{"id":"W4383501054","doi":"10.1093/noajnl/vdad083","title":"Evaluating hematologic parameters in newly diagnosed and recurrent glioblastoma: Prognostic utility and clinical trial implications of myelosuppression","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Internal medicine; Temozolomide; Hazard ratio; Cohort; Oncology; Incidence (geometry); Chemotherapy; Proportional hazards model; Gastroenterology; Surgery; Confidence interval","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001161759,0.0001719298,0.0005937628,0.0002006718,0.00008696517,0.000007631041,0.0001015848,0.0001932116,0.00001053586],"category_scores_gemma":[0.009696572,0.0001333913,0.00008674168,0.0004169362,0.0006306506,0.0001128377,0.0001732595,0.0002987065,0.000003753911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003280277,"about_ca_system_score_gemma":0.0001649942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000157614,"about_ca_topic_score_gemma":0.00002811744,"domain_scores_codex":[0.9973805,0.000690898,0.0008695966,0.0005759069,0.0001912234,0.0002919028],"domain_scores_gemma":[0.9934261,0.005697474,0.0003474269,0.000275785,0.00009208017,0.0001611723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02037133,0.0005252894,0.7792488,0.0002493733,0.00003236712,0.0001065767,0.0001036969,0.000005327695,0.001215758,0.00002228533,0.0001580002,0.1979612],"study_design_scores_gemma":[0.03161211,0.006823164,0.9552048,0.0002271766,0.0002483157,0.00006243441,0.000225547,0.002223389,0.001024526,0.001606618,0.000583954,0.0001580005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950565,0.0008903363,0.000008500753,0.00143607,0.000466533,0.001951397,0.00001436672,0.0000979601,0.00007832576],"genre_scores_gemma":[0.9957383,0.001218478,0.002351867,0.0001483922,0.00004651526,0.0004688427,0.00001220041,0.00001374928,0.000001616778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1978032,"threshold_uncertainty_score":0.9986452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028301688679583,"score_gpt":0.4499911919612319,"score_spread":0.3471610230932736,"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."}}