{"id":"W4406666067","doi":"10.1001/jamanetworkopen.2024.55251","title":"Use of Albumin-Adjusted Calcium Measurements in Clinical Practice","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; Alberta Health Services; University of Calgary","funders":"","keywords":"Calcium; Calcium metabolism; Albumin; Medicine; Internal medicine; Clinical Practice; Physical therapy","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":[0.01442522,0.0002734574,0.0004276068,0.001360743,0.000401651,0.001733115,0.001394704,0.0007694135,0.001147039],"category_scores_gemma":[0.0912371,0.0002114006,0.0002276017,0.003394623,0.001098558,0.0009702446,0.000913915,0.0008326374,0.0003589535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002538128,"about_ca_system_score_gemma":0.006516603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0532855,"about_ca_topic_score_gemma":0.06214453,"domain_scores_codex":[0.9768285,0.01035307,0.00281804,0.001726607,0.007763086,0.0005107645],"domain_scores_gemma":[0.9383477,0.01955109,0.02570198,0.002686412,0.01133225,0.002380531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001572367,0.00005292226,0.9282285,0.0004870392,0.000163619,0.00006645025,0.000418615,0.0003446043,0.0002183573,0.0002313205,0.004776855,0.06485447],"study_design_scores_gemma":[0.00004816471,0.0002685487,0.9851922,0.001293439,0.0001389669,0.000471753,0.0005601291,0.001870121,0.0003474172,0.0007745655,0.009003125,0.00003150485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8241028,0.07294898,0.01952252,0.046572,0.001557257,0.000570486,0.002785207,0.0006531793,0.03128769],"genre_scores_gemma":[0.9892034,0.002422566,0.006134388,0.001386929,0.000184048,0.00005008135,0.0003602255,0.00001888554,0.0002394549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0532855,"threshold_uncertainty_score":0.1059507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2582732516097428,"score_gpt":0.4600978117659169,"score_spread":0.2018245601561741,"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."}}