{"id":"W3159428640","doi":"10.1210/jendso/bvab048.583","title":"External Validation of Prediction Models for Unilateral Primary Aldosteronism","year":2021,"lang":"en","type":"article","venue":"Journal of the Endocrine Society","topic":"Hormonal Regulation and Hypertension","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Calgary; University of British Columbia","funders":"","keywords":"Medicine; Primary aldosteronism; Population; Retrospective cohort study; Cohort; Guideline; Hypokalemia; Internal medicine; Aldosterone; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0591804,0.001789627,0.001256474,0.002467543,0.0008338506,0.002169679,0.002439456,0.001165848,0.001716933],"category_scores_gemma":[0.1234081,0.0004820473,0.002834724,0.002000838,0.001178931,0.001013249,0.001881632,0.001567381,0.0008156722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001832098,"about_ca_system_score_gemma":0.003074751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02121569,"about_ca_topic_score_gemma":0.008605563,"domain_scores_codex":[0.982756,0.009994513,0.001099997,0.003119895,0.002383037,0.0006465841],"domain_scores_gemma":[0.8720585,0.09242564,0.009167232,0.008870373,0.01575859,0.001719548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001525188,0.0003096591,0.9376101,0.0002159109,0.001294166,0.0002524873,0.0002840139,0.03306115,0.0003931949,0.0007023576,0.00325798,0.02109389],"study_design_scores_gemma":[0.0004573877,0.001148202,0.354423,0.0003687698,0.001145829,0.0007634303,0.0005257939,0.6321562,0.001738203,0.003318055,0.003845606,0.0001095368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713361,0.00127997,0.02062136,0.0004148095,0.0002475147,0.000392338,0.003411372,0.00033012,0.001966422],"genre_scores_gemma":[0.991222,0.0001274841,0.004441156,0.00009282417,0.00004917003,0.0001094793,0.003756552,0.00003997655,0.0001613845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0591804,"threshold_uncertainty_score":0.3129796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02841171790849568,"score_gpt":0.2737610639530197,"score_spread":0.245349346044524,"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."}}