{"id":"W4404256755","doi":"10.1111/epi.18165","title":"Level 4 seizure monitoring unit admissions are associated with reduced long‐term health care costs","year":2024,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Medicine; Term (time); Epilepsy; Emergency medicine; Pediatrics; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002352325,0.0001697523,0.0001955031,0.0004477825,0.0003165075,0.0007629098,0.0005041711,0.0003560671,0.003732268],"category_scores_gemma":[0.003922183,0.0001412872,0.0004231675,0.0009631568,0.0001895729,0.0002816498,0.0005138372,0.0005307801,0.0001704635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565417,"about_ca_system_score_gemma":0.001669281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1131311,"about_ca_topic_score_gemma":0.1752471,"domain_scores_codex":[0.9995565,0.00007510795,0.00004177992,0.00006081192,0.0001138123,0.000151959],"domain_scores_gemma":[0.9972532,0.0001917901,0.001863597,0.00007883956,0.0002388187,0.000373689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004454307,0.00001804456,0.9972995,0.000009581677,0.00003932059,0.00004326585,0.00002052958,0.00009579991,0.00003610866,0.00001969542,0.0002375969,0.002135989],"study_design_scores_gemma":[0.000002150763,0.00001811167,0.9995716,0.000008003777,0.00001109254,0.00006518494,0.00005082009,0.000149323,0.00001066599,0.0000179054,0.00009337382,0.000001680427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975382,0.0003583185,0.00007068674,0.0002917337,0.000009926681,0.000006380198,0.0007223248,0.00001026165,0.0009922853],"genre_scores_gemma":[0.9992656,0.0001057447,0.00005857327,0.0000412645,0.000007363411,0.000002129608,0.0003621993,0.000002062654,0.0001551035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1131311,"threshold_uncertainty_score":0.2249453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07951520617921538,"score_gpt":0.38336447149802,"score_spread":0.3038492653188046,"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."}}