{"id":"W4399296729","doi":"10.1093/clinchem/hvae044","title":"Understanding Elevated Vitamin D Measurements to Uncover Hypercalcemia Etiology","year":2024,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Calgary","funders":"","keywords":"Etiology; Vitamin D and neurology; Medicine; Internal medicine","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":[0.001028497,0.0001849084,0.0004379132,0.00004380173,0.00007212534,0.00003265916,0.0001496503,0.0002933182,0.0004918616],"category_scores_gemma":[0.004226654,0.0001474227,0.0001968057,0.0003361467,0.000254221,0.00003505175,0.0002012489,0.0007362114,0.000457119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005131935,"about_ca_system_score_gemma":0.0002429416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002108054,"about_ca_topic_score_gemma":0.000001320759,"domain_scores_codex":[0.9979441,0.00005934062,0.0005194387,0.0005728948,0.0004627797,0.0004414907],"domain_scores_gemma":[0.9984004,0.0006763207,0.00002864668,0.0003695001,0.0001263016,0.0003988571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004793996,0.0005403219,0.2051529,0.002030184,0.001434412,0.0008674156,0.000157642,0.000006779785,0.4367837,0.00009646034,0.3491125,0.003338311],"study_design_scores_gemma":[0.01665894,0.003469201,0.1548482,0.008378014,0.001890761,0.0006406879,0.002922675,0.001671484,0.5133961,0.004428257,0.2887764,0.00291923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666783,0.0004081978,0.0005714458,0.006992341,0.0005476631,0.0003088,0.00001648621,0.0002565446,0.02422022],"genre_scores_gemma":[0.9902675,0.0001088741,0.000255102,0.0007193107,0.0006281383,0.00002926786,0.00002871319,0.00003328828,0.007929822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07661239,"threshold_uncertainty_score":0.6011726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3880335883063826,"score_gpt":0.4600848642343746,"score_spread":0.07205127592799199,"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."}}