{"id":"W4396807478","doi":"10.25259/sni_43_2024","title":"Meningioma recurrence: Time for an online prediction tool?","year":2024,"lang":"en","type":"article","venue":"Surgical Neurology International","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Medicine; Meningioma; CDKN2A; Grading (engineering); MEDLINE; Bioinformatics; Pathology; Internal medicine; Cancer","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002451625,0.0001135849,0.0001529537,0.000191963,0.00004253094,0.00004158623,0.0001183172,0.000103588,0.001192775],"category_scores_gemma":[0.00006825962,0.00009605462,0.0001198477,0.0001038754,0.00005373756,0.0001318666,0.00004570974,0.0001991153,0.0001129269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002228431,"about_ca_system_score_gemma":0.00003533524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001401038,"about_ca_topic_score_gemma":3.467973e-7,"domain_scores_codex":[0.9988672,0.00004142394,0.0002671052,0.0003875708,0.0002538787,0.0001828067],"domain_scores_gemma":[0.999519,0.0001474274,0.00002779509,0.0001357965,0.00008605075,0.00008391525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01923111,0.004304807,0.02298195,0.0005805473,0.002994266,0.03577805,0.000943416,0.00052525,0.01459088,0.2828368,0.3544052,0.2608277],"study_design_scores_gemma":[0.00138638,0.002174303,0.008038041,0.00003816734,0.00008940775,0.003315843,0.000004977864,0.1721309,0.00007710286,0.0009501432,0.8116723,0.0001224204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694913,0.000102673,0.000663614,0.009289986,0.002457053,0.0003536509,0.0001914633,0.0002683766,0.01718187],"genre_scores_gemma":[0.9875419,0.000008829421,0.0008388672,0.0003886759,0.001472261,0.00007050825,0.001454506,0.00001992886,0.00820454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.457267,"threshold_uncertainty_score":0.9997203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04145766281809859,"score_gpt":0.3243528757934619,"score_spread":0.2828952129753633,"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."}}