{"id":"W4404427231","doi":"10.1002/ana.27089","title":"Automated and Interpretable Detection of Hippocampal Sclerosis in Temporal Lobe Epilepsy: <scp>AID</scp> ‐ <scp>HS</scp>","year":2024,"lang":"en","type":"article","venue":"Annals of Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; SickKids Foundation; Queen's University; McGill University","funders":"NIHR Great Ormond Street Hospital Biomedical Research Centre; Fondo Nacional de Desarrollo Científico y Tecnológico; Medical Research Council; Natural Sciences and Engineering Research Council of Canada; Epilepsy Research UK; Canada Research Chairs; National Institutes of Health; Health and Care Research Wales; Ministero dell'Università e della Ricerca; National Institute of Neurological Disorders and Stroke; National Institute for Health and Care Research; Great Ormond Street Hospital Charity; Rosetrees Trust; Canadian Institutes of Health Research; Sigrid Juséliuksen Säätiö; Wellcome Trust","keywords":"Hippocampal sclerosis; Temporal lobe; Magnetic resonance imaging; Epilepsy; Hippocampal formation; Medicine; Cohort; Psychology; Multiple sclerosis; Pathology; Radiology; Neuroscience; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007443335,0.0006064912,0.0003612284,0.001297214,0.000163542,0.0004222975,0.0003849655,0.0004138919,0.001431813],"category_scores_gemma":[0.002263973,0.0001471645,0.0003793386,0.0002924683,0.0001575104,0.0002307666,0.0005832018,0.0002377556,0.0006057618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002448703,"about_ca_system_score_gemma":0.0004384253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003044407,"about_ca_topic_score_gemma":0.006033837,"domain_scores_codex":[0.9997594,0.00004817683,0.00002370685,0.00008918378,0.00005276873,0.00002673062],"domain_scores_gemma":[0.9992549,0.0002735263,0.0001324916,0.00007274677,0.0002139126,0.00005237516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002220775,0.0003935458,0.4212027,0.000223652,0.0005150188,0.001278731,0.00022714,0.03436435,0.06499027,0.0003003605,0.01181026,0.4624732],"study_design_scores_gemma":[0.0001301945,0.000498346,0.2960184,0.00005480769,0.0001665971,0.002754762,0.0001651078,0.6588588,0.03756434,0.0007745552,0.002960496,0.00005367354],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488943,0.0002614677,0.04319844,0.00011882,0.00003161902,0.0001184577,0.002913299,0.003462784,0.001000803],"genre_scores_gemma":[0.9618998,0.00007848199,0.03236981,0.00004172175,0.00002694928,0.0001000073,0.004527912,0.00009407649,0.0008612563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003044407,"threshold_uncertainty_score":0.006053329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04645593889997662,"score_gpt":0.3223139377638383,"score_spread":0.2758579988638616,"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."}}