{"id":"W3136485170","doi":"10.1111/epi.16861","title":"Hemispherectomy Outcome Prediction Scale: Development and validation of a seizure freedom prediction tool","year":2021,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Hospital for Sick Children; Université de Montréal; Montreal General Hospital; University of Toronto; Montreal Children's Hospital; BC Children's Hospital; McGill University Health Centre; Toronto Liver Centre; University of British Columbia; Occupational Cancer Research Centre; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Hemispherectomy; Semiology; Logistic regression; Epilepsy surgery; Epilepsy; Psychology; Surgery; Medicine; Psychiatry; Internal medicine","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":[0.000235881,0.0001412773,0.0002827971,0.00006785842,0.00008462258,0.00001970486,0.00003361902,0.0001118263,0.000354936],"category_scores_gemma":[0.0001514861,0.0001232166,0.00006346247,0.0002301789,0.0000564818,0.0001125382,0.00004871894,0.000165125,0.00002378609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317303,"about_ca_system_score_gemma":0.0002466787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001667095,"about_ca_topic_score_gemma":0.000009502794,"domain_scores_codex":[0.9985574,0.0000570769,0.0004287708,0.0003086076,0.0004319248,0.0002162192],"domain_scores_gemma":[0.9992232,0.00005628986,0.0000760686,0.0002570604,0.0002299609,0.0001574629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001596264,0.0003175165,0.9783427,0.0002289763,0.000170155,0.00005839169,0.0003365848,0.00001217178,0.007663663,0.00008055267,0.001426376,0.01120336],"study_design_scores_gemma":[0.002635873,0.0002872272,0.8613929,0.0001841044,0.0001178141,0.0001565953,0.0001770355,0.0004034078,0.1277836,0.00004546788,0.006724217,0.00009179384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947413,0.0004513122,0.001080029,0.0003578235,0.0001544983,0.0004036318,0.00005860692,0.00007696277,0.00267587],"genre_scores_gemma":[0.9882026,0.0001157787,0.008935027,0.00004254019,0.0001342173,0.00007544384,0.0004103269,0.00001844914,0.002065651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1201199,"threshold_uncertainty_score":0.5024626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337476437392259,"score_gpt":0.2862646820139942,"score_spread":0.2628899176400716,"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."}}