{"id":"W107632296","doi":"10.1016/j.humimm.2013.08.190","title":"115-P","year":2013,"lang":"en","type":"article","venue":"Human Immunology","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Lysis buffer; Chromatography; Isolation (microbiology); Lysis; Immunomagnetic separation; Flow cytometry; Throughput; Computer science; Computational biology; Chemistry; Biology; Molecular biology; Bioinformatics; Operating system","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":[0.00002118538,0.00008886091,0.000105986,0.00007359115,0.00005851474,0.00001682015,0.0001584515,0.0001373895,0.000685294],"category_scores_gemma":[0.000007103303,0.00008086373,0.00002595281,0.00005601932,0.0001291184,0.00004578003,0.00005266262,0.0001465589,0.001563288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002315002,"about_ca_system_score_gemma":0.000002349682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004466037,"about_ca_topic_score_gemma":0.000002723551,"domain_scores_codex":[0.9995565,0.000007174423,0.0001094458,0.00008751146,0.00002495794,0.0002144287],"domain_scores_gemma":[0.9997056,0.000009279758,0.00001033996,0.0002473459,0.00001667693,0.00001073706],"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":[3.417022e-7,0.000006133605,0.0001298146,0.000005150722,0.00002424251,0.000002673695,0.00004145646,0.000002249266,0.930152,0.003571586,0.05627771,0.009786625],"study_design_scores_gemma":[0.0006994194,0.0001930168,0.04819574,0.00003446621,0.00001882112,0.0001281327,0.0005241916,0.0003503323,0.6434968,0.02348752,0.2821431,0.0007284314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983603,0.002568639,0.0003313577,0.0001406907,0.0002542709,0.00007659064,6.336935e-7,0.001591534,0.01143326],"genre_scores_gemma":[0.9985771,0.0001836479,0.0004210582,0.00003948867,0.000027216,0.00001024574,0.000004357498,0.0000159054,0.0007210388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2866552,"threshold_uncertainty_score":0.9992141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007655286182610585,"score_gpt":0.1792362142208925,"score_spread":0.1715809280382819,"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."}}