{"id":"W2165820685","doi":"10.1097/aln.0000000000000467","title":"Accuracy of Malignant Hyperthermia Diagnoses in Hospital Discharge Records","year":2014,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Ion channel regulation and function","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Physicians and Surgeons of Ontario","funders":"York University; Children's Hospital of Philadelphia","keywords":"Medicine; Malignant hyperthermia; Medical record; Medical diagnosis; Dantrolene; Fulminant; Medical history; Diagnosis code; Hospital discharge; Family history; Pediatrics; Emergency medicine; Anesthesia; Surgery; General surgery; Internal medicine; Population","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00014329,0.00008651066,0.0001395747,0.0000458438,0.0000198268,0.000002552983,0.00009095994,0.0001395435,0.00004205313],"category_scores_gemma":[0.0002649328,0.00007137575,0.00004974946,0.00005378282,0.00005922302,0.000003340721,0.00002661566,0.00003840675,0.00001614799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003903777,"about_ca_system_score_gemma":0.00001906677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004257949,"about_ca_topic_score_gemma":0.00002412757,"domain_scores_codex":[0.9993433,0.00009811224,0.0001800373,0.000196525,0.00004129505,0.0001407443],"domain_scores_gemma":[0.999611,0.00005055899,0.00008711546,0.0001865974,0.00003673553,0.00002798954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002739676,0.0004282274,0.7280132,0.000037787,0.00002657358,0.000006866134,0.0002445842,0.0002115566,0.2074015,0.001876591,0.004646988,0.0568321],"study_design_scores_gemma":[0.0009450843,0.002177761,0.7426561,0.00002644318,0.000008419393,0.00003006747,0.0001420634,0.0003464269,0.1198461,0.0006453051,0.1328797,0.0002965094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998767,0.0001730606,0.000141682,0.0002306051,0.0002540156,0.00009338109,0.000001495957,0.000006451796,0.0003323179],"genre_scores_gemma":[0.9989449,0.0002316835,0.00008226917,0.0002261653,0.0002161619,0.00001927438,0.00005733623,0.00001075606,0.0002114534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1282327,"threshold_uncertainty_score":0.2910618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00849643726320531,"score_gpt":0.2330191985936514,"score_spread":0.2245227613304461,"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."}}