{"id":"W2791532628","doi":"10.1097/sa.0000000000000141","title":"Accuracy of Malignant Hyperthermia Diagnoses in Hospital Discharge Records","year":2015,"lang":"en","type":"article","venue":"Survey of Anesthesiology","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College; Toronto General Hospital","funders":"","keywords":"Medicine; Medical diagnosis; Malignant hyperthermia; Hospital discharge; Hyperthermia; Emergency medicine; General surgery; Radiology; Internal medicine; Pathology","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":[0.0007691508,0.0001367688,0.0007492814,0.0001194324,0.00001171664,8.864803e-7,0.0000946953,0.0001756484,0.00003729497],"category_scores_gemma":[0.00209333,0.0001043749,0.00010158,0.0002161705,0.0002547898,0.00004532548,0.00003396457,0.0001565452,0.00001938618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002021939,"about_ca_system_score_gemma":0.0002556231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001627909,"about_ca_topic_score_gemma":0.0001930036,"domain_scores_codex":[0.9985147,0.0005070501,0.000390129,0.0002314056,0.00009807685,0.0002586081],"domain_scores_gemma":[0.9983845,0.0008551303,0.0001891199,0.0003019618,0.0001838082,0.00008546663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001089343,0.0003340396,0.9878804,0.00003675738,0.00004099559,0.0002226883,0.000233168,0.000009806162,0.003929147,0.00008860294,0.0007520826,0.005382987],"study_design_scores_gemma":[0.0009770565,0.002837606,0.9902162,0.00005175913,0.00001721824,0.0001283542,0.00006210489,0.000007574287,0.0051154,0.000225872,0.0002553267,0.0001055265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997796,0.001209057,0.00000152144,0.0003420733,0.00016392,0.0002253857,0.00001454324,0.00001316306,0.0002343504],"genre_scores_gemma":[0.999227,0.000366124,0.00008560018,0.0000977549,0.00005857268,0.0000138184,0.0000638202,0.00001523614,0.00007202265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00527746,"threshold_uncertainty_score":0.4256285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02998264335007153,"score_gpt":0.2868582252358205,"score_spread":0.2568755818857489,"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."}}