{"id":"W3049363265","doi":"10.1002/cyto.a.24210","title":"A Cytometrist's Guide to Coordinating and Performing Effective <scp>COVID</scp>‐19 Research","year":2020,"lang":"en","type":"review","venue":"Cytometry Part A","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Caprion (Canada)","funders":"National Institute of Allergy and Infectious Diseases; National Cancer Institute","keywords":"Cytometry; Coronavirus disease 2019 (COVID-19); Biosafety; Flow cytometry; Workflow; Procurement; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Infectious disease (medical specialty); 2019-20 coronavirus outbreak; Computer science; Computational biology; Business; Biology; Immunology; Medicine; Virology; Biotechnology; Disease; Marketing; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00190196,0.0006194029,0.001437331,0.0009535788,0.0004306402,0.0002065486,0.0006484793,0.0006980552,0.00001134813],"category_scores_gemma":[0.007704037,0.0005773705,0.0004165516,0.002766026,0.0001899049,0.000008866278,0.0006843034,0.0009336141,0.0001128714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258698,"about_ca_system_score_gemma":0.0005240151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003878514,"about_ca_topic_score_gemma":0.000008173341,"domain_scores_codex":[0.9960261,0.0005654799,0.0006904115,0.001340941,0.0005160833,0.000860997],"domain_scores_gemma":[0.9971922,0.000946269,0.0002019271,0.0006160027,0.0002625022,0.0007811174],"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":[0.00002535423,0.00009389697,0.0006325989,0.01036472,0.0004494094,0.00009498676,0.0002761995,0.000002151514,0.003580538,0.00001670505,0.02562202,0.9588414],"study_design_scores_gemma":[0.0003727643,0.0007217058,0.00001921742,0.001602274,0.0001887719,0.00009952173,0.0001272709,0.00001300643,0.0007316898,0.000004661946,0.9958398,0.0002792902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002676374,0.9904644,0.001730018,0.00002090697,0.0003541632,0.001749579,0.0001508951,0.0000528925,0.002800711],"genre_scores_gemma":[0.00219387,0.9917187,0.001333318,0.000254698,0.001462134,0.0004606517,0.0002910141,0.0001676871,0.002117919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9702178,"threshold_uncertainty_score":0.9996678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07911145603767193,"score_gpt":0.4095189247950907,"score_spread":0.3304074687574188,"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."}}