{"id":"W4399787378","doi":"10.1093/neuonc/noae064.250","title":"METB-09. VARIANT WORKBENCH IN THE KIDS FIRST PROGRAM FACILITATES GENOMIC DISCOVERIES IN PEDIATRIC NEURO-ONCOLOGY RESEARCH","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Workbench; Pediatric oncology; Computational biology; Oncology; Medicine; Computer science; Internal medicine; Biology; Artificial intelligence; Cancer","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":[0.00688709,0.002192933,0.001862593,0.004443779,0.001088131,0.005364517,0.005096002,0.001268729,0.1428281],"category_scores_gemma":[0.01510971,0.002039135,0.002234648,0.004385007,0.0007380691,0.003637333,0.006478929,0.002985705,0.09916619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126907,"about_ca_system_score_gemma":0.002652344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006424336,"about_ca_topic_score_gemma":0.007179342,"domain_scores_codex":[0.9972848,0.0005389064,0.0002627079,0.0008351444,0.0008303999,0.0002480049],"domain_scores_gemma":[0.9919878,0.003315466,0.0005866191,0.001932589,0.001148376,0.001029135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002595348,0.0002187043,0.005631121,0.001215995,0.0002801761,0.0006764209,0.0005960756,0.002294244,0.008229557,0.01176991,0.8668334,0.09965915],"study_design_scores_gemma":[0.001854357,0.0003013347,0.00855978,0.0006239783,0.000184333,0.0008807941,0.0002555064,0.01966366,0.01851209,0.02006636,0.9288384,0.0002593235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.007474439,0.00103461,0.1109772,0.001623308,0.0008324815,0.0006126579,0.3221198,0.523917,0.03140868],"genre_scores_gemma":[0.03195098,0.0008585954,0.2350013,0.001236896,0.0003079818,0.00181948,0.5561357,0.153894,0.01879509],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1428281,"threshold_uncertainty_score":0.4778076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07026701302173444,"score_gpt":0.4005727791391663,"score_spread":0.3303057661174319,"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."}}