{"id":"W1574185278","doi":"10.3171/2011.6.peds1142","title":"Second-look surgery for ependymoma: the Italian experience","year":2011,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pediatric Oncology Group","funders":"","keywords":"Medicine; Ependymoma; Surgery; Radiation therapy; Chemotherapy; Progression-free survival","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":[0.0005751972,0.0007353612,0.0002500632,0.0004072844,0.0004708753,0.0004538973,0.0003218042,0.0004826282,0.001674613],"category_scores_gemma":[0.0008632647,0.0001812452,0.0006065086,0.0005641432,0.0007980425,0.0004372361,0.0005516998,0.0007077226,0.0004852416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007534774,"about_ca_system_score_gemma":0.0006395997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0021,"about_ca_topic_score_gemma":0.003200472,"domain_scores_codex":[0.9997182,0.00007938692,0.00001838005,0.00005230493,0.00004290546,0.00008882395],"domain_scores_gemma":[0.9994843,0.0001229939,0.00009715273,0.00007123616,0.00002253983,0.0002017693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001329273,0.001590057,0.758489,0.0006539802,0.0002913806,0.04923803,0.005887456,0.001254644,0.008139859,0.001194423,0.0125968,0.159335],"study_design_scores_gemma":[0.0004427641,0.004615447,0.7810141,0.0004136336,0.0002112147,0.1715414,0.001165624,0.0006852905,0.003286293,0.000380044,0.03614729,0.0000968598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981446,0.008235355,0.0006196548,0.0007923496,0.00009281841,0.000057354,0.0001049377,0.00002918843,0.008622473],"genre_scores_gemma":[0.9889835,0.00779021,0.0009732118,0.0004391618,0.0002121529,0.00005595226,0.0002409744,0.00002970905,0.001275118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0021,"threshold_uncertainty_score":0.005602181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07109545475725698,"score_gpt":0.2782136374689069,"score_spread":0.2071181827116499,"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."}}