Use my Search Websuite to scan PubMed, PMCentral, Journal Hosts and Journal Archives, FullText. Kick-your-searchterm to multiple Engines kick-your-query now !>

A dictionary by aggregated review articles of nephrology, medicine and the life sciences Your one-stop-run pathway from word to the immediate pdf of peer-reviewed on-topic knowledge.

10.1093/jamia/ocab089 http://scihub22266oqcxt.onion/10.1093/jamia/ocab089 34151986!8344501!34151986     free     free     free Deprecated: Implicit conversion from float 211.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 211.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 211.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 211.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Deprecated: Implicit conversion from float 211.6 to int loses precision in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 534 Warning: imagejpeg(C:\Inetpub\vhosts\kidney.de\httpdocs\phplern\34151986.jpg): Failed to open stream: No such file or directory in C:\Inetpub\vhosts\kidney.de\httpdocs\pget.php on line 117       J+Am+Med+Inform+Assoc 2021 ; 28 (9): 1977-1981 Nephropedia Template TP {{tp|p=34151986|t=2021. Practical development and operationalization of a 12-hour hospital census prediction algorithm |pdf=|usr=}}{{34151986}} gab.com Text Practical development and operationalization of a 12-hour hospital census prediction algorithm JO: J Am Med Inform Assoc http://www.kidney.de/pget.php?&tw=1&pmid=34151986 #FOAvip Hospital census prediction has well-described implications for efficient hospital resource utilization, and recent issues with hospital crowding due to CoVID-19 have emphasized the importance of this task. Our team has been leading an institutional effort to develop machine-learning models that can predict hospital census 12 hours into the future. We describe our efforts at developing accurate empirical models for this task. Ultimately, with limited resources and time, we were able to develop simple yet useful models for 12-hour census prediction and design a dashboard application to display this output to our hospital's decision-makers. Specifically, we found that linear models with ElasticNet regularization performed well for this task with relative 95% error of +/- 3.4% and that this work could be completed in approximately 7 months. Twit Text FOAVip Practical development and operationalization of a 12-hour hospital census prediction algorithm ????J Am Med Inform Assoc http://www.kidney.de/pget.php?&tw=1&pmid=34151986 #FOAvip Twit Text # Free Paper on # # # # # LINK http://www.kidney.de/pget.php?&tw=1&pmid=34151986 #FOAvip English Wikipedia <ref>{{Cite pmid|34151986}}</ref> Practical development and operationalization of a 12-hour hospital census prediction algorithm #MMPMID34151986 Ryu AJ; Romero-Brufau S; Shahraki N; Zhang J; Qian R; Kingsley TC J Am Med Inform Assoc 2021[Aug]; 28 (9): 1977-1981 PMID34151986show ga Hospital census prediction has well-described implications for efficient hospital resource utilization, and recent issues with hospital crowding due to CoVID-19 have emphasized the importance of this task. Our team has been leading an institutional effort to develop machine-learning models that can predict hospital census 12 hours into the future. We describe our efforts at developing accurate empirical models for this task. Ultimately, with limited resources and time, we were able to develop simple yet useful models for 12-hour census prediction and design a dashboard application to display this output to our hospital's decision-makers. Specifically, we found that linear models with ElasticNet regularization performed well for this task with relative 95% error of +/- 3.4% and that this work could be completed in approximately 7 months. |*Censuses[MESH] |*Hospitals[MESH] |COVID-19[MESH] |Humans[MESH]Practical development and operationalization of a 12-hour hospital cen(epmc).pdf DeepDyve Pubget Overpricing