149676,0.000005534538,0.0000756466,0.000002972979,0.000002909772,0.000005923058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08162121,"threshold_uncertainty_score":0.3053114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005327957867544724,"score_gpt":0.2526055474176372,"score_spread":0.2472775895500925,"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."}}