{"id":"W4408660152","doi":"10.3390/curroncol32030183","title":"Contemporary Patterns of Care for Low-Grade Glioma in Australia and New Zealand","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Servier","keywords":"Medicine; Glioma; Radiation therapy; Temozolomide; Internal medicine; Oncology; Astrocytoma; Radiation oncology; Neurosurgery; Surgery; Cancer research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008438842,0.0001199099,0.0001987178,0.0006430963,0.00075051,0.0007640615,0.0006680628,0.000322697,0.002269058],"category_scores_gemma":[0.004725504,0.0002168964,0.0002533621,0.001282779,0.0006822782,0.0007041926,0.001187693,0.0005506772,0.0001548249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004947837,"about_ca_system_score_gemma":0.006491848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3886977,"about_ca_topic_score_gemma":0.4161618,"domain_scores_codex":[0.9987087,0.0002527736,0.0002261261,0.0002019892,0.0003499425,0.0002604828],"domain_scores_gemma":[0.996387,0.0003004532,0.001721442,0.00008218596,0.0005492712,0.0009596255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008161122,0.00006893338,0.9437942,0.0003325959,0.00005122601,0.001105371,0.02215452,0.0001529071,0.001205053,0.0005808015,0.002696619,0.02777622],"study_design_scores_gemma":[0.000008586698,0.0001014392,0.9761751,0.0001455601,0.00001093205,0.0006741207,0.01785742,0.000321391,0.00007520711,0.0001173347,0.004490657,0.00002230827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932083,0.0006161385,0.00013978,0.003186965,0.00002069446,0.00005022372,0.0002712698,0.000006647952,0.002499864],"genre_scores_gemma":[0.9974937,0.0008169892,0.0003128576,0.000549984,0.000007847353,0.0000492451,0.0001283255,0.000004843558,0.0006361175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3886977,"threshold_uncertainty_score":0.7728705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227001683202261,"score_gpt":0.4270207058936561,"score_spread":0.30432053757343,"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."}}