{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006455123,0.0008085704,0.0007939409,0.00150404,0.0002784514,0.000777682,0.0007228735,0.0003906351,0.001587635],"category_scores_gemma":[0.01778639,0.0002706373,0.001288412,0.0007955746,0.000281161,0.0005086499,0.0008699471,0.0008765165,0.0004541035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006660362,"about_ca_system_score_gemma":0.001771141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007452096,"about_ca_topic_score_gemma":0.005596839,"domain_scores_codex":[0.997903,0.001008706,0.0002282286,0.000258198,0.0004890984,0.0001127401],"domain_scores_gemma":[0.9930292,0.004296072,0.001003918,0.0002456224,0.001202952,0.0002221631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005147945,0.0004314523,0.9094507,0.00009620142,0.0005909581,0.0001377621,0.0001243655,0.02619832,0.0003957087,0.0003290091,0.004022312,0.05770848],"study_design_scores_gemma":[0.0003854351,0.001124841,0.5139512,0.0001626402,0.0002743954,0.000330027,0.0002765784,0.4789709,0.001124054,0.001052739,0.002291967,0.0000551751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9472595,0.0002741807,0.04241912,0.0007734111,0.00006972526,0.0009786097,0.005756464,0.0005248022,0.001944191],"genre_scores_gemma":[0.9623519,0.0001375085,0.03085707,0.00007610687,0.00002476018,0.0008658366,0.00524108,0.00003069154,0.0004149453],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007452096,"threshold_uncertainty_score":0.03413838,"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."}}