{"id":"W4292820993","doi":"10.1016/j.wneu.2022.08.077","title":"Survival After Resection of Newly-Diagnosed Intracranial Grade II Ependymomas: An Initial Multicenter Analysis and the Logistics of Intraoperative Magnetic Resonance Imaging","year":2022,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Cancer Institute","keywords":"Medicine; Magnetic resonance imaging; Interventional magnetic resonance imaging; Glioma; Retrospective cohort study; Intraoperative MRI; Resection; Radiology; Surgery; Nuclear medicine","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":[0.0005105516,0.0002521992,0.0002247346,0.0004708112,0.0002568506,0.0004841858,0.0002358271,0.0002020566,0.0005321453],"category_scores_gemma":[0.00125556,0.0001041395,0.0003915252,0.0006108484,0.000238378,0.0004898716,0.0004348444,0.0002450317,0.0001022418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004038059,"about_ca_system_score_gemma":0.0002802941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003765246,"about_ca_topic_score_gemma":0.005787458,"domain_scores_codex":[0.9997168,0.00007175824,0.00002672625,0.00007881936,0.00003317278,0.00007270049],"domain_scores_gemma":[0.9990487,0.0001336555,0.0004463,0.00007121503,0.00009744612,0.0002028029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007174416,0.00003273813,0.9960911,0.000006404655,0.00009037513,0.0001717857,0.0001008152,0.00006435651,0.0006075536,0.00001321753,0.00009235962,0.002011838],"study_design_scores_gemma":[0.000007463973,0.0001463847,0.9991431,0.000002194946,0.00004060114,0.0001935469,0.0001753656,0.00005906603,0.00008440574,0.00001050289,0.0001339625,0.000003400079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996482,0.00008912183,0.00001793144,0.00001412996,0.000002168422,0.000001104309,0.000134672,7.117701e-7,0.00009187136],"genre_scores_gemma":[0.9995711,0.00004770399,0.00001327061,0.00001021814,0.000005385227,0.000001574354,0.0002882073,0.000001114588,0.00006141832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003765246,"threshold_uncertainty_score":0.007486701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01732789192412586,"score_gpt":0.2731348556585296,"score_spread":0.2558069637344037,"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."}}