{"id":"W2342317773","doi":"10.1007/978-94-010-1015-3_213","title":"Microchip-Based Selective Preconcentration Using Protein A Immunoaffinity Chromatography","year":2001,"lang":"en","type":"book-chapter","venue":"","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Analyte; Chromatography; Immunoassay; Bead; Volume (thermodynamics); Materials science; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001660043,0.0003293731,0.0002384774,0.00007547319,0.0001282735,0.00003948659,0.0001896869,0.0005448947,0.000327238],"category_scores_gemma":[0.00002815858,0.0003361175,0.0002471365,0.00004449463,0.0001368857,0.000003752247,0.00004008602,0.0002157123,0.00001766512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005939767,"about_ca_system_score_gemma":0.00042582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003331957,"about_ca_topic_score_gemma":0.00006837054,"domain_scores_codex":[0.9986322,0.00005152809,0.0003468005,0.0005980512,0.0001473445,0.0002241051],"domain_scores_gemma":[0.9988784,0.000005979079,0.0002495141,0.0005549467,0.0002321493,0.00007906995],"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":[0.0002955479,0.000149242,0.0001645446,0.0001012698,0.0002262893,0.000002501831,0.00002108877,0.00002416614,0.98829,0.006479716,0.0003374942,0.00390816],"study_design_scores_gemma":[0.0009079444,0.0003495756,0.0001977184,0.0001151764,0.0000691071,0.00001535481,0.000008626623,0.0002214445,0.7194863,0.003160679,0.2745459,0.0009221236],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05478504,0.004941484,0.0348731,0.0001495692,0.0001878997,0.004572828,0.0002112986,0.0001623017,0.9001165],"genre_scores_gemma":[0.8838825,0.0002145792,0.006648264,0.0004055786,0.0003731659,0.0001802111,0.001529324,0.000142728,0.1066237],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8290974,"threshold_uncertainty_score":0.9999091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704621429337544,"score_gpt":0.2393679914290998,"score_spread":0.2223217771357244,"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."}}