Podcast
Questions and Answers
Which type of data is represented by a Likert scale, commonly used in surveys to measure attitudes or opinions?
Which type of data is represented by a Likert scale, commonly used in surveys to measure attitudes or opinions?
- Nominal data
- Interval data
- Ordinal data (correct)
- Ratio data
In statistical analysis, if a dataset is highly skewed, which measure of central tendency is typically preferred because it is less sensitive to extreme values?
In statistical analysis, if a dataset is highly skewed, which measure of central tendency is typically preferred because it is less sensitive to extreme values?
- Mean
- Median (correct)
- Standard Deviation
- Mode
A researcher measures the range of motion of patients' elbows using a goniometer. What type of data is produced by this measurement?
A researcher measures the range of motion of patients' elbows using a goniometer. What type of data is produced by this measurement?
- Nominal
- Ratio (correct)
- Ordinal
- Discrete
In hypothesis testing, what does the null hypothesis typically state?
In hypothesis testing, what does the null hypothesis typically state?
A study finds a p-value of 0.03 when comparing two treatment groups. What does this p-value indicate?
A study finds a p-value of 0.03 when comparing two treatment groups. What does this p-value indicate?
Which of the following is the most appropriate measure of variability to use when data is normally distributed?
Which of the following is the most appropriate measure of variability to use when data is normally distributed?
If the temperature is measured in Celsius, which data type would it be classified as based on its properties?
If the temperature is measured in Celsius, which data type would it be classified as based on its properties?
A dataset includes the following values: 10, 12, 14, 15, 15, 16, 18. Identify the mode of this dataset.
A dataset includes the following values: 10, 12, 14, 15, 15, 16, 18. Identify the mode of this dataset.
A researcher is conducting a study on a new drug. To minimize the risk of placebo effect, what strategy should they employ?
A researcher is conducting a study on a new drug. To minimize the risk of placebo effect, what strategy should they employ?
Which of the following actions introduces bias into a study?
Which of the following actions introduces bias into a study?
A clinical trial is conducted with a small sample size. What is the most likely consequence of this limitation?
A clinical trial is conducted with a small sample size. What is the most likely consequence of this limitation?
In research, what is the role of blinding?
In research, what is the role of blinding?
What is a key characteristic of nominal data?
What is a key characteristic of nominal data?
Which type of sampling involves inviting all eligible patients to participate in a study?
Which type of sampling involves inviting all eligible patients to participate in a study?
A researcher wants to study the effectiveness of a new therapy but only includes participants who are highly motivated. What type of bias is most likely to affect the study's results?
A researcher wants to study the effectiveness of a new therapy but only includes participants who are highly motivated. What type of bias is most likely to affect the study's results?
In a study evaluating pain levels, patients are asked to rate their pain on a scale of 1 to 10, where 1 is no pain and 10 is the worst pain imaginable. What type of data is being collected?
In a study evaluating pain levels, patients are asked to rate their pain on a scale of 1 to 10, where 1 is no pain and 10 is the worst pain imaginable. What type of data is being collected?
A clinician is investigating the effectiveness of a new rehabilitation program (Intervention) compared to standard care (Comparison) for improving mobility (Outcome) in elderly patients following hip replacement surgery (Patient). Which search strategy best reflects the PICO framework for this scenario?
A clinician is investigating the effectiveness of a new rehabilitation program (Intervention) compared to standard care (Comparison) for improving mobility (Outcome) in elderly patients following hip replacement surgery (Patient). Which search strategy best reflects the PICO framework for this scenario?
A researcher wants to find studies that have referenced a seminal paper they are using as a basis for their current work. Which feature would be most helpful in quickly identifying these studies?
A researcher wants to find studies that have referenced a seminal paper they are using as a basis for their current work. Which feature would be most helpful in quickly identifying these studies?
Which of the following search strategies would be most effective for a researcher aiming to retrieve articles that discuss both 'exercise' AND 'diabetes management'?
Which of the following search strategies would be most effective for a researcher aiming to retrieve articles that discuss both 'exercise' AND 'diabetes management'?
A clinician needs to find the most current clinical practice guidelines for treating hypertension. Which database or search engine would be the MOST suitable starting point, and why?
A clinician needs to find the most current clinical practice guidelines for treating hypertension. Which database or search engine would be the MOST suitable starting point, and why?
A medical student is looking for background information on the pathophysiology of heart failure to understand the basic mechanisms of the disease. Which resource is MOST appropriate for this type of question?
