{"id":"W2952991855","doi":"10.2215/cjn.12251018","title":"Derivation and Validation of a Novel Risk Score to Predict Overcorrection of Severe Hyponatremia","year":2019,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Electrolyte and hormonal disorders","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa; University Health Network; Ottawa Hospital","funders":"","keywords":"Medicine; Hyponatremia; Internal medicine; Confidence interval; Complication; Gastroenterology; Pediatrics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006663791,0.00008056496,0.000597557,0.00004445357,0.00002013104,0.000001436417,0.0001212072,0.000088737,0.00001096973],"category_scores_gemma":[0.0002758375,0.00005681196,0.0004289477,0.000258989,0.0004169402,0.000053947,0.00005075545,0.0003476795,4.483815e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002419775,"about_ca_system_score_gemma":0.0001556252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007030158,"about_ca_topic_score_gemma":0.000002927582,"domain_scores_codex":[0.9986535,0.0001164725,0.0007639775,0.000113047,0.0002463922,0.0001066476],"domain_scores_gemma":[0.9972128,0.0005054174,0.001717716,0.0001662559,0.000332965,0.00006479269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002831678,0.0004011254,0.5505686,0.00006070594,0.0004847636,1.977092e-7,0.0003357825,0.0003189101,0.4116384,0.00001664661,0.006815115,0.02652799],"study_design_scores_gemma":[0.002296312,0.005333314,0.9864244,0.00008505501,0.0003008526,0.00007619357,0.000421641,0.0004165525,0.003707663,0.0001999914,0.0006901725,0.00004778664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958563,0.00008791671,0.0009607056,0.002768248,0.0000677105,0.0001817812,0.000007276364,0.000002602814,0.00006750295],"genre_scores_gemma":[0.9922317,0.0008695996,0.002783534,0.003980524,0.00009960803,5.919462e-7,0.000001497046,0.000008603532,0.00002439831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4358558,"threshold_uncertainty_score":0.2316725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0269067704139015,"score_gpt":0.3233351395064679,"score_spread":0.2964283690925664,"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."}}