{"id":"W2588428507","doi":"10.1182/blood.v116.21.3112.3112","title":"Comparison of Conventional Cytology Vs. High Sensitivity Flow Cytometry for the Diagnosis of Leptomeningeal Involvement by Hematological Lymphoid Malignancies","year":2010,"lang":"en","type":"article","venue":"Blood","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Lymphoma; Cytology; Gold standard (test); Flow cytometry; Cerebrospinal fluid; Pathology; Lumbar puncture; Bone marrow; Leukemia; Internal medicine; Gastroenterology; Immunology","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":[0.005066845,0.0003938381,0.0003734104,0.001996413,0.000171712,0.0008118786,0.000538591,0.0008031406,0.0010705],"category_scores_gemma":[0.01393975,0.0002525183,0.000266581,0.0005600984,0.0005272565,0.0008755965,0.0003433457,0.0003284042,0.0003889995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006121169,"about_ca_system_score_gemma":0.0002574079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006596533,"about_ca_topic_score_gemma":0.00098955,"domain_scores_codex":[0.9979299,0.0008467265,0.0002294248,0.0002780749,0.0005984935,0.0001172702],"domain_scores_gemma":[0.9895099,0.007564705,0.0008366225,0.0003759011,0.001230862,0.000482006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005013329,0.0001886837,0.956232,0.0001775893,0.0001400116,0.0003397992,0.0001305604,0.0005971481,0.009138113,0.0000557981,0.0002998749,0.02768709],"study_design_scores_gemma":[0.0004847443,0.00615204,0.9456764,0.0001329932,0.0003043576,0.005579613,0.0003074467,0.01956344,0.02045666,0.000165231,0.001126162,0.00005085831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950709,0.002657625,0.00130671,0.00007425676,0.00003640451,0.00004896095,0.00008639077,0.00002763504,0.0006910866],"genre_scores_gemma":[0.9981318,0.0002268441,0.001371063,0.00004034736,0.00002798554,0.0000127649,0.0001151833,0.000003768853,0.00007026062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005066845,"threshold_uncertainty_score":0.02679634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0268993223690798,"score_gpt":0.3059622302246445,"score_spread":0.2790629078555647,"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."}}