Re-analysis and generation of Overstay2 model: Difference between revisions
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== Analysis and model generation == | == Analysis and model generation == | ||
=== Parameter candidates === | === Parameter candidates === | ||
See [[Data definition for contributing factors for the Overstay2 project]] for the | See [[Data definition for contributing factors for the Overstay2 project]] for the definitions. | ||
* {{OSDD|Age}} | |||
* {{OSDD|PCH/Chronic Care}} | |||
* {{OSDD|ADL components and | |||
** {{OSDD|ADL_Adlmean_NH }} - among those who came from PCH/CHF | |||
** {{OSDD|ADL_Adlmean_age}} - interaction with Age | |||
* GCS components | |||
* Postal Code (also see [[#Location Grouping for [[Postal Code]] = N/A]]) | |||
** see [[Postal Code field#Grouping by Area]] | |||
* Charlson Comorbids (Categories and Total Score) | |||
** MI, CHF, PVD, CVA , Pulmonary, Connective, Ulcer, Renal | |||
*** score of the component is used | |||
# | ** Charlson Score * NH among those who came from PCH/CHF | ||
* Other Diagnoses (admit and comorb) : | |||
* Diagnoses that might prevent/delay meeting PCH/Home Care criteria | |||
# | ** having a trach: "Tracheostomy, has one" ICD10 Z93.0 | ||
** having a PEG (Percutaneous Feeding Tube): (has gastrostomy code, ICD10 Z93.1) | |||
** possibly "Iatrogenic, mechanical complication/dysfunction, internal prosthetic device or implant or graft NOS" - it implies that an internal device is there, PCHs would disallow some of these. ICD10 T85.6 | |||
** possibly: CCI "Implantation of Internal Device" - PEGs are included in this, and some others might also disqualify; if the device stays the pt might not be accepted by PCH but we would not necessarily code removal CCI component2 53 | |||
** "Suprapubic catheter, indwelling, has one" ICD10 Z93.5 | |||
** "Artificial opening NOS, has one" - these include Ileal conduit (urostomy), PD catheter, Nephrostomy tube, Mitrofanoff procedure ICD10 Z93.8 | |||
**"Ileostomy or colostomy, has one", "Gastrostomy, has one” ICD10 Z93.4, ICD10 Z93.1 | |||
** addiction opioids and stimulants | |||
*** stimulants: | |||
*** "Stimulants incl methamphetamine, * " | |||
*** "Cocaine, *" ICD10 F15.0,F15.2,F15.3, T40.5, F14.0, F14.2, F14.3 | |||
*** opioids: "Opioid/narcotic, *" ICD10 T40.6 | |||
** Dementia ICD10 F01.1, F03, G30 | |||
* Pre-admit inpatient location: homeless | |||
=== Location Grouping for [[Postal Code]] = N/A === | |||
Analysis notes: JM found postal code N/A =2759, JM used the R_Province, Pre_inpt_Location, Previous Location instead to define the 5 categories above. Also encountered no match in the Postal_Code_Master List but was able to categorized based on the first 3 characters (N=273) - list given to Pagasa to add. (DR agreed in the meeting with JM Feb10) | |||
=== Dataset split into training and validation data === | === Dataset split into training and validation data === | ||