{"id":"W2767960979","doi":"10.1093/neuonc/nox168.964","title":"SURG-07. CIRCUMFERENTIAL RESECTION OF GLIOBLASTOMA: A NOVEL SURGICAL TECHNIQUE FOR MAXIMISING EXTENT OF RESECTION AND PROLONGING SURVIVAL","year":2017,"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":"Institute of Cancer Research; University of Calgary","funders":"","keywords":"Medicine; Glioblastoma; Debulking; Resection; Cohort; Surgery; Overall survival; Tumor Debulking; Surgical resection; Survival analysis; Survival rate; Cancer; Internal medicine; Chemotherapy; Ovarian cancer","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":[0.000280703,0.0001906244,0.0000974226,0.0003567905,0.00008457594,0.0001583195,0.0001050397,0.0001364247,0.001753908],"category_scores_gemma":[0.0002770966,0.00007734175,0.0001751529,0.0001777348,0.0001431569,0.0001187734,0.0002275841,0.0001858088,0.0005941984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001654805,"about_ca_system_score_gemma":0.000300762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004214748,"about_ca_topic_score_gemma":0.001933026,"domain_scores_codex":[0.9999374,0.00001388361,0.000007686291,0.00001038997,0.0000218759,0.000008802775],"domain_scores_gemma":[0.9997805,0.00003568796,0.00007673993,0.000025905,0.00002405315,0.00005713333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003130649,0.0003386075,0.225127,0.0005377653,0.000143495,0.002045067,0.0001225915,0.002388931,0.1538802,0.001074383,0.01054622,0.6006652],"study_design_scores_gemma":[0.0005516857,0.007200079,0.7948433,0.0001448465,0.0002038922,0.03225942,0.0001343872,0.00757605,0.08264469,0.0009445731,0.07344232,0.00005476298],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9617357,0.006487092,0.01587249,0.0006103519,0.000195605,0.0001322226,0.0007494823,0.0004395433,0.0137775],"genre_scores_gemma":[0.9494979,0.003544443,0.03760323,0.0003392793,0.0002815263,0.0001327803,0.001709557,0.0000698282,0.006821434],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001753908,"threshold_uncertainty_score":0.005867362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197864441699255,"score_gpt":0.3413437573461191,"score_spread":0.2993651129291265,"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."}}