{"id":"W4281672019","doi":"10.1002/cyto.b.22080","title":"<scp>CD200</scp> expression on Sezary cells: A valuable tool for flow cytometric assessment of peripheral blood T‐cell neoplasms","year":2022,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Flow cytometry; Mycosis fungoides; Pathology; Lymphoproliferative disorders; Immunohistochemistry; Peripheral T-cell lymphoma; Lymphoma; Medicine; Cell; Immunophenotyping; Angioimmunoblastic T-cell lymphoma; T cell; Cytometry; Biology; Immunology; Immune system","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006239461,0.0008519159,0.002447322,0.00371999,0.0008196853,0.0001215715,0.001068811,0.0005851866,0.00239552],"category_scores_gemma":[0.007031333,0.0008101428,0.001624328,0.009034474,0.0004498512,0.0002139442,0.001074327,0.002275884,0.00009591551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007631825,"about_ca_system_score_gemma":0.001584282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001027413,"about_ca_topic_score_gemma":9.164782e-7,"domain_scores_codex":[0.9884893,0.001313086,0.002711284,0.002001957,0.003780873,0.001703511],"domain_scores_gemma":[0.9844738,0.01089512,0.0009096813,0.00190668,0.0008790902,0.0009356116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003007444,0.02829022,0.7452204,0.00220357,0.001466899,0.0007363189,0.0003332217,0.0032026,0.1093115,0.00005430232,0.0999129,0.006260649],"study_design_scores_gemma":[0.08571894,0.08982475,0.1190504,0.0009862483,0.00329013,0.001721441,0.00637514,0.07227589,0.4160903,0.000366078,0.2016689,0.002631792],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808245,0.001263266,0.004258292,0.0001530929,0.00147014,0.003599546,0.001004442,0.0002464594,0.007180254],"genre_scores_gemma":[0.9687366,0.0004647462,0.01513014,0.001420584,0.0007883024,0.001139764,0.0004841098,0.0002564038,0.0115793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.62617,"threshold_uncertainty_score":0.9994349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05796097997161384,"score_gpt":0.3986764145612298,"score_spread":0.340715434589616,"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."}}