{"id":"W4309017207","doi":"10.1093/neuonc/noac209.763","title":"NCOG-10. SURGERY FOR RECURRENT GBM: A RETROSPECTIVE CASE-CONTROL STUDY","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Cohort; Surgery; Retrospective cohort study; Multivariate analysis; Disease; Internal 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":[0.0009003081,0.0003019155,0.0003864079,0.001002247,0.0004675275,0.0005884834,0.0004062232,0.0003755032,0.00151033],"category_scores_gemma":[0.001907585,0.0003239071,0.000324757,0.001393188,0.0003114274,0.000332552,0.000300537,0.0003626447,0.0002840778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003361888,"about_ca_system_score_gemma":0.0003823637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004311911,"about_ca_topic_score_gemma":0.004267661,"domain_scores_codex":[0.9991991,0.0001846846,0.00009701641,0.0002708143,0.0001580541,0.00009035106],"domain_scores_gemma":[0.998423,0.0002561438,0.0008779165,0.0001413287,0.0001416155,0.0001600577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000927536,0.00003346286,0.9987196,0.00001288273,0.00004312501,0.0002498367,0.00002488557,0.000007649473,0.0001206659,0.00001284499,0.00007324578,0.0006091673],"study_design_scores_gemma":[0.00002183929,0.0002202718,0.9967943,0.000009907829,0.00007736124,0.002171401,0.0001124217,0.0001273279,0.00007502807,0.00001825606,0.0003672357,0.000004601807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983864,0.0006556956,0.000117767,0.0000201048,0.000008426225,0.0000286796,0.0003383103,0.000005012276,0.0004395925],"genre_scores_gemma":[0.9992662,0.0001458627,0.0000969764,0.00002264504,0.00001395026,0.00002280648,0.0003342435,0.000002193726,0.0000951791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004311911,"threshold_uncertainty_score":0.008573651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03528777109535199,"score_gpt":0.3236461614410002,"score_spread":0.2883583903456483,"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."}}