{"id":"W2981926059","doi":"10.1002/cyto.a.23919","title":"Single Cell Phenotypic Profiling of 27 DLBCL Cases Reveals Marked Intertumoral and Intratumoral Heterogeneity","year":2019,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Terry Fox Research Institute; BC Cancer Agency","funders":"Japan Society for the Promotion of Science; Genome Canada; Terry Fox Research Institute; Leukemia and Lymphoma Society","keywords":"Phenotype; Mass cytometry; Biology; Lymphoma; Genetic heterogeneity; Diffuse large B-cell lymphoma; Cancer research; Context (archaeology); Pathology; Immunology; Genetics; Gene; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001875162,0.0001716825,0.0002774458,0.001076187,0.0003317964,0.0003490504,0.0001754271,0.0002325484,0.0005377677],"category_scores_gemma":[0.0005276556,0.0001357665,0.0001170878,0.000586112,0.0003797958,0.00008459312,0.0003424754,0.0001535871,0.0002182452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003808592,"about_ca_system_score_gemma":0.0001383215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001675644,"about_ca_topic_score_gemma":0.002169721,"domain_scores_codex":[0.999763,0.00002746064,0.00002396563,0.00006429046,0.00007707346,0.00004418146],"domain_scores_gemma":[0.9998444,0.00003787381,0.00002093961,0.00002918673,0.00003337001,0.00003407325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000607624,0.0001445299,0.5584096,0.00008105586,0.00007817235,0.006429703,0.0009932322,0.0004998786,0.4030898,0.0001396982,0.0004272014,0.0290994],"study_design_scores_gemma":[0.00004086866,0.0003281733,0.8762987,0.00001403998,0.0001190452,0.02615329,0.00101849,0.002525272,0.08954962,0.0001929936,0.003739705,0.0000197721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986058,0.000271425,0.000713594,0.00001794237,0.00000202019,0.00001523834,0.0001143585,0.00001514052,0.0002445733],"genre_scores_gemma":[0.9984522,0.0001533098,0.0008191246,0.00001615614,0.000004698761,0.00001465634,0.0003911102,0.000005677568,0.0001430641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001675644,"threshold_uncertainty_score":0.00333184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02843418346740925,"score_gpt":0.2735828115848192,"score_spread":0.2451486281174099,"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."}}