{"id":"W2251868009","doi":"10.1016/j.humimm.2014.08.076","title":"P014","year":2014,"lang":"en","type":"article","venue":"Human Immunology","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Serial dilution; Antigen; Antibody; Flow cytometry; Chemistry; Immunology; Molecular biology; Medicine; Biology; Pathology","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":[0.00005204532,0.00006811262,0.00006524847,0.00001890003,0.0001068074,0.000005585631,0.0001098077,0.00009439335,0.00001713365],"category_scores_gemma":[0.00001867798,0.00006712099,0.00003408743,0.00002760524,0.0001059608,7.323783e-7,0.0000776356,0.00005463626,0.00003284693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003564564,"about_ca_system_score_gemma":0.000005051819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004787209,"about_ca_topic_score_gemma":0.000007542857,"domain_scores_codex":[0.9995587,0.00002414551,0.0000877019,0.0001758181,0.00002217755,0.000131484],"domain_scores_gemma":[0.9995519,0.000003645786,0.00003618782,0.0003640818,0.00002780136,0.00001641363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004258967,0.00001579539,0.00006587034,8.733741e-7,0.000008175715,1.283849e-7,0.000003323419,0.00000113793,0.9724505,0.01976616,0.001878389,0.005805406],"study_design_scores_gemma":[0.000157219,0.0001953468,0.001837684,0.00000218389,0.000003463288,0.00001533061,0.000004920988,0.000007250624,0.3172891,0.005663624,0.674717,0.0001069174],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303911,0.0003447541,0.04941554,0.0003792031,0.00008988617,0.0001381152,0.00000292039,0.0001211961,0.01911725],"genre_scores_gemma":[0.9932382,0.00004067563,0.004842254,0.0003324991,0.0001317661,0.00001490733,0.00006611035,0.00001264702,0.00132098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6728386,"threshold_uncertainty_score":0.2737114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007449291241531504,"score_gpt":0.2673634394190335,"score_spread":0.259914148177502,"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."}}