{"id":"W4211256632","doi":"10.1002/pbc.29585","title":"The expense of sending cerebrospinal fluid for analysis on all lumbar punctures in pediatric acute lymphoblastic leukemia patients","year":2022,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Cerebrospinal fluid; Asymptomatic; Lumbar puncture; Lumbar; Chemotherapy; Vomiting; Internal medicine; Central nervous system; Pediatrics; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001285184,0.0002738686,0.0002334063,0.0007720989,0.000692678,0.001270264,0.0005788849,0.0003846716,0.002644501],"category_scores_gemma":[0.008528208,0.0002248803,0.0002714389,0.001311928,0.0005445521,0.0005178723,0.0006236634,0.0006086491,0.000300429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004857906,"about_ca_system_score_gemma":0.002914557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04210779,"about_ca_topic_score_gemma":0.04839558,"domain_scores_codex":[0.9978988,0.0008249144,0.0002565776,0.000114712,0.0006074382,0.0002975461],"domain_scores_gemma":[0.9945012,0.001595793,0.002498,0.0001563705,0.0006384025,0.0006101721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005356537,0.00008214241,0.9503106,0.0001223765,0.00006203345,0.001252573,0.0004107244,0.000460617,0.0007055143,0.0001141861,0.002162702,0.04378077],"study_design_scores_gemma":[0.00002464423,0.0004515384,0.9903657,0.0001025038,0.00007424133,0.003865116,0.001167762,0.0007429888,0.0006315173,0.00007146954,0.002489395,0.00001297598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939404,0.001386499,0.0001803239,0.00114696,0.00002015918,0.00005365163,0.0004853402,0.00001873768,0.002767984],"genre_scores_gemma":[0.9978774,0.000778909,0.0005466125,0.0003018174,0.00003122133,0.00002975265,0.0002427096,0.000005475594,0.000186273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04210779,"threshold_uncertainty_score":0.08372539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507416895106703,"score_gpt":0.2965382099548765,"score_spread":0.2814640410038095,"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."}}