{"id":"W1671390943","doi":"10.3171/2009.2.jns081101","title":"Multiinstitutional validation of the University of California at San Francisco Low-Grade Glioma Prognostic Scoring System","year":2009,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"University of California, San Francisco","keywords":"Medicine; Proportional hazards model; Hazard ratio; Glioma; Survival analysis; Cohort; Log-rank test; Progression-free survival; Internal medicine; Overall survival; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01340591,0.0005605107,0.0003699945,0.001349542,0.0006563297,0.0006815438,0.0007641905,0.0003533859,0.0007021677],"category_scores_gemma":[0.02463258,0.0001721101,0.0004168122,0.001137058,0.0005531299,0.000287904,0.001000343,0.0004982965,0.0004078009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001181543,"about_ca_system_score_gemma":0.001439085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009737171,"about_ca_topic_score_gemma":0.01236633,"domain_scores_codex":[0.9951107,0.002235138,0.0004797388,0.000830825,0.001105636,0.0002380017],"domain_scores_gemma":[0.9813069,0.00426208,0.003590856,0.003121029,0.006789208,0.0009299637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005954704,0.0001313667,0.9833039,0.00003035351,0.0001424155,0.00005098317,0.0003177087,0.0003999874,0.0009238499,0.00005994751,0.001400678,0.01264345],"study_design_scores_gemma":[0.0001474528,0.0005332546,0.9934681,0.00003171337,0.00009563988,0.0002505431,0.0001590257,0.00162107,0.0009697775,0.00005105718,0.002658801,0.00001359827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950628,0.0001649201,0.001795411,0.00009259483,0.00003273828,0.0003162619,0.001341945,0.00004258312,0.001150725],"genre_scores_gemma":[0.9917343,0.00006538554,0.003142331,0.00005510758,0.00002678253,0.0003835701,0.004317064,0.00002132212,0.000254161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01340591,"threshold_uncertainty_score":0.07089806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774701980831044,"score_gpt":0.2250588360493436,"score_spread":0.2073118162410331,"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."}}