{"id":"W2551095427","doi":"10.1093/neuonc/now245","title":"Atypical meningioma—is it time to standardize surgical sampling techniques?","year":2016,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; National Institute for Health and Care Research","keywords":"Meningioma; Sampling (signal processing); Medicine; Computer science; Medical physics; Radiology; Computer vision","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005995193,0.0002499282,0.0006380038,0.0002507545,0.000102953,0.00002147358,0.0002115609,0.0002468578,0.00570495],"category_scores_gemma":[0.0003487605,0.0001730936,0.000180979,0.0002733107,0.000106274,0.00006684037,0.0002790199,0.0002279465,0.002490203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003517268,"about_ca_system_score_gemma":0.0001753106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002647489,"about_ca_topic_score_gemma":5.091647e-7,"domain_scores_codex":[0.9976726,0.0001624002,0.0005009476,0.0006321755,0.0004401142,0.0005918025],"domain_scores_gemma":[0.9982184,0.0005640003,0.0001019766,0.0005127012,0.0001292943,0.0004736524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00328754,0.0002412388,0.0006573378,0.00003174474,0.0001099771,0.009088349,0.0002744592,5.103413e-7,0.6097626,0.001082112,0.2523265,0.1231377],"study_design_scores_gemma":[0.001800838,0.00258412,0.0003534888,0.00007450328,0.00008878769,0.001941729,0.00001800501,0.00001505018,0.02973567,0.0001051484,0.9630818,0.0002009018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6890517,0.00006636606,0.007980423,0.1203018,0.0005364735,0.001779102,0.00003966908,0.0006421054,0.1796023],"genre_scores_gemma":[0.9463193,0.00002453583,0.0280488,0.009625767,0.001328965,0.0002757123,0.0000158065,0.0001145767,0.01424647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7107553,"threshold_uncertainty_score":0.9982865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04513837802630619,"score_gpt":0.350101644243096,"score_spread":0.3049632662167898,"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."}}