{"id":"W1570198006","doi":"10.1002/pbc.25363","title":"Detection of central nervous system involvement in childhood acute lymphoblastic leukemia by cytomorphology and flow cytometry of the cerebrospinal fluid","year":2014,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Cerebrospinal fluid; Immunophenotyping; Cytology; Central nervous system; Pathology; Leukemia; Lymphoblastic Leukemia; Blood cancer; Cohort; Cancer; Flow cytometry; Internal medicine; 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":[0.001194609,0.0002335027,0.0002897141,0.001970382,0.0001561331,0.000533434,0.0003047106,0.0002727222,0.0006877034],"category_scores_gemma":[0.003665293,0.0001308928,0.0001506947,0.0009833341,0.0004485486,0.0003829514,0.0003164001,0.0003102586,0.0001665814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004923152,"about_ca_system_score_gemma":0.0003775556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001266517,"about_ca_topic_score_gemma":0.001333974,"domain_scores_codex":[0.999312,0.0002508791,0.0001010796,0.00009554944,0.0001761571,0.00006424424],"domain_scores_gemma":[0.997665,0.000767871,0.001014698,0.0001102456,0.0002595271,0.0001826817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002662723,0.00001833911,0.9930647,0.00002468522,0.00001239714,0.0002009459,0.00004120091,0.00005670541,0.002089185,0.00001355128,0.00005678734,0.004155186],"study_design_scores_gemma":[0.00001977033,0.0002360987,0.9916545,0.00001918303,0.00003369695,0.004163194,0.000136235,0.0004561623,0.002855367,0.00003179326,0.0003890512,0.000005041913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986057,0.0005926518,0.0002261843,0.00002181403,0.000005394658,0.00002165854,0.0001812383,0.000008202152,0.0003372091],"genre_scores_gemma":[0.9987484,0.0002943788,0.0005899314,0.00001631426,0.000007882742,0.00002348149,0.0002664487,0.000002540418,0.00005061211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001970382,"threshold_uncertainty_score":0.006317794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004900727969733848,"score_gpt":0.2243195864363101,"score_spread":0.2194188584665762,"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."}}