{"id":"W4404237082","doi":"10.1093/neuonc/noae165.0122","title":"BIOM-50. SERIAL INTRACRANIAL CEREBROSPINAL CELL-FREE DNA FOR DISEASE MONITORING IN PATIENTS WITH GLIOMAS","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Cerebrospinal fluid; Brain Cell; Medicine; Brain disease; Pathology; Disease; Biology; Neuroscience","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":[0.0003167387,0.0003171911,0.000322597,0.0007893013,0.0001778404,0.0003647583,0.0001689673,0.0002321154,0.001560973],"category_scores_gemma":[0.000976563,0.00009706514,0.0001122214,0.000427881,0.0001398431,0.0002397422,0.0001592609,0.0002090654,0.0005347765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002949968,"about_ca_system_score_gemma":0.0001932972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006852301,"about_ca_topic_score_gemma":0.001057043,"domain_scores_codex":[0.9998457,0.00003704848,0.000019731,0.00003912749,0.00003825961,0.00001995953],"domain_scores_gemma":[0.9996538,0.0001016467,0.00009848145,0.00002048246,0.00006496928,0.00006064733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003514731,0.0001560493,0.8376482,0.0001733454,0.0000700239,0.000791988,0.0001523099,0.0003715391,0.0445474,0.00009108839,0.002014774,0.1104686],"study_design_scores_gemma":[0.0001138331,0.00210125,0.9497737,0.00005680813,0.0001023579,0.004031217,0.0001442841,0.002898038,0.03453753,0.0001955544,0.00602582,0.00001981782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930187,0.002025196,0.0007969249,0.0001856651,0.00002676851,0.00007029941,0.001291592,0.0001529764,0.002431854],"genre_scores_gemma":[0.9960998,0.0003451426,0.001880463,0.00008959089,0.00001664248,0.00006588175,0.0008719246,0.0000105834,0.0006200172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001560973,"threshold_uncertainty_score":0.005222023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269983697859469,"score_gpt":0.2761359197835455,"score_spread":0.2634360828049508,"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."}}