{"id":"W2003637215","doi":"10.1111/j.1528-1167.2005.07405.x","title":"The Accuracy of Outcome Prediction Models for Childhood‐onset Epilepsy","year":2005,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Logistic regression; Epilepsy; Cohort; Pediatrics; Medicine; Cohort study; Stepwise regression; Outcome (game theory); Prospective cohort study; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0132761,0.001315009,0.0008011517,0.001499905,0.0003646937,0.001300274,0.001023034,0.0006668138,0.0007845209],"category_scores_gemma":[0.04398629,0.0003285016,0.001204715,0.0009952366,0.0004643438,0.000645286,0.0007897433,0.001077937,0.0003387329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001147262,"about_ca_system_score_gemma":0.001326968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02283969,"about_ca_topic_score_gemma":0.01350601,"domain_scores_codex":[0.9963343,0.002299165,0.0002528199,0.000467783,0.0004149132,0.000230958],"domain_scores_gemma":[0.958132,0.03285402,0.00453839,0.001489822,0.002211573,0.0007741228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009205028,0.00007660435,0.9516581,0.0000713805,0.0009514269,0.0001137523,0.00008929705,0.02336293,0.0001471103,0.0002360721,0.00180407,0.02056886],"study_design_scores_gemma":[0.0002163248,0.0004385266,0.5456988,0.0002030132,0.0008277373,0.0004238635,0.0002033943,0.4474857,0.0007060206,0.00256913,0.001168938,0.00005849424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764119,0.002329734,0.0168286,0.001147298,0.0001414581,0.00005189171,0.001991195,0.00019454,0.0009033947],"genre_scores_gemma":[0.9951589,0.0003138005,0.002547889,0.00005242062,0.00002784625,0.00003606481,0.001703467,0.00001538664,0.0001442232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02283969,"threshold_uncertainty_score":0.07021159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03819161231754328,"score_gpt":0.3341928856964211,"score_spread":0.2960012733788778,"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."}}