{"id":"W4411435546","doi":"10.3390/cancers17122045","title":"An Update on Flow Cytometry Analysis of Hematological Malignancies: Focus on Standardization","year":2025,"lang":"en","type":"review","venue":"Cancers","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Standardization; Comparability; Flow cytometry; Medical physics; Workflow; Computer science; Reproducibility; Medicine; Pathology; Immunology; Statistics; Mathematics; Database","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":[],"consensus_categories":[],"category_scores_codex":[0.0001311797,0.0002898568,0.001138438,0.0003378571,0.00004598204,0.00001804802,0.0002806775,0.0004201283,0.0000398532],"category_scores_gemma":[0.00005909327,0.0002340189,0.0005964006,0.0008362798,0.00006920374,0.00000176377,0.00002167759,0.0001308718,0.000002216335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002382026,"about_ca_system_score_gemma":0.0006334741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001639475,"about_ca_topic_score_gemma":0.00003498571,"domain_scores_codex":[0.9986115,0.0001151706,0.0003945738,0.0005140338,0.000176262,0.0001884881],"domain_scores_gemma":[0.9990844,0.00003092212,0.0002048969,0.0005267189,0.0000842357,0.00006889796],"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":[0.0003417423,0.0001478446,0.00007902718,0.007734549,0.00450631,0.000016045,0.00002930165,0.01428426,0.001195829,0.0006371164,0.001981965,0.969046],"study_design_scores_gemma":[0.0004371798,0.0009762387,0.000009269116,0.003988239,0.005318737,0.000001954091,0.0000185816,0.0004379889,0.008227192,0.00002633661,0.9798795,0.0006788013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005983165,0.9839132,0.01261098,0.00000780134,0.000327662,0.0003232854,0.001209502,0.00001796285,0.0009913121],"genre_scores_gemma":[0.007490133,0.9902692,0.0002207292,0.0001262354,0.0000835904,0.00003542386,0.001665733,0.00002272946,0.00008619256],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9778975,"threshold_uncertainty_score":0.9543015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02371844059216065,"score_gpt":0.3185425452896986,"score_spread":0.2948241046975379,"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."}}