{"id":"W4412003636","doi":"10.1002/epd2.70060","title":"Healthcare utilization in drug‐resistant epilepsy: A retrospective cohort study into factors predictive of success during short pediatric <scp>EMU</scp> admissions","year":2025,"lang":"en","type":"article","venue":"Epileptic Disorders","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Logistic regression; Retrospective cohort study; Epilepsy; Odds ratio; Pediatrics; Intensive care unit; Population; Emergency medicine; Odds; Hospital admission; 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":[0.0009639013,0.000314053,0.0005340211,0.001091591,0.0005590453,0.0007687097,0.0005062558,0.0005233607,0.001383971],"category_scores_gemma":[0.00252792,0.0005189803,0.0009899795,0.001966196,0.0003248797,0.0008227191,0.0007677118,0.0006868293,0.0002841392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005421268,"about_ca_system_score_gemma":0.0005720483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01094978,"about_ca_topic_score_gemma":0.01322566,"domain_scores_codex":[0.9990715,0.0001948579,0.0001692046,0.0002336641,0.0001687074,0.0001619301],"domain_scores_gemma":[0.9975332,0.0003059384,0.001437975,0.0001812589,0.0001987027,0.0003429064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003479106,0.00001526152,0.9995705,0.000006239764,0.00003383889,0.00004187584,0.00004271248,0.00001067651,0.00003440076,0.000004766187,0.00004029819,0.0001646533],"study_design_scores_gemma":[0.000004087658,0.00008627226,0.9992042,0.00001094557,0.00002174668,0.0002288099,0.0002468577,0.0000985683,0.00002101887,0.000005719193,0.00006851944,0.000003354159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990827,0.000187201,0.00004037774,0.00001940778,0.000003814776,0.00001352667,0.0005234246,0.00000154824,0.0001279772],"genre_scores_gemma":[0.9991912,0.0001496534,0.00003842622,0.00002573276,0.000006568337,0.00001762233,0.0005146277,0.00000226173,0.00005397356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01094978,"threshold_uncertainty_score":0.02177209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428217551271849,"score_gpt":0.3187940101176124,"score_spread":0.3045118346048939,"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."}}