{"id":"W2049783466","doi":"10.1002/ana.21419","title":"Functional imaging: II. Prediction of epilepsy surgery outcome","year":2008,"lang":"en","type":"article","venue":"Annals of Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":225,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Ictal; Ictal-Interictal SPECT Analysis by SPM; Positron emission tomography; Epilepsy; Medicine; Epilepsy surgery; Nuclear medicine; Magnetic resonance imaging; Electroencephalography; Predictive value of tests; Single-photon emission computed tomography; Prospective cohort study; Emission computed tomography; Radiology; Internal medicine; Psychiatry","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":[0.0001901618,0.00008717138,0.0003495116,0.0001698608,0.00005326878,5.947834e-7,0.00003767095,0.0000547804,0.0002554358],"category_scores_gemma":[0.0002589681,0.00007267384,0.0001829359,0.0001291207,0.0002267696,0.00004857227,0.00003731585,0.0001448993,0.00002051547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003117838,"about_ca_system_score_gemma":0.00009793147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003828884,"about_ca_topic_score_gemma":0.000001334274,"domain_scores_codex":[0.998898,0.00006794566,0.0003699293,0.0001797279,0.0002559339,0.0002284126],"domain_scores_gemma":[0.9990807,0.0002448283,0.0001115811,0.0002214318,0.0002279797,0.0001134741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008398189,0.000469492,0.9563388,0.00003283638,0.00007341264,0.0002304161,0.00002094429,0.000004418701,0.001570027,0.00009509461,0.03952261,0.0008020829],"study_design_scores_gemma":[0.0005680428,0.00123711,0.9887216,0.000006954057,0.00001886127,0.0004957757,0.000002375557,0.00005031109,0.004041479,0.0001517331,0.004675886,0.00002986072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847299,0.0003575453,0.00002152683,0.01329924,0.0001876545,0.0001267628,0.00003403742,0.00002563985,0.001217676],"genre_scores_gemma":[0.9972376,0.0005470081,0.00002043792,0.001641656,0.0001031058,0.0000116538,0.00005522694,0.00001049292,0.0003728652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03484672,"threshold_uncertainty_score":0.2963553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1790511337350964,"score_gpt":0.3484237070834655,"score_spread":0.1693725733483691,"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."}}