{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001691009,0.00009628064,0.0002488903,0.003306449,0.0003063809,0.0008066035,0.0004475767,0.0003108336,0.001771041],"category_scores_gemma":[0.02748684,0.0001803648,0.0004255473,0.002155814,0.0001921414,0.0008514906,0.0006668151,0.0003614648,0.0004257458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004738006,"about_ca_system_score_gemma":0.0005905961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007038879,"about_ca_topic_score_gemma":0.00909599,"domain_scores_codex":[0.9965751,0.0007246169,0.001088496,0.0004980682,0.0008495974,0.0002642657],"domain_scores_gemma":[0.9833372,0.007499503,0.005138539,0.001288036,0.002196481,0.0005401009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009079764,0.00001553009,0.9862912,0.00006705694,0.00003294053,0.00006015097,0.00009194952,0.0001110189,0.0001339621,0.00005728911,0.001074969,0.01197304],"study_design_scores_gemma":[0.000006447227,0.00003533778,0.9969587,0.000113788,0.00003489459,0.0003792495,0.0002443773,0.0008784676,0.0003180303,0.0000733004,0.0009488337,0.000008570106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792813,0.002880294,0.0006916308,0.0007135383,0.00009466207,0.00005595239,0.01288544,0.00007257701,0.003324573],"genre_scores_gemma":[0.9926316,0.0009425353,0.0004030299,0.00005767043,0.00003248355,0.00001579029,0.00571327,0.000005469818,0.0001982558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007038879,"threshold_uncertainty_score":0.01399583,"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."}}