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Index - Child Subjects

Introduction 

The following are only some of the reports that can be produced from the data that has been collected from clients. In many cases, along with surveillance sites, the information can be used for estimates of National Health. 

Standardization Of Reported Information

Raw Data

  • Number of patients seen in outpatient

  • Common complaints of these patients

  • Abnormal Physical Examinations

  • Length spend in Triage  (Better overall care may be given be having Triage spend more time taking the symptoms and history)

  • Time spent in out-patient clinic

  • Patients examined by Nurse or Physician

  • Treatments ordered and given by date and time

  • Physician or Nurses who cared for these patients

  • Supplies used in the treatment of patient

  • Services provided:

  • x-rays

  • lab tests

  • meals given

  • Nursing services provided

  • Physician services provided

  • Lab Results Obtained

  • Number of patients admitted

  • Time spent in in-patient clinic

  • Final Diagnosis of illnesses

  • Patient’s condition and any follow up at discharged

Accounting and Management Control

  • Length of time waited to be seen by physician: May not be enough physicians per  patient, incorrect scheduling of time physicians are in service.
  • Length of time between patient arrival and beginning of treatments
  • Fees collected: Does the amounts collected match with patients treated?
  • Costing by patient: Are the standards as established accurate?

Medical Standards

Medical Audit Committee: Audits retrospectively the clinical application of medical knowledge and compares care rendered to the pre-set standards (De Geyndt 1995). The strategy developed by Williamson (1971) focuses on diagnostic categories or specific clinical procedures. Standards are set consensually by physicians for physicians.

  • Number of Revisits for same illness: Patient may have been discharged too soon; treatment was not appropriate, living conditions unsuitable, etc.

  • Standards met for fluid requirements: Are the ped’s receiving the correct amount of fluids for their diagnosis and physical?

  • Comparisons between “complaints” and “preliminary diagnosis”: Does the diagnosis match up with the patients’ complaints?

  • Comparisons between “preliminary diagnosis” and “standard treatments” given: Were the correct treatments given to the patients or where the treatments too costly for the diagnosis.

  • Comparisons between  “preliminary diagnosis” and “final diagnosis”: Was the correct medical history and examination performed?

  • Comparisons between  “expected number of days of care” and “actual” days of care: Did the patient stay longer in the unit then was normal for the diagnosis?

  • Patient “outcome:” Does the actual patient outcome match what was expected based on the treatment given adjustment for severity of illness on admission

  • Number of patients not weighed: Does this improved examination taking?

  • Number of incomplete physicals given: Does this improved history taking?

Social Concerns

 

Access to service

  • Number of patients who had to travel farther than xxx to receive service.

  • Means of transportation appropriate for illness

  • Fee charges commensurable with income level

Outcomes

Patient outcomes will be measured by analysis data from the Medical Audit Committee. Outcomes will be divided into three types of outcomes:

  • Diagnostic outcomes

  • Therapeutic outcomes

  • Discharge condition

The diagnostic outcomes and the therapeutic outcomes will be measures again standards.  

The discharge outcome will be measured also again standards. These standards will be that of

  • length of stay expected for condition vs. actual

  • discharge condition as determined by a 6 point scale vs. what was expected based on the condition the patient originally arrived to the clinic.

Resource Utilization

Utilization Review Committee: decides whether the clinic’s facilities are used appropriately in the provision of care. It reviews, for example, appropriateness of admissions and discharges, proper use of outpatient and emergency services, and the optimum utilization of diagnostic and therapeutic support services (De Geyndt 1995):

  • Physician/nurse time spent with patient/ number of patients seen per physician:

  • Tracking of the time spent by physicians and nurses in patient care. Was it too little or too much based on the diagnosis? Do higher staff ratios per patient lead to lower morbidity/mortality?

  • Time spent by Nursing “teaching.”

  • Number of physicians, nurses as a % of the number of patients seen: It there a proper ratio of physicians and nurses for the patients

  • Utilization Rates of facilities: Where the facilities overused leading to poor sanitary and hospital? Does higher occupancy rates lead to higher morbidity/mortality?

  • Length of time for lab result return: Were the lab results returned in a timely manner?

  • Drug, Pharmacy or therapeutic committee: formulates and recommends policies and priorities which will ensure that the best use is made of available drugs and therapeutic agents in terms of optimal utilization and minimal potential for harm to the patient (De Geyndt 1995):

  • Drug available as a % of patient volume: Is there sufficient amount of drugs on hand? Are there too much and too many drugs in inventory leading to out-dated supplies?

  • Drugs available as a % of daily usage = # of days on hand: Are there sufficient amount of drugs on hand? Are there too much and too many drugs in inventory leading to out-dated supplies?

  • Tracking of drugs used by patient: Was the correct drug given for the diagnosis? Does higher drug use per episode lead to improved length of stay?

  • Comparison of drugs given with the results of the lab reports.

  • Tracking of important supplies used by patient: Are all the supplies in inventory per count?  

