{"id":"W4253833917","doi":"10.1212/01.con.0000431391.49402.8f","title":"Diagnostic Coding for Epilepsy","year":2013,"lang":"en","type":"article","venue":"CONTINUUM Lifelong Learning in Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital","funders":"","keywords":"Coding (social sciences); Epilepsy; Psychology; Business; Psychiatry; Sociology","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":[0.0002925305,0.0001660998,0.0004047313,0.0001641128,0.00009358611,0.00003014376,0.00009969984,0.0001428683,0.0001970797],"category_scores_gemma":[0.005353367,0.0001480325,0.0001029262,0.0001593532,0.0001026553,0.00007418688,0.00005643653,0.0006048018,0.0003126754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000272713,"about_ca_system_score_gemma":0.00006994433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000829383,"about_ca_topic_score_gemma":0.0000620563,"domain_scores_codex":[0.9983396,0.0001804207,0.0003039865,0.0003981605,0.0001360041,0.0006418156],"domain_scores_gemma":[0.9965591,0.002818941,0.00007696713,0.0002161636,0.0001236479,0.0002051965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002054603,0.0001351834,0.9825906,0.00005675012,0.00003281125,0.0002395621,0.0001011809,0.00001937838,0.001305019,0.0001152746,0.006770704,0.008428033],"study_design_scores_gemma":[0.003509086,0.002345469,0.976325,0.00005499568,0.00002756362,0.00009835944,0.00002541122,0.001209449,0.0003971017,0.0002615203,0.01562367,0.0001223976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851494,0.0002961361,0.0002258304,0.01086646,0.0002517965,0.001352121,0.000001312187,0.0001255932,0.001731382],"genre_scores_gemma":[0.9946061,0.0001280231,0.0003782159,0.001525767,0.0003026945,0.0007515189,0.00003294301,0.00003990129,0.002234863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009456708,"threshold_uncertainty_score":0.6408867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708820243062044,"score_gpt":0.2860283640836694,"score_spread":0.268940161653049,"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."}}