A medical student is looking for background information on the pathophysiology of heart failure to understand the basic mechanisms of the disease. Which resource is MOST appropriate for this type of question?
Which of the following is TRUE regarding the use of MeSH terms in PubMed?
Which of the following is TRUE regarding the use of MeSH terms in PubMed?
A researcher is using the TRIP database to identify different types of studies on a particular topic. Which feature of the TRIP database is MOST helpful for this purpose?
A researcher is using the TRIP database to identify different types of studies on a particular topic. Which feature of the TRIP database is MOST helpful for this purpose?
A physician wants to stay updated on new research related to a specific clinical interest. Which PubMed tool would be MOST effective for this purpose?
A physician wants to stay updated on new research related to a specific clinical interest. Which PubMed tool would be MOST effective for this purpose?
A clinical trial evaluating a new drug for hypertension enrolls patients primarily from a single cardiology clinic. What type of bias is most likely to be introduced?
A clinical trial evaluating a new drug for hypertension enrolls patients primarily from a single cardiology clinic. What type of bias is most likely to be introduced?
In a study comparing two different surgical techniques, the surgeons performing technique A are more experienced and efficient than those performing technique B. This difference in skill level could introduce which type of bias?
In a study comparing two different surgical techniques, the surgeons performing technique A are more experienced and efficient than those performing technique B. This difference in skill level could introduce which type of bias?
Researchers are evaluating the effectiveness of a new educational program. They know which students are in the intervention group and which are in the control group, and this knowledge subconsciously affects how they grade the students' final projects. Which type of bias is present?
Researchers are evaluating the effectiveness of a new educational program. They know which students are in the intervention group and which are in the control group, and this knowledge subconsciously affects how they grade the students' final projects. Which type of bias is present?
A longitudinal study on the effects of exercise on cognitive function experiences a high dropout rate, with participants who were less physically active at baseline being more likely to drop out. Which type of bias is most likely to affect the study's results?
A longitudinal study on the effects of exercise on cognitive function experiences a high dropout rate, with participants who were less physically active at baseline being more likely to drop out. Which type of bias is most likely to affect the study's results?
A pharmaceutical company funds a study on its new drug. The researchers selectively highlight positive results and downplay adverse effects in the published report. This is an example of what type of bias?
A pharmaceutical company funds a study on its new drug. The researchers selectively highlight positive results and downplay adverse effects in the published report. This is an example of what type of bias?
In a case-control study examining risk factors for a rare disease, participants with the disease are more likely to remember and report past exposures than healthy controls. What type of bias is most likely affecting the study?
In a case-control study examining risk factors for a rare disease, participants with the disease are more likely to remember and report past exposures than healthy controls. What type of bias is most likely affecting the study?
To minimize the impact of detection bias, which strategy should be implemented during a clinical trial?
To minimize the impact of detection bias, which strategy should be implemented during a clinical trial?
Which strategy is most effective in addressing attrition bias in a longitudinal study?
Which strategy is most effective in addressing attrition bias in a longitudinal study?
A researcher is using logistic regression to predict whether a patient will develop a certain disease. If the disease has three possible stages (mild, moderate, severe), which type of logistic regression is most appropriate?
A researcher is using logistic regression to predict whether a patient will develop a certain disease. If the disease has three possible stages (mild, moderate, severe), which type of logistic regression is most appropriate?
In a clinical study comparing two treatments for depression, researchers observe a statistically significant difference ($p < 0.05$) in symptom reduction between the groups. Which of the following conclusions is most appropriate?
In a clinical study comparing two treatments for depression, researchers observe a statistically significant difference ($p < 0.05$) in symptom reduction between the groups. Which of the following conclusions is most appropriate?
A physical therapist uses a goniometer to measure the range of motion of a patient's shoulder before and after an intervention. What type of statistic would be used to describe the average range of motion across patients?
A physical therapist uses a goniometer to measure the range of motion of a patient's shoulder before and after an intervention. What type of statistic would be used to describe the average range of motion across patients?
A study finds a statistically significant within-group change in a treatment group's scores over time. What potential confounding factors should researchers consider when interpreting these results?
A study finds a statistically significant within-group change in a treatment group's scores over time. What potential confounding factors should researchers consider when interpreting these results?
A researcher wants to assess the internal consistency of a new questionnaire designed to measure anxiety. Which statistical measure should they use?
A researcher wants to assess the internal consistency of a new questionnaire designed to measure anxiety. Which statistical measure should they use?
In a randomized controlled trial, a 'treatment effect' is observed. What does this effect primarily represent?
