{"id":"W4414741184","doi":"10.1093/clinchem/hvaf086.105","title":"A-107 Evaluating the Use of Albumin-Corrected Calcium Measurements in an Acute Care Hospital Network","year":2025,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brampton Civic Hospital; William Osler Health System","funders":"","keywords":"Hypoalbuminemia; Calcium; Concordance; Albumin; Calcium metabolism; Serum albumin","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":[0.004611032,0.0003157312,0.0004604097,0.00214587,0.0005561628,0.001347255,0.001010946,0.0004542414,0.002127855],"category_scores_gemma":[0.02479722,0.0002604676,0.0004749489,0.003039502,0.0004362816,0.001006167,0.001425557,0.0005335575,0.0004353852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958023,"about_ca_system_score_gemma":0.001610143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01931803,"about_ca_topic_score_gemma":0.02003891,"domain_scores_codex":[0.9920083,0.004028708,0.001257048,0.0007329466,0.001419934,0.0005530189],"domain_scores_gemma":[0.9702051,0.009309608,0.01274791,0.0009824056,0.004456757,0.00229823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008001595,0.00003382839,0.9982672,0.00001799174,0.00003785775,0.00001683567,0.0000434858,0.00009169221,0.00004162301,0.00001163441,0.0002165008,0.001141457],"study_design_scores_gemma":[0.00001234516,0.0002919938,0.997787,0.00001663965,0.00002902916,0.00005508515,0.0003117761,0.001168709,0.00009354265,0.00001857415,0.0002115205,0.000003896387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995284,0.0002013574,0.0004108772,0.0002108521,0.00001919623,0.0001014291,0.002097578,0.00002678765,0.001647905],"genre_scores_gemma":[0.9979086,0.00006659915,0.0005158041,0.00007338345,0.00001999295,0.00009139794,0.001171986,0.000005029563,0.0001472977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01931803,"threshold_uncertainty_score":0.0384112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4408347685913616,"score_gpt":0.5149997680266559,"score_spread":0.07416499943529431,"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."}}