{"id":"W4391718003","doi":"10.1007/s11060-024-04572-y","title":"The importance of considering competing risks in recurrence analysis of intracranial meningioma","year":2024,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"National Center for Advancing Translational Sciences; National Cancer Institute","keywords":"Meningioma; Medicine; 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":[0.001748574,0.0001025193,0.0007133678,0.000651429,0.00003508953,0.00001461301,0.0001615062,0.00006158656,0.00004036468],"category_scores_gemma":[0.0007736365,0.00007076011,0.000256406,0.0009775761,0.0001312053,0.00006799169,0.00006785422,0.0004384814,7.963063e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009985586,"about_ca_system_score_gemma":0.0002336516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001548483,"about_ca_topic_score_gemma":0.00003548315,"domain_scores_codex":[0.9979056,0.0002130786,0.001241531,0.0001434998,0.0003076004,0.0001887657],"domain_scores_gemma":[0.9973125,0.001534942,0.0007499779,0.0001683447,0.0001635004,0.00007077822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002469748,0.0005432806,0.5785236,0.0006040529,0.004970491,0.05712313,0.006077202,0.002927474,0.2692082,0.004234212,0.001142869,0.07217583],"study_design_scores_gemma":[0.006922032,0.01141421,0.7617602,0.002158649,0.01157642,0.01833826,0.007447872,0.123166,0.01267922,0.00167639,0.04228433,0.0005764817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938288,0.001672375,0.0002259766,0.002102778,0.0005612295,0.0001155275,0.000002099374,0.000006116236,0.001485069],"genre_scores_gemma":[0.9977286,0.0001451159,0.001968747,0.00005301588,0.00008664561,0.000001937394,7.074893e-7,0.000007850141,0.000007409422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2565289,"threshold_uncertainty_score":0.2885514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06053566004174644,"score_gpt":0.3703178335517203,"score_spread":0.3097821735099739,"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."}}