In a randomized controlled trial, a 'treatment effect' is observed. What does this effect primarily represent?
A physical therapist is using a goniometer to measure a patient's knee range of motion. To ensure the intra-rater reliability of their measurements, what should the therapist do?
A physical therapist is using a goniometer to measure a patient's knee range of motion. To ensure the intra-rater reliability of their measurements, what should the therapist do?
Researchers are developing a new questionnaire to assess social anxiety. To establish convergent validity, which of the following would be the MOST appropriate step?
Researchers are developing a new questionnaire to assess social anxiety. To establish convergent validity, which of the following would be the MOST appropriate step?
Which of the following statements best describes the relationship between statistical significance and clinical meaningfulness?
Which of the following statements best describes the relationship between statistical significance and clinical meaningfulness?
A new functional assessment tool is being developed for individuals with lower extremity injuries. To establish content validity, what is the MOST critical step in the validation process?
A new functional assessment tool is being developed for individuals with lower extremity injuries. To establish content validity, what is the MOST critical step in the validation process?
What considerations are most important when assessing the generalizability of research findings?
What considerations are most important when assessing the generalizability of research findings?
When evaluating a research article, you notice that the authors used a specific outcome measure. The authors state 'the tool has high validity'. What MUST be true about this outcome measure?
When evaluating a research article, you notice that the authors used a specific outcome measure. The authors state 'the tool has high validity'. What MUST be true about this outcome measure?
A therapist notices that an outcome measure they are using consistently produces similar scores when administered to the same patient, even when the patient's condition has changed. What is a potential problem?
A therapist notices that an outcome measure they are using consistently produces similar scores when administered to the same patient, even when the patient's condition has changed. What is a potential problem?
A clinician wants to implement an outcome measure in their clinic. What should be the first step?
A clinician wants to implement an outcome measure in their clinic. What should be the first step?
You are evaluating the internal consistency of a new questionnaire designed to measure depression. Which statistical measure would be MOST appropriate to assess internal consistency?
You are evaluating the internal consistency of a new questionnaire designed to measure depression. Which statistical measure would be MOST appropriate to assess internal consistency?
A researcher is examining the known-groups validity of a new measure designed to assess balance confidence in older adults. Which of the following study designs would BEST address this?
A researcher is examining the known-groups validity of a new measure designed to assess balance confidence in older adults. Which of the following study designs would BEST address this?
Flashcards
Binary Logistic Regression
Binary Logistic Regression
Predicts membership in one of two groups.
Multinomial Logistic Regression
Multinomial Logistic Regression
Predicts membership in multiple groups.
Change
Change
The difference in a score over time for a person or group.
Difference
Difference
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Clinical Meaningfulness
Clinical Meaningfulness
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Treatment Effect
Treatment Effect
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Generalizability
Generalizability
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Cronbach's Alpha
Cronbach's Alpha
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Selection Bias
Selection Bias
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Performance Bias
Performance Bias
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Detection Bias
Detection Bias
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Attrition Bias
Attrition Bias
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Reporting Bias
Reporting Bias
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Recall Bias
Recall Bias
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Reduce Selection Bias
Reduce Selection Bias
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Reduce Performance & Detection Bias
Reduce Performance & Detection Bias
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Foreground Questions
Foreground Questions
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Boolean Search
Boolean Search
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AND (Search Operator)
AND (Search Operator)
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OR (Search Operator)
OR (Search Operator)
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Keywords (Search)
Keywords (Search)
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MeSH (Medical Subject Headings)
MeSH (Medical Subject Headings)
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PICO
PICO
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Clinical Queries (PubMed)
Clinical Queries (PubMed)
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Ordinal Data
Ordinal Data
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Discrete Data
Discrete Data
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Continuous Data
Continuous Data
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Descriptive Statistics
Descriptive Statistics
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Mean
Mean
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Median
Median
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Normal Distribution
Normal Distribution
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Null Hypothesis
Null Hypothesis
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Sampling Bias
Sampling Bias
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Placebo Effect
Placebo Effect
