{"id":"W2090293810","doi":"10.1016/j.ab.2011.02.034","title":"Kinetic analysis of unpurified native antigens available in very low quantities and concentrations","year":2011,"lang":"en","type":"article","venue":"Analytical Biochemistry","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Amgen (Canada)","funders":"","keywords":"Antigen; Monoclonal antibody; Recombinant DNA; Affinity chromatography; Chemistry; Antibody; Size-exclusion chromatography; Biochemistry; Chromatography; Molecular biology; Biology; Enzyme; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001108821,0.0001066277,0.0003742261,0.0001735797,0.00002831079,0.000007349445,0.00006620332,0.00008785632,0.001737694],"category_scores_gemma":[0.0001416434,0.0000889615,0.0001174459,0.0006714544,0.0004246892,0.00002768916,0.00004322866,0.000155493,0.00001925702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002186124,"about_ca_system_score_gemma":0.0001075246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005035771,"about_ca_topic_score_gemma":0.00003341719,"domain_scores_codex":[0.9990323,0.00001927934,0.000277591,0.0002314841,0.0002205515,0.0002187614],"domain_scores_gemma":[0.9994117,0.0001142958,0.00004313181,0.0001707861,0.0001192197,0.000140845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000646174,0.0007338088,0.8919222,0.0005333826,0.002113165,0.0001732664,0.0006094545,0.000005274645,0.0953953,0.006067372,0.001588251,0.0002123709],"study_design_scores_gemma":[0.000995646,0.0002466485,0.3641689,0.0001884507,0.001331115,0.00001648824,0.0007327202,0.01596302,0.615405,0.0002192979,0.0004458976,0.0002868231],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667197,0.0006270878,0.00001065206,0.0001411602,0.000008821045,0.00006737292,0.00004274832,0.000007356763,0.03237505],"genre_scores_gemma":[0.9944016,0.0004394705,0.0001684789,0.000078744,0.00001950317,0.000003081344,0.00006302413,0.000004868575,0.004821285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5277532,"threshold_uncertainty_score":0.9991748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546018755277494,"score_gpt":0.3080572384568806,"score_spread":0.2625970509041057,"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."}}