{"id":"W2102122602","doi":"10.1016/j.clon.2013.04.005","title":"Factors Influencing Overall Survival Specific to Adult Low-grade Astrocytoma: A Population-based Study","year":2013,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; Hospital for Sick Children; Princess Margaret Cancer Centre; Health Sciences Centre; SickKids Foundation; University of Toronto; Sunnybrook Health Science Centre","funders":"Brain Tumour Foundation of Canada; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Confidence interval; Hazard ratio; Univariate analysis; Odds ratio; Astrocytoma; Population; Cohort; Cancer registry; Surgery; Multivariate analysis; Relative survival; Cancer; Internal medicine; Glioma","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003252506,0.0002365749,0.0009279374,0.000132402,0.00007605344,0.00002588148,0.0001237126,0.0002279726,0.0005099137],"category_scores_gemma":[0.000850937,0.0001702233,0.0002637315,0.0001845061,0.00003987722,0.00005866007,0.00006390402,0.0003107618,0.000482998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004101443,"about_ca_system_score_gemma":0.0001787444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000658408,"about_ca_topic_score_gemma":0.0006438876,"domain_scores_codex":[0.9975199,0.000276503,0.0009597902,0.0005358478,0.0002956286,0.0004123559],"domain_scores_gemma":[0.9969701,0.001591127,0.0001945712,0.0004492138,0.0002107376,0.0005842159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001671166,0.005786792,0.9883336,0.000007794833,0.0001216958,0.00009506154,0.0001031728,0.0000450578,0.00007859826,0.00004777059,0.001384928,0.003828451],"study_design_scores_gemma":[0.007637031,0.007242615,0.9830556,0.0000351709,0.0001149653,0.00000125972,0.0004223541,0.00005914585,0.00007990481,0.00003276822,0.001175153,0.0001440284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944948,0.00001863053,0.00001451885,0.002711849,0.0008697324,0.001581236,0.0000055201,0.00008213036,0.000221602],"genre_scores_gemma":[0.9965621,0.000002759589,0.0005290204,0.002176093,0.0004394278,0.0001818001,0.00004431036,0.00002770376,0.00003682469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007469914,"threshold_uncertainty_score":0.6941504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059647191146184,"score_gpt":0.4089171016686344,"score_spread":0.302952382554016,"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."}}