{"id":"W2769578901","doi":"10.1002/cyto.b.21603","title":"Initial flow cytometric evaluation of the Clearllab lymphoid screen","year":2017,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Calgary Laboratory Services; London Health Sciences Centre","funders":"","keywords":"Population; Malignancy; Immunophenotyping; Hematologic Neoplasms; CD5; Antibody; Medicine; CD20; Minimal residual disease; Flow cytometry; Pathology; Lymphoma; Leukemia; Immunology; Internal medicine; Transplantation","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":[0.00144007,0.000481103,0.0003195114,0.00146689,0.0003714958,0.0005001273,0.0003488707,0.0004221401,0.004460911],"category_scores_gemma":[0.001848998,0.0001889485,0.0001960005,0.0004728578,0.0004032674,0.0003626205,0.000516721,0.0003563054,0.001297118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005900416,"about_ca_system_score_gemma":0.0002815966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006777085,"about_ca_topic_score_gemma":0.000761717,"domain_scores_codex":[0.9991037,0.0001775398,0.0000933887,0.0001781553,0.0003491836,0.00009801539],"domain_scores_gemma":[0.9987046,0.0002753238,0.000130501,0.0001028635,0.0006947108,0.0000920419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002150662,0.0002433923,0.08680567,0.0003041899,0.00004721864,0.0002506373,0.0004429104,0.0003419124,0.8814718,0.000426898,0.001080004,0.02643479],"study_design_scores_gemma":[0.0001003631,0.002203458,0.2045193,0.0001349166,0.0001552414,0.001852969,0.0003785449,0.008130265,0.7689056,0.0004710872,0.01310292,0.00004531708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660208,0.001577713,0.02295037,0.0001288312,0.00005360689,0.0004223946,0.001247125,0.000418273,0.007180886],"genre_scores_gemma":[0.9725235,0.000459662,0.02137825,0.0001839277,0.00004147881,0.0004997353,0.002433337,0.00008090399,0.002399299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004460911,"threshold_uncertainty_score":0.01492321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2060644633399357,"score_gpt":0.4737518660727514,"score_spread":0.2676874027328157,"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."}}