{"id":"W2971854963","doi":"10.1017/cjn.2019.267","title":"Update on the national survey on molecular diagnostics in CNS tumors","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Neuropathology; Presentation (obstetrics); Test (biology); Medicine; Glioma; Pathology; Biology; Disease; Cancer research; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005871336,0.0003422186,0.0005792897,0.004895012,0.001375398,0.001626579,0.001130552,0.0007651319,0.005075513],"category_scores_gemma":[0.02017071,0.000317895,0.0006304976,0.01104811,0.0006626901,0.001291757,0.001424232,0.001246349,0.001150614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03955308,"about_ca_system_score_gemma":0.09007421,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9693148,"about_ca_topic_score_gemma":0.9707257,"domain_scores_codex":[0.9918596,0.0005889075,0.001035453,0.0004367698,0.004880672,0.00119868],"domain_scores_gemma":[0.9436596,0.003438475,0.003246123,0.0005580367,0.04441326,0.004684558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008908399,0.000056136,0.2288287,0.001992493,0.00005112089,0.0002309473,0.001545152,0.0003602484,0.000392544,0.001702958,0.6565568,0.1081937],"study_design_scores_gemma":[0.00002277908,0.00005515739,0.6074765,0.00163801,0.00004952879,0.0003876882,0.00293705,0.0003351468,0.0002428382,0.0002635128,0.386536,0.00005563533],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1787845,0.06169106,0.003855948,0.2605216,0.006128722,0.001981576,0.3722205,0.00153783,0.1132782],"genre_scores_gemma":[0.4859072,0.1474805,0.01373189,0.1143076,0.00299921,0.001729552,0.19613,0.0005585036,0.03715562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9693148,"threshold_uncertainty_score":0.286979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04722635217759761,"score_gpt":0.28810632310304,"score_spread":0.2408799709254424,"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."}}