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Randomization
Randomization
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Blinding
Blinding
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Intention-to-Treat
Intention-to-Treat
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Study Power
Study Power
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Nominal Data
Nominal Data
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Outcome Measure
Outcome Measure
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Reliability
Reliability
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Inter-rater reliability
Inter-rater reliability
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Intra-rater reliability
Intra-rater reliability
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Test-retest reliability
Test-retest reliability
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Internal consistency
Internal consistency
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Validity
Validity
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Content validity
Content validity
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Study Notes
- Evidence-Based Practice (EBP): Combines the best scientific research, clinical expertise, and patient's values to inform patient care and optimize benefits
- Goal of EBP: To ensure patient care is informed by the best available evidence
Key Vocabulary in EBP:
- Scientific Research: Empirical evidence from the systematic testing of a hypothesis, including both clinical research (human subjects) and nonclinical research (animals, cell specimens)
- Clinical Expertise: Knowledge from years of patient care and improvement efforts, shared through education, mentorship, and reflective practice
- Patient Values and Circumstances: Patient's beliefs, preferences, expectations, cultural identification, medical history, access to services, and environment
- Shared Informed Decision: A shared choice between therapist and patient, informed by the best evidence
The EBP Process:
- Identify a question
- Search for evidence
- Appraise the evidence
- Integrate the evidence
- Evaluate the outcomes
Barriers to EBP:
- Time constraints for reviewing research
- Lack of generalizability of research to individual patients
- Deficient research skills of clinicians
- Intimidating statistical concepts
- Difficulties in searching and appraising research
- Accessibility issues for research information
- Inconsistent EBP culture among therapists
- Importance of EBP: Enhances confidence and assists patients in choosing care options based on systematic assessment, shifting from habit-based practice and leading to patient demand for evidenced based carre
Applying EBP:
- Best evidence may not suit every patient due to circumstances and barriers
- Acknowledge the scientific rationale, advantages, and disadvantages when evidence lacks
- Clinicians should make decisions based on available data
- Clinical expertise requires quality evaluation, like research evidence
- Patient input is crucial in decision-making
Five Steps of the EBP Model:
- Step 1: Identify the need for information and create a searchable clinical question by gathering patient info
- Step 2: Search for available research evidence
- Step 3: Assess research validity and applicability to the clinical question
- Step 4: Integrate research evidence with clinical expertise and patient values
- Step 5: Assess effectiveness and find avenues of improvement at both patient and practice levels
Three Pillars of Evidence for Optimal Outcomes:
- Scientific Research
- Clinical Expertise, inclusive of own therapist values/preferences
- Patient Values and Circumstances
EBP Evidence Sources:
- Work together to determine the optimal treatment
- Evidence Pyramid Top Level: Systematic reviews (SRs) combining studies, the highest level of research evidence
- Below SRs: Individual studies like randomized controlled trials (RCTs), cohort studies
- Evidence Summaries: Clinical practice guidelines (CPGs) considered "secondary" studies and higher. Combine research, expertise, and patient input for recommendations
Key Concepts & Vocabulary:
- Searchable Clinical Question: A query that allows efficient access to the best research evidence
- Patient characteristics: Patient management: Outcome: The elements of a searchable clinical, clinical outcome
- Background Questions: Seek general condition
- Foreground Questions: Specific clinical questions related to a particular patient, that can be answered with the aid of clinical guides or prior research results
- Boolean Search: search refinements through AND, OR, NOT
- AND narrows, OR broadens
- Keywords: Searchable Terms
- MeSH (Medical Subject Headings): A controlled vocabulary indexing MEDLINE articles, improving information retrieval to find the best search term for the topic
- Search Engine: user database interface
- MEDLINE: Database of evidence
- Clinical Queries: PubMed tool uses pre-defined filters to target clinical articles
- My NCBI: tool that helps saves searches, create filter alerts, and enable personal filters
- Cited By: feature by google scholar that shows the publications which have cited a source
- PICO: used to form questions on specific interventions, Patient/Population, Intervention, Comparison, Outcome
Databases & Search Engines
- Google Scholar: Searches a range of resources providing helpful search tools and cited by features.
- PubMed: Comprehensive health care research, can be refined with techniques like MeSH
- TRIP Database: Finds research and bias
- PEDro (Physiotherapy Evidence Database): physical therapy topics
- APTA (American Physical Therapy Association): Guidelines and Summaries
- AHRQ (Agency for Healthcare Research and Quality): For clinical practice guidelines
- Cochrane Library: Collection of SRs (systematic reviews)
Types of Research
- Systematic Review: information from several studies.
- Randomized Controlled Trial (RCT): participants are randomly assigned.
- Clinical Practice Guidelines (CPGs): Recommendations based on evidence and expert opinion.
- Descriptive Research: Describes a situation in observational designs.
- Predictive Research: Predicts an outcome given measures.
- Causal Research: Determines changes in an intervention.
- Efficiency: strategies locating relevant material quickly.
