{"id":"W4205230206","doi":"10.1017/cjn.2021.441","title":"P.165 Surgery for recurrent GBM: deciding when to operate","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; Systems, Applications & Products in Data Processing (Canada)","funders":"","keywords":"Medicine; Cohort; Surgery; Retrospective cohort study; Complication; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00103146,0.0001411195,0.0001977233,0.0008639346,0.000249411,0.0006437089,0.0002561383,0.0003308106,0.003246207],"category_scores_gemma":[0.003036279,0.00009581911,0.0003466812,0.000958468,0.0004116254,0.0006372058,0.0002541133,0.0004516309,0.001028889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003943513,"about_ca_system_score_gemma":0.0007184209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001797408,"about_ca_topic_score_gemma":0.00422435,"domain_scores_codex":[0.9996606,0.000077963,0.00006908272,0.00004532941,0.0001059057,0.00004099106],"domain_scores_gemma":[0.9981061,0.000491696,0.001000082,0.00003575458,0.0001961145,0.0001702927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003855194,0.00003308226,0.9304674,0.000302813,0.00006886163,0.001005804,0.00009371373,0.0001094585,0.0006212774,0.0001439976,0.006474424,0.06029363],"study_design_scores_gemma":[0.00004776982,0.0004969173,0.9738069,0.0008956232,0.0001776327,0.01002128,0.001033168,0.0005676885,0.00109968,0.0008862844,0.0109449,0.00002218787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9541293,0.02185482,0.002547275,0.007769872,0.0005292416,0.0001373938,0.00310646,0.00007009249,0.009855507],"genre_scores_gemma":[0.9867098,0.007792894,0.001864642,0.001202467,0.0006203043,0.00004291967,0.001036013,0.00001887163,0.0007120738],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003246207,"threshold_uncertainty_score":0.01085967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019947610773428,"score_gpt":0.3355014632985737,"score_spread":0.2335067022212309,"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."}}