{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006425825,0.0002235184,0.0003593043,0.003151074,0.0003305303,0.00120639,0.0007918541,0.000422912,0.0008297466],"category_scores_gemma":[0.07309812,0.0003095861,0.0004195875,0.00210342,0.0003574147,0.0008376648,0.001161636,0.0004491859,0.0002875721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007603071,"about_ca_system_score_gemma":0.0006395293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006492482,"about_ca_topic_score_gemma":0.007042036,"domain_scores_codex":[0.9876467,0.004869524,0.003040728,0.001403845,0.002433866,0.0006052625],"domain_scores_gemma":[0.9313608,0.03248292,0.02260274,0.004868627,0.00791817,0.0007666963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007634462,0.00001285419,0.9931005,0.00007812676,0.00004843734,0.00006420504,0.0002242175,0.0001472329,0.0001253965,0.00003050398,0.0003773561,0.00571489],"study_design_scores_gemma":[0.00001084904,0.00005055219,0.9950954,0.0002209708,0.00004240543,0.0005006939,0.0004416919,0.002004113,0.0004659652,0.00009133927,0.001065888,0.00001023572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904641,0.001631484,0.001646437,0.0003880368,0.00007615995,0.00009578341,0.00379427,0.00006180103,0.001841944],"genre_scores_gemma":[0.9949934,0.0004176012,0.0009005725,0.00008606893,0.00003687448,0.00003032625,0.003394535,0.000005795107,0.00013485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006492482,"threshold_uncertainty_score":0.03398341,"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."}}