{"id":"W4402267841","doi":"10.1158/1538-7445.pediatric24-a034","title":"Abstract A034 LIBERTY: LIquid Biopsy for rElapsed/RefracTorY neuroblastoma - a pilot study of characterization of circulating tumor DNA alterations in patients with relapsed and refractory neuroblastoma using a clinically validated liquid biopsy platform","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Neuroblastoma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Refractory (planetary science); Liquid biopsy; Neuroblastoma; Medicine; Biopsy; Circulating tumor DNA; Pathology; Radiology; Internal medicine; Cancer; Biology","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":[0.0008213648,0.0004442766,0.0004381847,0.0002886653,0.0005526037,0.0005116935,0.0005463134,0.0003535859,0.002789841],"category_scores_gemma":[0.0008924128,0.0002525306,0.0003682553,0.0002827152,0.0005472255,0.0003242593,0.0005492825,0.0004648099,0.0006972835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002058909,"about_ca_system_score_gemma":0.002120893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02491296,"about_ca_topic_score_gemma":0.02784236,"domain_scores_codex":[0.9995919,0.00009451208,0.00002128672,0.0001205292,0.0001019896,0.00006969443],"domain_scores_gemma":[0.9992775,0.00009573549,0.0001132379,0.00006406937,0.0001462529,0.0003031254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06019576,0.006398917,0.7654566,0.0003277336,0.0002448935,0.001454818,0.001586499,0.0006936701,0.09004875,0.0002047282,0.003547971,0.06983966],"study_design_scores_gemma":[0.003977176,0.06481292,0.9115533,0.00002743501,0.0001624993,0.002376691,0.000597206,0.001910625,0.01039507,0.00005922749,0.004084061,0.00004365238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981685,0.0001174184,0.0001481084,0.00003455484,0.000004847953,0.0003610955,0.0006066044,0.00002010609,0.000538692],"genre_scores_gemma":[0.9948144,0.0001218674,0.001260191,0.0001471139,0.000015127,0.0003838241,0.002051726,0.00001143835,0.001194358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02491296,"threshold_uncertainty_score":0.04953587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08530423107458393,"score_gpt":0.3780398901641955,"score_spread":0.2927356590896116,"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."}}