{"id":"W3172747965","doi":"10.1177/20543581211018528","title":"Cost of Potentially Preventable Hospitalizations Among Adults With Chronic Kidney Disease: A Population-Based Cohort Study","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"Canadian Institutes of Health Research; O'Brien Institute for Public Health, University of Calgary","keywords":"Medicine; Kidney disease; Retrospective cohort study; Cohort; Population; Dialysis; Emergency medicine; Cohort study; Intensive care medicine; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001060285,0.0005168291,0.0004374449,0.001404562,0.0009161269,0.001200375,0.001087629,0.0006729907,0.0009084214],"category_scores_gemma":[0.002424441,0.0005532037,0.001158291,0.002883982,0.0003168142,0.0006248516,0.0007810479,0.001182436,0.0001779125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00358261,"about_ca_system_score_gemma":0.003135831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.404882,"about_ca_topic_score_gemma":0.4768277,"domain_scores_codex":[0.999042,0.0001418071,0.00009126878,0.0001908017,0.0003232425,0.0002109275],"domain_scores_gemma":[0.9982609,0.0001163651,0.000713336,0.0001846173,0.0003973152,0.0003274101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007080242,0.00003483308,0.9989973,0.00000705164,0.0001068317,0.00003236848,0.00003733172,0.00003666528,0.00002404205,0.0000174409,0.0002621568,0.0003733542],"study_design_scores_gemma":[0.00001820188,0.00003698845,0.9992649,0.00001038608,0.00006243145,0.0000757814,0.0001122281,0.0002311825,0.00001014491,0.00001378618,0.0001589991,0.000004933247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949581,0.0002773652,0.00007635026,0.0001326795,0.00001068629,0.00004455434,0.004133921,0.000005123214,0.000361306],"genre_scores_gemma":[0.9954041,0.0002901512,0.0001575804,0.00008797521,0.00001882112,0.00003629179,0.003808967,0.000002612542,0.0001935607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5951179,"threshold_uncertainty_score":0.8050507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007408994651479543,"score_gpt":0.2573147833148027,"score_spread":0.2499057886633231,"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."}}