{"id":"W2615344327","doi":"10.1097/01.tp.0000520354.93562.12","title":"Mixed Lymphocyte Reaction in a Standardized Flow Cytometry Panel","year":2017,"lang":"en","type":"article","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Flow cytometry; Mixed lymphocyte reaction; Immunophenotyping; Immunology; CD8; Medicine; Lymphocyte; Transplantation; Peripheral blood mononuclear cell; Thymectomy; T cell; Cell growth; Andrology; Immune system; Biology; Internal medicine; In vitro","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002524754,0.001656782,0.0008656151,0.002010875,0.0003640854,0.001036991,0.001123184,0.0008856594,0.008807774],"category_scores_gemma":[0.001927055,0.0004523637,0.0004403197,0.001301983,0.0004374076,0.0005125477,0.0006264744,0.0008896383,0.00376915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000531126,"about_ca_system_score_gemma":0.000616018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006864079,"about_ca_topic_score_gemma":0.0009854781,"domain_scores_codex":[0.9924002,0.002477931,0.0007881189,0.001877886,0.00205588,0.0003999597],"domain_scores_gemma":[0.9986644,0.0003571398,0.0002678844,0.0002638857,0.0003732373,0.00007353288],"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":[0.002454197,0.0004548213,0.01833672,0.0005564488,0.0001310885,0.0003747918,0.0003234158,0.001306174,0.9176046,0.001623023,0.0031938,0.05364091],"study_design_scores_gemma":[0.000425256,0.004899096,0.05143634,0.0003902167,0.0005209545,0.003543778,0.0002312195,0.02924311,0.8544918,0.001847703,0.05285311,0.0001174286],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4943823,0.004991909,0.4544898,0.0006989618,0.0006793918,0.003991068,0.006570909,0.006464726,0.02773095],"genre_scores_gemma":[0.6019495,0.002533968,0.3599587,0.001144834,0.0003859115,0.007160642,0.01420914,0.0004536239,0.01220361],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008807774,"threshold_uncertainty_score":0.02946496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08675648760144374,"score_gpt":0.3548463269432108,"score_spread":0.2680898393417671,"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."}}