{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004401401,0.0008496657,0.0003648425,0.002172151,0.001181291,0.003339669,0.0008226822,0.001692096,0.6847216],"category_scores_gemma":[0.001402897,0.0002987381,0.0005842622,0.00124948,0.0005486129,0.001088156,0.001808834,0.00123882,0.5652108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059039,"about_ca_system_score_gemma":0.0009411174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003940721,"about_ca_topic_score_gemma":0.005655174,"domain_scores_codex":[0.9995851,0.00004077256,0.00001387981,0.00008005958,0.0002220355,0.00005826347],"domain_scores_gemma":[0.9992556,0.0001428295,0.00002372761,0.0001389679,0.0002963913,0.0001425175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001643444,0.0001807896,0.0008292826,0.0002485263,0.00002119407,0.0002095228,0.00007233983,0.0003761787,0.006705109,0.02917072,0.5784484,0.3835736],"study_design_scores_gemma":[0.000009786562,0.00003660574,0.001092536,0.00006809968,0.00000702118,0.0001390291,0.00003435172,0.0002529877,0.001377727,0.001909654,0.9950663,0.000005955423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001099587,0.0006764723,0.00181692,0.0008170068,0.001303151,0.00008258074,0.0007491115,0.0004313465,0.9930238],"genre_scores_gemma":[0.00302639,0.0004394685,0.0006336003,0.0002646431,0.0002059286,0.0000246013,0.000529453,0.0001112617,0.9947646],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3152784,"threshold_uncertainty_score":0,"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."}}