{"id":"W4200435459","doi":"10.1210/jendso/bvab184","title":"Adrenal Insufficiency: Investigating Prevalence and Healthcare Utilization Using Administrative Data","year":2021,"lang":"en","type":"article","venue":"Journal of the Endocrine Society","topic":"Adrenal Hormones and Disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Alberta","funders":"Government of Alberta","keywords":"Medicine; Health care; Emergency department; Adrenal insufficiency; Population; Pediatrics; Retrospective cohort study; Emergency medicine; Family medicine; Medical emergency; Environmental health; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002229314,0.0000870994,0.0001816362,0.00001163885,0.0001668538,0.00002136153,0.0001508908,0.00002702428,0.0000153247],"category_scores_gemma":[0.0005214459,0.00005702691,0.0001093956,0.0002345232,0.000130684,0.0001801471,0.0002240832,0.0003072307,1.450956e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004363677,"about_ca_system_score_gemma":0.0007355402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001330264,"about_ca_topic_score_gemma":0.000006682088,"domain_scores_codex":[0.9990102,0.0000702971,0.0003217884,0.0001393317,0.0003167341,0.0001416384],"domain_scores_gemma":[0.9989824,0.00005947996,0.00030975,0.0002523407,0.0002772644,0.0001187602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003502198,0.001855342,0.8875924,0.004247507,0.00108808,0.0005312878,0.01640379,0.0006423888,0.03829451,0.003076758,0.0207781,0.02513966],"study_design_scores_gemma":[0.0102387,0.002699759,0.7526483,0.005854457,0.002201646,0.03564021,0.04810999,0.1007896,0.02674285,0.003597906,0.01057759,0.0008989547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98295,0.007631878,0.0008455382,0.008220192,0.0001374053,0.0001024651,0.000021526,0.000005977702,0.00008498788],"genre_scores_gemma":[0.9880747,0.00113686,0.009345025,0.001144827,0.0001786471,2.797105e-7,0.000006576541,0.000008805985,0.0001042534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1349441,"threshold_uncertainty_score":0.232549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2326385708143975,"score_gpt":0.4165481979906516,"score_spread":0.183909627176254,"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."}}