{"id":"W2036976290","doi":"10.1002/cyto.a.20011","title":"Clinical flow cytometry, a hypothesis‐driven discipline of modern cytomics","year":2004,"lang":"en","type":"review","venue":"Cytometry Part A","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Canada; St. Jude Children's Research Hospital","keywords":"Computer science; Flow cytometry; Cytometry; Medical laboratory; Nanotechnology; Medical physics; Medicine; Pathology; Immunology; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006390451,0.0008399445,0.002755648,0.0004722667,0.0001034426,0.00004975902,0.001055359,0.001472291,0.00004930522],"category_scores_gemma":[0.0004258387,0.0007315073,0.002004857,0.0008858027,0.0003942444,0.000007322876,0.0003771571,0.000660167,0.00008129566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009868955,"about_ca_system_score_gemma":0.0008020335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005648946,"about_ca_topic_score_gemma":0.00001507953,"domain_scores_codex":[0.995597,0.000267912,0.001883564,0.001204359,0.000406938,0.000640245],"domain_scores_gemma":[0.9971321,0.0001872206,0.0007781397,0.001408326,0.0001634821,0.0003307325],"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":[0.0001324806,0.0009307659,0.000589885,0.01059917,0.001179097,0.00002957724,0.00002814451,0.00008789588,0.001124803,0.00001082321,0.0007182096,0.9845691],"study_design_scores_gemma":[0.001385382,0.0007233353,0.00006841184,0.005800299,0.001384362,0.00008458194,0.000007692945,0.0001997452,0.0007516118,0.0001263723,0.9882196,0.001248651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001648566,0.986017,0.009256353,0.00001084873,0.001045241,0.0007573931,0.0007480805,0.00004627713,0.0004702019],"genre_scores_gemma":[0.004323481,0.9875436,0.004759731,0.00005591634,0.001450337,0.00006885301,0.00095276,0.0002139273,0.0006313957],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9875013,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09282363084208409,"score_gpt":0.360114346363497,"score_spread":0.2672907155214129,"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."}}