{"id":"W4248144355","doi":"10.1017/cjn.2021.89","title":"Cerebrospinal fluid flow cytometry: utility in central nervous system lymphoma diagnosis","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Flow cytometry; Medicine; Malignancy; Cerebrospinal fluid; Lymphoma; Pathology; Cytometry; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.002440517,0.0004491322,0.0003323535,0.003159899,0.0002325757,0.001051519,0.0006779259,0.00100107,0.002060166],"category_scores_gemma":[0.007160575,0.0001825146,0.0001763149,0.0009496128,0.0004819186,0.0009916362,0.0004307283,0.000471854,0.001147135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004815207,"about_ca_system_score_gemma":0.0005408486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312118,"about_ca_topic_score_gemma":0.001437988,"domain_scores_codex":[0.9993143,0.0002795921,0.00009137206,0.00005701952,0.0001881537,0.00006957122],"domain_scores_gemma":[0.997575,0.001052685,0.0004228001,0.0000872272,0.0006675971,0.0001946845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005569988,0.0001368617,0.6660586,0.0002872076,0.00002493704,0.006047084,0.0003036793,0.0006838245,0.007742291,0.0003660141,0.01118755,0.3066049],"study_design_scores_gemma":[0.0001458021,0.001399598,0.7689471,0.001932294,0.0001780449,0.1185816,0.001872917,0.02241397,0.02834776,0.002739806,0.05331994,0.0001212032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8828934,0.05632625,0.02122224,0.01091048,0.0007084862,0.0004130861,0.000943827,0.00148137,0.02510074],"genre_scores_gemma":[0.9696023,0.0110851,0.01630514,0.0009636475,0.0004871053,0.00006260126,0.0001822796,0.00004781266,0.00126404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003159899,"threshold_uncertainty_score":0.01290679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201925727337708,"score_gpt":0.2678941401074359,"score_spread":0.2358748828340588,"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."}}