- Full Text: entire research material
- Filters: narrowing factors such as time, languge, type, et
- Synonyms: Alternate search names
- Impairments: functional or structure problems
Steps for Searching
Identify Information Development, List keywords, Refine from Mesh
List keywords search "OR",Narrow search and filter results while saving links and strategies.
- Applicability: Evaluating can trials benefit patients addressing a clinical question.
- "Close Enough": Perfect matches unattainable, applicable enough.
- Quality: Reliability and validity inform treatment.
- Evidence-Based Practice (EBP): Applying findings
Study Design and Bias
- Randomization: Reduces initial trials
- Stratification: categorizing outcomes, trial runs.
- Blinding: Minimizes bias from all groups.
- Sham Group: Fake tests
- Placebo Effect: Enhances treatment.
- Intention-to-Treat Analysis (ITT): Analyzing dropout assigned values, bigo
- Participant Attrition: Track the process
- Preservation of Original Groups: Maintenance
- Control Group: Standard/Not treatment (to comparitively measure)
- Comparison Group: Alternative treatment to comparitively measure by
Study Factors
- Intervention: Should be measured reality trials.
- Outcome Measures: Patient outcome requirements.
- Surrogate Outcomes: Cholesterol tests,
- Clinically Meaningful Outcome Variables:: outcomes of relevance and importance
- Follow-up Duration: Short term impact
- Realistic Intervention: Treatment that works or is real.
Sampling-Consecutive/Selective, Sampling and power
- Sequential: test all the related clinics results.
- Selective: Recruiting participants with others not chosen randomly.
- Sample Size: Results from the same size
- Power: The potential and impact from study.
Measurement
- Construct: Measure of interest
- Measure: measure of outcome or construct
- Subjective vs. Objective Measures:.
- Patient-Reported Measures: the patients rating and impacts of a condition
- Observer-Rated Measures: the rates of observations.
Terms and definitions on measure of the Bias and Conflict of Interest.
Type Of Bias and how to remedy it
- Selection: Random assign, concealed assignment
- Performance: Treatments, intensity equal measure
- Detection: Blind the evaluators.
- Attrition: Intention to "treat" and include start/finish
- Reporting: Disclose incentives
More Remedy to Bias:
- consistent measures, sampling across the groups using sham and sufficient sample size that includes testing.
- Randomization is a key method, if sample size is large enough.
- Blinding reduces risk of effect.
- Intention-to-treat analysis maintains study groups integrity
- Studies quality of conflict high
- Nominal Data: Represents categories or groups. Examples: treatment groups, sex
- Ordinal Data: Represents categorical data with ranking, but no uniform intervals. Examples: Likert scales
- Discrete Data: Data that can only take on specific, separate values. Examples: number of times someone has had disease
- Continuous Data: Data that can take on any value within a range. Examples: ratio scales with meaningful zero, interval scales with arbitrary zero
Descriptive Statistics
- Summarize/describe main dataset features.
- Central tendency describe the average of a dataset, mean, median and mode being the different measures.
- Variability: spread of measure,
- Inferential Statistics*
Interpret probability differences between groups
- Null Hypothesis*: no differences
- P Value: alpha Level*
The likely and acceptable that these results are due to the original alpha set for values of change between group is significant
Measures between groups should be analyzed with reliability
- Paired Samples T Test/Variance* show a variance outcome.
- Measuring results can involve Cronbach's Alpha, 0.05 Threshold and other metrics for treatment and comparison groups.
- Recruiting can be challenging, which means should report how the sample recruited,
- study should also list inclusion/exclusion criteria.
- Nominal data: Data representing groups
- Continuous Data is also scalpe, which means there is a unit of measurement
- Ordinal Data Data with a specific order
- Descriptive : describe data
- Inferential : interpret result reliable people, measures can be different Alpha: signiance set at 0, this means it will reject the null hypothesis Measures can be between groups set tests etc.
What's A Outcome measure?
- A measure of patient progress through therapy
- Two main results of Question/Performance
- Can be an ICF of health and participation
- Intrinsic Quality can include : Reliability, Validity and clinical impact
Validity: all tests should be a similar quality
- Internal Consistency
- Multiple tests
- When one rater is doing something the results multiple times and comparing to a new measure
Key Concepts Related to Change
Clinicians should be aware and review all the components with good understanding.
Criterion, content and constructs should be taken into deep review.
- Asses the patients status
- What makes a measures different each other.
- Test/Retest, with time line set in place
- Validity, that has content
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