{"id":"W4200057701","doi":"10.1093/ajh/hpab195","title":"External Validation of Clinical Prediction Models in Unilateral Primary Aldosteronism","year":2021,"lang":"en","type":"article","venue":"American Journal of Hypertension","topic":"Hormonal Regulation and Hypertension","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Calgary; Alberta Health Services; University of British Columbia","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Medicine; Cohort; Calibration; Interquartile range; Primary aldosteronism; Clinical trial; Statistics; Internal medicine; Blood pressure","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":[0.0006666847,0.0001108699,0.0008014643,0.0002131034,0.00002300498,0.000008144049,0.00005540588,0.00007365132,0.00002588375],"category_scores_gemma":[0.0001646945,0.00008616507,0.0002287444,0.0002732041,0.0001250856,0.000297553,0.0000337994,0.0003200547,0.00000280857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006145456,"about_ca_system_score_gemma":0.000366284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002019754,"about_ca_topic_score_gemma":0.000001238414,"domain_scores_codex":[0.9977356,0.0002124419,0.001201418,0.0001659734,0.000545049,0.0001394691],"domain_scores_gemma":[0.9981157,0.0001098373,0.0006184668,0.0001703131,0.0008258625,0.0001598199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004097691,0.001485972,0.1261516,0.00005793139,0.0001817039,0.002998089,0.0004104085,0.002527672,0.4840831,0.0001914914,0.0003657047,0.3774487],"study_design_scores_gemma":[0.005804623,0.002623465,0.9526498,0.0009544343,0.00025338,0.008144514,0.0003916048,0.0116341,0.01606215,0.0006098907,0.0007281978,0.0001438118],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959786,0.0004347203,0.001522013,0.001474664,0.0002792583,0.0000737181,0.000001694051,0.000007140085,0.0002282073],"genre_scores_gemma":[0.9922426,0.0006664136,0.005910999,0.0008753922,0.0001919234,4.482528e-7,0.00001357189,0.00001604495,0.00008257871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8264982,"threshold_uncertainty_score":0.351371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07356150962242669,"score_gpt":0.3181189619392099,"score_spread":0.2445574523167832,"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."}}