{"id":"W3011812763","doi":"10.1093/nop/npaa009","title":"Outcomes of presumed malignant glioma treated without pathological confirmation: a retrospective, single-center analysis","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology Practice","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Glioma; Single Center; Hazard ratio; Biopsy; Pathological; Stereotactic biopsy; Retrospective cohort study; Chemotherapy; Radiology; Radiation therapy; Oncology; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002189262,0.0002556052,0.001080062,0.0002123343,0.00007024957,0.00002242261,0.0001171112,0.0002047256,0.0003157171],"category_scores_gemma":[0.00348991,0.0001863127,0.0003161183,0.0009811476,0.0001509253,0.00020127,0.00008491641,0.0002762973,0.0000624169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001358117,"about_ca_system_score_gemma":0.00007544667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004585568,"about_ca_topic_score_gemma":0.00001258136,"domain_scores_codex":[0.9976332,0.0005505735,0.0005919203,0.000558511,0.0003862387,0.000279558],"domain_scores_gemma":[0.9972852,0.001101805,0.0005941642,0.0003766686,0.0003906192,0.0002515182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001699973,0.003655017,0.897841,0.00002107703,0.001954702,0.003691198,0.000390242,0.00001046249,0.08937611,0.0001398299,0.0007679561,0.0004524674],"study_design_scores_gemma":[0.01020862,0.006459181,0.9219471,0.00001472064,0.009577858,0.00116901,0.0003780502,0.0004781177,0.03079683,0.00000887541,0.01874004,0.0002216389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598222,0.00008194987,0.00008961395,0.0323899,0.0001034144,0.0007869949,0.00004595974,0.0001153953,0.006564546],"genre_scores_gemma":[0.9920477,0.00004261912,0.001593113,0.006074947,0.00005526004,0.00009072497,0.00005646031,0.00002106309,0.0000181503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05857928,"threshold_uncertainty_score":0.7597612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04918597341104904,"score_gpt":0.3296274046734127,"score_spread":0.2804414312623636,"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."}}