{"id":"W2607374688","doi":"10.3791/55283","title":"Measurement of T Cell Alloreactivity Using Imaging Flow Cytometry","year":2017,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"T-cell and B-cell Immunology","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"National Institutes of Health; Kidney Research UK; British Heart Foundation; Royal College of Physicians and Surgeons of Canada; Wellcome Trust","keywords":"Flow cytometry; Immune system; Immunosuppression; Immunology; Antigen; Transplantation; T cell; In vitro; Antigen-presenting cell; In vivo; Biology; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001947168,0.001141921,0.00105471,0.00314195,0.0006340545,0.001281,0.001129495,0.001567051,0.003737563],"category_scores_gemma":[0.001597623,0.0003317426,0.0006009592,0.00153644,0.0006920851,0.001173686,0.0007135743,0.002143266,0.001055292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007427889,"about_ca_system_score_gemma":0.0003583661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005225941,"about_ca_topic_score_gemma":0.0005831726,"domain_scores_codex":[0.9981414,0.0003875421,0.0001896719,0.0005813927,0.0004940971,0.0002058816],"domain_scores_gemma":[0.9986374,0.0005835596,0.0002663027,0.0001402451,0.0002661841,0.0001062653],"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":[0.0001115992,0.0001371481,0.001096402,0.000142982,0.00002207911,0.00004011592,0.00008156596,0.0003595349,0.9835901,0.0005958928,0.0002119877,0.01361068],"study_design_scores_gemma":[0.00003929185,0.0005302326,0.006885325,0.00003463907,0.00007299489,0.0003116839,0.00007714181,0.02330812,0.963599,0.00120204,0.003880906,0.00005864924],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3433104,0.004106422,0.6364861,0.0004131001,0.0003462639,0.001432799,0.002392805,0.003027528,0.008484582],"genre_scores_gemma":[0.5115826,0.005875381,0.4695921,0.0007296164,0.0003457839,0.003563311,0.002213329,0.0003278632,0.005770021],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003737563,"threshold_uncertainty_score":0.01250339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0506106058416821,"score_gpt":0.382332328326462,"score_spread":0.3317217224847799,"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."}}