{"id":"W3169070810","doi":"10.1111/hdi.12944","title":"Estimating serum‐ionized magnesium concentration in hemodialysis patients","year":2021,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Magnesium in Health and Disease","field":"Nursing","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Interquartile range; Medicine; Hemodialysis; Hypomagnesemia; Magnesium; Internal medicine; Receiver operating characteristic; Area under the curve; Gastroenterology; Surgery; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002815571,0.0003686859,0.000483566,0.0007303387,0.0001321563,0.0008316589,0.0005610267,0.00045146,0.0007798289],"category_scores_gemma":[0.01193653,0.0001740368,0.0006476862,0.0006438405,0.0001713193,0.0002938966,0.0006006938,0.0004964267,0.0002517423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004693788,"about_ca_system_score_gemma":0.0005504906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006270936,"about_ca_topic_score_gemma":0.003061648,"domain_scores_codex":[0.9986896,0.0006075341,0.0001737069,0.000315481,0.000159362,0.00005425437],"domain_scores_gemma":[0.9950091,0.002796479,0.001353604,0.0002428514,0.0004794333,0.0001185099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001176967,0.00003025458,0.9903479,0.00003458768,0.0002021818,0.0000211186,0.00003598306,0.002389171,0.0001315003,0.0000567301,0.0004025596,0.006230294],"study_design_scores_gemma":[0.00009783641,0.0003034902,0.9203346,0.00006935153,0.0003781685,0.0002974627,0.0001201953,0.07492301,0.001226865,0.0006618545,0.001559276,0.00002787532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862499,0.001005413,0.008663373,0.0003187925,0.00001860523,0.00004414362,0.002797326,0.00009231875,0.0008100459],"genre_scores_gemma":[0.9950719,0.0001615016,0.003214406,0.00007879304,0.00001315475,0.00002341172,0.001319415,0.000005464128,0.0001118488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006270936,"threshold_uncertainty_score":0.01489037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245739174070792,"score_gpt":0.2805381775535349,"score_spread":0.268080785812827,"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."}}