{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005264207,0.000179524,0.0003412958,0.00008648267,0.00023789,0.00002357569,0.0001699514,0.00009338084,0.00008152943],"category_scores_gemma":[0.0006073512,0.0001121496,0.0002692092,0.0001504667,0.0001244383,0.0001739202,0.00004620774,0.0002080251,0.00006690907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074014,"about_ca_system_score_gemma":0.0001315828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002510477,"about_ca_topic_score_gemma":0.0000181027,"domain_scores_codex":[0.9982541,0.00005465947,0.0005530571,0.0002745783,0.0004054496,0.0004581893],"domain_scores_gemma":[0.9982699,0.0006069258,0.0001423741,0.0005845908,0.0001789417,0.0002172273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002258508,0.002191184,0.7413419,0.0002218373,0.0009195884,0.00001818107,0.001178237,0.0007214585,0.0005461514,0.01487868,0.06522977,0.1704945],"study_design_scores_gemma":[0.00750231,0.002183259,0.8995134,0.0001503158,0.00029462,0.0001002683,0.0002359355,0.02191277,0.003744086,0.005687905,0.05843365,0.0002415307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620557,0.002255352,0.005943219,0.01509112,0.0003720223,0.004017742,0.0005640346,0.0002045468,0.009496222],"genre_scores_gemma":[0.99347,0.0005272151,0.003061269,0.0002666342,0.000376864,0.0003129502,0.0001216228,0.00003278431,0.001830686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1702529,"threshold_uncertainty_score":0.4573329,"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."}}