{"id":"W4400037863","doi":"10.2139/ssrn.4872637","title":"Irreversible Serum Protein Interaction on Polyethersulfone Dialyzer Membrane","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Chemistry; Membrane; Chromatography; Biochemistry","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001443161,0.0003212796,0.0002416257,0.0001350146,0.00012502,0.0001164935,0.000413834,0.0004513148,0.00007857306],"category_scores_gemma":[0.0001146313,0.0002920511,0.0003214644,0.00009381829,0.00005501883,0.000004778819,0.000334817,0.004240661,0.000121002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006307944,"about_ca_system_score_gemma":0.002530286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004372537,"about_ca_topic_score_gemma":0.0002339792,"domain_scores_codex":[0.9973536,0.0002169996,0.0003698396,0.0006170706,0.0002659782,0.00117655],"domain_scores_gemma":[0.9989713,0.000008051568,0.0002328606,0.0005701917,0.0001142213,0.0001034144],"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":[0.002445193,0.0008788133,0.0002137915,0.000550422,0.00265853,0.00001956874,0.000330739,0.0007627493,0.8266366,0.04326674,0.001401352,0.1208355],"study_design_scores_gemma":[0.001879517,0.002110036,0.0002238009,0.0005741121,0.000273256,0.0004064734,0.001437432,0.000261161,0.4939402,0.4037925,0.09345751,0.001644013],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717197,0.01392077,0.002187447,0.004761863,0.001586307,0.001013057,0.00006121659,0.00006736893,0.004682283],"genre_scores_gemma":[0.9871384,0.002843366,0.00007605986,0.0001260949,0.0008939547,0.0000683443,0.00008419618,0.00005474085,0.008714854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3605258,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043780950897455,"score_gpt":0.2668090416139646,"score_spread":0.25637123210499,"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."}}