{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002538079,0.0009241227,0.001491741,0.003767953,0.0003195982,0.001828835,0.001370647,0.001816272,0.004371861],"category_scores_gemma":[0.003821903,0.0004541996,0.001118541,0.003680218,0.0007823678,0.002480088,0.0009517831,0.002951662,0.003223364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104968,"about_ca_system_score_gemma":0.002288423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565995,"about_ca_topic_score_gemma":0.002051963,"domain_scores_codex":[0.9989697,0.000229299,0.0001818141,0.0001387657,0.0004217615,0.00005863807],"domain_scores_gemma":[0.9969015,0.001746633,0.0002463907,0.00007655939,0.0009203179,0.0001087116],"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":[0.00007273671,0.00004903967,0.0002971167,0.02311293,0.0001122287,0.0002037579,0.00009454069,0.000260423,0.002134168,0.004972198,0.09314238,0.8755485],"study_design_scores_gemma":[0.000006401217,0.00004151342,0.0004654405,0.003514336,0.00008328827,0.0006008735,0.00003157955,0.0000503816,0.0004131076,0.001078558,0.9936972,0.0000172608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008774845,0.9957438,0.0005000085,0.001273976,0.001086305,0.00001067637,0.00006931373,0.00002563287,0.00120248],"genre_scores_gemma":[0.0004150118,0.9962499,0.0007064019,0.00103154,0.0006785904,0.00001543738,0.0001354795,0.000007602795,0.0007600062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004371861,"threshold_uncertainty_score":0.01462531,"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."}}