{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007516175,0.0002801258,0.0005865605,0.0010444,0.0003828793,0.0007110799,0.0005106053,0.0003425938,0.001067011],"category_scores_gemma":[0.002845251,0.0002716276,0.0008371957,0.001422286,0.0003369363,0.0005648037,0.0005062768,0.0003591606,0.0001457696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004942783,"about_ca_system_score_gemma":0.0004438577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449491,"about_ca_topic_score_gemma":0.002054824,"domain_scores_codex":[0.9990535,0.0002160189,0.0001947237,0.0002811853,0.0001477994,0.0001067069],"domain_scores_gemma":[0.9968756,0.0005333161,0.001839457,0.0002400531,0.000258382,0.0002531878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002726338,0.00001966076,0.9983568,0.00002736726,0.0001568562,0.0001537257,0.00002390359,0.00008033359,0.0001070723,0.00001448101,0.00007528204,0.0007118631],"study_design_scores_gemma":[0.00003343703,0.0002374914,0.9970896,0.00002620209,0.0002837866,0.001215832,0.0002147687,0.0004739687,0.0001476168,0.00004724663,0.0002205872,0.000009413798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998592,0.0006297985,0.00009202109,0.00001422507,0.000004437764,0.000009906547,0.0004690856,0.000002657029,0.000185831],"genre_scores_gemma":[0.9993019,0.0001277939,0.00002785184,0.0000101594,0.000005979552,0.000006083967,0.0005044529,0.000001699453,0.00001416603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002449491,"threshold_uncertainty_score":0.004870534,"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."}}