Human Resources

  • Number of trained staff vs. 100 units of forecasted demand for that service

  • Number of trained staff vs. 100 units of actual demand for that service

National Implications

Global Monitoring:

  • Abnormal number of “certain types” of complaints

  • Abnormal number of + lab results for a particular diseases: Implication = “outbreak of a disease”

  • Communicable diseases reported

  • National inventory control of drugs

  • Reports of vital statistics

  • Births

  • Deaths

  • Vaccinations

  • Malnourished children

Intangible Benefits

  • The use of detail records to analyze the organization will discourage employees from “making up” the data.

  • Provides incentives for the staff to improve technical and outreach skills and increase motivation. If there is no one watching, no feedback, and no indicators for them to value their services then there is no reason to improve.

  • Target groups to receive care based on the results of the demographic data can be determined

  • Expert systems may provide improve diagnosis and learning experiences.

Economic and Social Predictors and Risk Factors

Economic Security

  • Percent of client using system at or below the poverty level (rates to be determine at both local and national levels) [Economic]
  • Rate of increase in real wealth of clients determined by number of household items owned.  [Economic]
  • Maternal Employment. Percentage of Mothers with children under age 18 who are employed, full-time and part-time 

Work Status

  • Clients Work Status by occupation, wage rates, duration,
  • Percent of households without an individuals as a full time wage earner. 
  • Percent of Working Women
  • Percent of Clients working in "Low skill" jobs

Education

  • Number of Clients by Age and Education Level Attainment [Education]
  • Percent of Children enrolled in school, by age, level, length of time in school
  • Reading levels of Clients by age,....

Social 

  • Ethic distribution
  • Average Age of marriage of women/men
  • Births by Age of mother, by ethic group, economic status, education
  • Average Age of woman for birth of first child
  • Average Number of Children at each age level of the mother
  • Reported Child Abuse and neglect
  • Distribution of Families by number of children
  • Suicide 

Health Predictors

Identity of clients at risk by categories of risk type

Birth 

  • Low and Very Low Birth Weights
  • Birth weight 
  • Apgar 
  • Preterm Birth
  • Number of Prenatal Care Visits distribution by mother's age, education, economic status, mother's risk factors such as use of alcohol, tobacco, drugs. 

Health Conditions

  • Percent of Children in Very good or excellent health
  • Percent of Children ages 19 months to 35 months who are fully immunized

Mortality

  • Infant Mortality by Age of Mother, Ethic Group, Economic Static, Education...
  • Child and Youth deaths be age, gender, cause, ethic group, economic static...

Chronic Health Conditions for Children

  • Respiratory Conditions
    • Chronic Bronchitis
    • Chronic Sinusitis
    • Asthma
    • Chronic Diseases of tonsils or Adenoids
  • Impairments

    • Deformity or Orthopedic Impairment

    • Speech Impairment
    • Hearing Impairment
    • Visual Impairment
  • Other Conditions

    • Heart Disease

    • Anemic

    • Epilepsy

    • HIV/AIDS

    • Sexually Transmitted Diseases among adolescents

Health Risks

  • Food Security. Clients concern with being able to afford food [Medical Client health, Nutrition]
  • Access to Health Care
  • Percent of Client who report alcohol, tobacco, and drug use

Population, Family, and Neighborhood

Child Population Characteristics

  • Number of Children Under age 18
  • Children as a percentage of the total Population
  • Fertility Rates
  • Number Of Births

Family Structure

  • Percentage of Families with Children and Distribution of Families by Number of Children
  • Percent of Households by Type
  • Residential Stability. Percentage of Children under who have moved within the last year by age
  • Divorce Rate
  • Percent of Children with Both Parents or Only Resident Parent in the Labor Force
  • Maternal Employment: Percentage of Mothers with children under 18 who are employed, full-time and part-time by Age of Child, Marital Status, Ethnic group

Family Planning

Dimensions 

  • Women's Age
  • Number of Lining children
  • Education
  • Economic Status
  • Time

Report Results

As well as the routine reports the following data may also be collected

  • Percent of High Risk clients serviced
  • Amount of substitution in clients serviced
  • Continuation Rates
  • Complication rates

Examples

Data Collection

  • Fertility Preferences

  • Education level

  • Economic Status 

  • Mortality Rate
  • Number of children already in family
  • Age of woman
  • Demand for children
  • Level of infant mortality 
  • Social Trend (longitudinal time trend) 

External reporting (Donors)

  • Number and type of services offered

  • Number of visits by type of service

  • Value of Indicators used by project management

  • Resource Utilization 

  • Population size by geographical area and time

  • Age distribution by geographical area and time

  • Sex distribution by geographical area and time

  • Marital status and number of wives, if appropriate, by geographical area and time

  • Number of children and age distribution by geographical area by time

  • Fertility rate by geographical area and time

  • Child mortality rate by geographical area time

  • Contraceptive prevalence by geographical area and time

  • Average number of family members in household by geographical area and time

  • Education level by geographical area and time

  • Number of units distributive by product by geographical area and time (such as telephones, TVs, automobiles, electrical power used.)

Research - Advance Analysis

Using “Database Warehouses and Data Mining techniques” all data is made available for advance analysis using standard libraries of statistical, optimization, and forecasting modeling functions. .

Misc to be categorized.

  • Distribution of clients, by #of visits, by request type

  • Risk factors for each patient as determined by the service provider at the beginning of the project vs risk factors over time.

 

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