{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004941548,0.0008744064,0.0007094615,0.002142713,0.0009243741,0.001477294,0.0007583578,0.002021459,0.002368375],"category_scores_gemma":[0.003431339,0.0004523294,0.0005979719,0.000557731,0.0005404956,0.001782989,0.0006405867,0.002493765,0.0009445002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009979203,"about_ca_system_score_gemma":0.0009451849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004821965,"about_ca_topic_score_gemma":0.005332542,"domain_scores_codex":[0.9995022,0.00007342576,0.0000758948,0.00007371693,0.0001204812,0.0001543635],"domain_scores_gemma":[0.9991814,0.0002594778,0.0000890318,0.00003984966,0.0002543115,0.0001759707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004450626,0.0005538187,0.4837917,0.0003335168,0.0001216451,0.4179096,0.00122577,0.000762526,0.01165504,0.002095492,0.02036968,0.06073613],"study_design_scores_gemma":[0.0001086739,0.000627735,0.1132234,0.001185307,0.0002371103,0.8215206,0.004839872,0.006298573,0.007917166,0.009012271,0.03493121,0.00009801324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8614243,0.04547218,0.0103107,0.03729098,0.001439222,0.0003084686,0.0007179821,0.0006207665,0.04241548],"genre_scores_gemma":[0.9783334,0.00811139,0.003824314,0.006388386,0.001096656,0.00002589093,0.0002090968,0.00005119413,0.001959623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004821965,"threshold_uncertainty_score":0.009587765,"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."}}