{"id":"W4386961698","doi":"10.3389/fimmu.2023.1198310","title":"Flow cytometric analysis of innate lymphoid cells: challenges and solutions","year":2023,"lang":"en","type":"review","venue":"Frontiers in Immunology","topic":"IL-33, ST2, and ILC Pathways","field":"Immunology and Microbiology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Terry Fox Research Institute","funders":"","keywords":"Innate lymphoid cell; Interleukin-7 receptor; Biology; RAR-related orphan receptor gamma; GATA3; Population; CD3; T-cell receptor; Immunology; Flow cytometry; T cell; Cell biology; Antigen; Transcription factor; IL-2 receptor; FOXP3; Immune system; Genetics; Medicine; Acquired immune system; CD8","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":[],"consensus_categories":[],"category_scores_codex":[0.007798997,0.001195092,0.00159392,0.003144112,0.0007307387,0.003068671,0.002088075,0.003060541,0.005264863],"category_scores_gemma":[0.00449569,0.0009308796,0.0008119982,0.002020097,0.002311114,0.003118198,0.001723203,0.005538192,0.003386803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001938672,"about_ca_system_score_gemma":0.0009679971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004119062,"about_ca_topic_score_gemma":0.0005202663,"domain_scores_codex":[0.993683,0.001806506,0.0004365396,0.001072973,0.002702335,0.0002987524],"domain_scores_gemma":[0.9954659,0.002077187,0.0003435881,0.0003115808,0.001552618,0.0002491144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004281864,0.0002853152,0.005847925,0.006394112,0.0002286895,0.0003613388,0.0007746499,0.002022261,0.4113798,0.05834134,0.06469928,0.4492372],"study_design_scores_gemma":[0.00008967174,0.0006324581,0.007769462,0.001946757,0.0001549112,0.004076849,0.0007008779,0.0154349,0.1945406,0.09375114,0.680546,0.0003563663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01986036,0.2788181,0.6419029,0.03612396,0.006521618,0.0007045288,0.001686697,0.002973453,0.01140843],"genre_scores_gemma":[0.1119155,0.2125677,0.6170239,0.0221773,0.008251685,0.003049691,0.003291028,0.001005019,0.02071809],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007798997,"threshold_uncertainty_score":0.04124552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05938457117774909,"score_gpt":0.2776374664460608,"score_spread":0.2182528952683117,"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."}}