{"id":"W311451838","doi":"10.14694/edbook_am.2015.35.e106","title":"Biology and Clinical Management Challenges in Meningioma","year":2015,"lang":"en","type":"article","venue":"American Society of Clinical Oncology Educational Book","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Meningioma; Neurofibromatosis type 2; Bevacizumab; Medicine; CDKN2A; Radiosurgery; Sunitinib; Cancer research; Vascular endothelial growth factor; Neurofibromatosis; Internal medicine; Oncology; Radiation therapy; Pathology; Bioinformatics; Biology; Cancer; VEGF receptors; Chemotherapy","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":[0.003006458,0.0001403911,0.0009597321,0.00007257929,0.00002547202,0.000003050607,0.0001333797,0.0001717962,0.00009091973],"category_scores_gemma":[0.0004457105,0.0001242837,0.0003022249,0.0001567244,0.001495459,0.00005106962,0.0001543192,0.0003210216,0.00002568569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001091095,"about_ca_system_score_gemma":0.0006317262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004351522,"about_ca_topic_score_gemma":0.000004596519,"domain_scores_codex":[0.9973912,0.0003606759,0.001323356,0.0004863067,0.000197965,0.0002405548],"domain_scores_gemma":[0.9970453,0.001662681,0.0005095033,0.0002795917,0.0001482688,0.0003546317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004735774,0.002339489,0.5135311,0.00007017029,0.0006842577,0.00003666829,0.0008024719,0.00000131044,0.000005642039,0.0304943,0.04299454,0.4085664],"study_design_scores_gemma":[0.002788316,0.002860079,0.6608794,0.00003394872,0.0001421547,0.00003697423,0.003368899,0.0001054357,0.000001288872,0.002288744,0.3273806,0.0001141541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7707086,0.003084722,0.00005940847,0.1299176,0.0005097175,0.000496576,0.000002160684,0.00002413622,0.0951971],"genre_scores_gemma":[0.9142536,0.005109505,0.06779106,0.005972725,0.0006547386,0.00007524985,0.00002994379,0.00001711955,0.006096066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4084522,"threshold_uncertainty_score":0.5510079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2635993231218677,"score_gpt":0.5205361371898595,"score_spread":0.2569368140679918,"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."}}