{"id":"W3025066905","doi":"10.1007/s12325-020-01359-1","title":"Pattern of Laboratory Parameters and Management of Secondary Hyperparathyroidism in Countries of Europe, Asia, the Middle East, and North America","year":2020,"lang":"en","type":"article","venue":"Advances in Therapy","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"AbbVie","keywords":"Medicine; Middle East; Rheumatology; East Asia; Internal medicine; China; Geography; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005728301,0.0001130087,0.000218614,0.0007547451,0.0001819296,0.000445895,0.0001918322,0.0001528619,0.0009012694],"category_scores_gemma":[0.001486706,0.00007791062,0.0003093451,0.00133392,0.0002184369,0.0001760807,0.0002704477,0.0001588237,0.00008984376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003491737,"about_ca_system_score_gemma":0.0006062924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01152673,"about_ca_topic_score_gemma":0.01129956,"domain_scores_codex":[0.9995869,0.0001128132,0.00007268209,0.00008765655,0.0000836246,0.00005631809],"domain_scores_gemma":[0.9984698,0.0002051456,0.0009427639,0.00005364639,0.0001969452,0.0001315739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001115964,0.000003831705,0.9990448,0.000006756989,0.00001877403,0.00003140122,0.00002913097,0.00001910379,0.00006473945,0.000007072119,0.00003015566,0.0007330287],"study_design_scores_gemma":[0.000001851524,0.00001798878,0.9990589,0.00001112181,0.00001271134,0.0004802493,0.0001483118,0.00004903852,0.00004919099,0.000008918552,0.0001605594,0.000001244778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981828,0.0005674062,0.00007921421,0.00005312113,0.000001838283,0.00000489798,0.0003506648,0.000004011792,0.0007561105],"genre_scores_gemma":[0.9995996,0.0001315409,0.00007849545,0.0000175884,0.000002324562,0.000002228701,0.0001316187,8.803053e-7,0.00003568198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01152673,"threshold_uncertainty_score":0.0229193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02602462313485578,"score_gpt":0.2536363545291214,"score_spread":0.2276117313942656,"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."}}