{"id":"W2780580207","doi":"10.1186/s12882-017-0784-2","title":"Health care costs associated with hospital acquired complications in patients with chronic kidney disease","year":2017,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Alberta Innovates; Government of Alberta; Alberta Health Services","keywords":"Medicine; Emergency medicine; Kidney disease; Health care; Cohort; Intensive care medicine; Ambulatory; Nephrology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0000581549,0.000199062,0.0004097036,0.00009083522,0.0003127459,0.00003031163,0.0001951172,0.00007765835,0.00006258318],"category_scores_gemma":[0.0003492113,0.0001560188,0.00005532623,0.0000944187,0.0003137965,0.000122195,0.00007114112,0.0001105282,0.00002924771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008624814,"about_ca_system_score_gemma":0.003260138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00021926,"about_ca_topic_score_gemma":0.001491573,"domain_scores_codex":[0.9985832,0.00007118462,0.0002146864,0.0004082653,0.0002168803,0.000505803],"domain_scores_gemma":[0.99784,0.00005300439,0.0002555589,0.0008638988,0.0001668249,0.0008206556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007067999,0.0006668251,0.9929618,0.0001063534,0.0000851184,0.00001218622,0.0001194331,0.000004220195,0.00000300406,0.0001095909,0.0045619,0.00066275],"study_design_scores_gemma":[0.01352976,0.001710814,0.9823087,0.0002865484,0.0001239649,5.244411e-7,0.00002737806,0.00008133952,0.000003070765,0.00001523686,0.00174006,0.0001725525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991292,0.0006032586,0.00002002722,0.005848749,0.00006614008,0.001303631,0.0003213922,0.00006988847,0.0004749393],"genre_scores_gemma":[0.9931105,0.000009168569,0.00009531258,0.004494848,0.00007571301,0.0001557343,0.001977625,0.00003334285,0.00004771752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01282296,"threshold_uncertainty_score":0.636226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008681347198701528,"score_gpt":0.2628331604500309,"score_spread":0.2541518132513294,"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."}}