{"id":"W4383215297","doi":"10.1016/j.clineuro.2023.107879","title":"Deep learning in neuroimaging of epilepsy","year":2023,"lang":"en","type":"review","venue":"Clinical Neurology and Neurosurgery","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Neuroimaging; Medicine; Deep learning; Epilepsy; Artificial intelligence; Modalities; Magnetic resonance imaging; Machine learning; Medical physics; Radiology; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009087853,0.001078903,0.00180597,0.002263437,0.0001720839,0.001096332,0.0009645986,0.001135702,0.003844504],"category_scores_gemma":[0.00184313,0.0003744197,0.000768821,0.002655095,0.0006515054,0.001588742,0.00104124,0.001760012,0.001125886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009173786,"about_ca_system_score_gemma":0.002383077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004904591,"about_ca_topic_score_gemma":0.009891183,"domain_scores_codex":[0.9997965,0.00005332521,0.00004159274,0.00002939045,0.00005454071,0.0000246856],"domain_scores_gemma":[0.9993014,0.000411288,0.0001052281,0.0000145924,0.000129123,0.00003835258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009764108,0.00004255944,0.0001744626,0.02555071,0.0002688516,0.0001166847,0.00002721088,0.000644018,0.0003552827,0.002353541,0.03087473,0.9394944],"study_design_scores_gemma":[0.0002119897,0.0002733771,0.002829159,0.0390134,0.002051069,0.002218535,0.0001156426,0.001308916,0.0009993113,0.01165353,0.9392324,0.00009264803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007576172,0.9989034,0.0001708465,0.000307872,0.000113288,0.000003675164,0.00002133095,0.000006126141,0.0003976112],"genre_scores_gemma":[0.0009855652,0.9979591,0.0002551826,0.0002905388,0.0002154428,0.000005077894,0.00003756685,0.000002027406,0.0002494675],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004904591,"threshold_uncertainty_score":0.01286113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1657049291283399,"score_gpt":0.4477656238649269,"score_spread":0.2820606947365869,"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."}}