{"id":"W4386142629","doi":"10.1007/s00701-023-05758-5","title":"Location pattern of recurrence of fully resected grade 1 meningiomas","year":2023,"lang":"en","type":"article","venue":"Acta Neurochirurgica","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Neuroradiology; Neurosurgery; Surgery; Interventional radiology; Adjuvant therapy; Surgical resection; Lesion; Neurology; Radiology","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":[0.0002179445,0.0001310311,0.0003007452,0.0003351831,0.00004039049,0.000006989346,0.0001771521,0.0000513496,0.00007583213],"category_scores_gemma":[0.0001746668,0.0001175567,0.00008897349,0.001193515,0.00006322886,0.00006191183,0.0001107861,0.000123645,0.0000344457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000117489,"about_ca_system_score_gemma":0.00004314314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003109543,"about_ca_topic_score_gemma":0.000001243308,"domain_scores_codex":[0.9985672,0.00006984543,0.0004278808,0.0002744555,0.0004321101,0.0002285408],"domain_scores_gemma":[0.9989674,0.0001178874,0.000216034,0.0004630694,0.0001461264,0.00008945666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001148389,0.0009572303,0.02593909,0.003550799,0.0004396724,0.002221935,0.003921403,0.0001150713,0.8981,0.001791883,0.04088737,0.02092719],"study_design_scores_gemma":[0.005455474,0.003562211,0.8034726,0.001590215,0.0005010743,0.0005458992,0.0006518966,0.009516396,0.1538252,0.0006943016,0.01950484,0.0006799558],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949524,0.00006879584,0.0001448787,0.00120664,0.0001730242,0.0003218853,0.000005447958,0.0001048897,0.00302202],"genre_scores_gemma":[0.99897,0.00002506304,0.0001167486,0.00003467819,0.00004634152,0.00001842733,0.0000529723,0.00002017015,0.0007156004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7775335,"threshold_uncertainty_score":0.4793822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0404393163611653,"score_gpt":0.2943133818188342,"score_spread":0.2538740654576689,"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."}}