Physiotherapy and Rehabilitation (English) | |||||
Bachelor | TR-NQF-HE: Level 6 | QF-EHEA: First Cycle | EQF-LLL: Level 6 |
Course Code: | PRE036 | ||||
Course Name: | Artifical Intelligence in Health and Machine Learning | ||||
Semester: | Fall | ||||
Course Credits: |
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Language of instruction: | English | ||||
Course Condition: | |||||
Does the Course Require Work Experience?: | No | ||||
Type of course: | Departmental Elective | ||||
Course Level: |
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Mode of Delivery: | Face to face | ||||
Course Coordinator: | Öğr. Gör. KÜBRA KARDEŞ | ||||
Course Lecturer(s): | Prof. Dr. Yasemin Buran | ||||
Course Assistants: |
Course Objectives: | This course will help individuals who are interested in the field of Health Informatics; It is aimed to contribute to the acquisition of theoretical and applied knowledge and skills in Artificial Intelligence, Artificial learning algorithms, Artificial Intelligence Applications in Health Sciences, R programming language, Biological Databases and Access to Data, Basic preprocessing methods in Health, Data Classification and Clustering. |
Course Content: | The students are to learn the Artificial Intelligence, Artificial learning algorithms, Artificial Intelligence Applications in Health Sciences, R programming language, Biological Databases and Data Access, Basic preprocessing methods in health, Classification and Clustering in Data |
The students who have succeeded in this course;
1) Knows Artificial Intelligence, Artificial learning algorithms, 2) Artificial Intelligence Applications in Health Sciences, R programming language subjects 3) Can practice on the Biological Databases and Data Access, Basic preprocessing methods in health, Classification and Clustering in Data subjects |
Week | Subject | Related Preparation |
1) | Introduction and General Information | none |
2) | Intelligence, Artificial Intelligence, definition, history | none |
2) | Intelligence, Artificial Intelligence, definition, history | none |
3) | Data and data mining | none |
4) | Machine learning algorithms | none |
5) | Artificial Intelligence Applications in Health Sciences | none |
6) | Introduction to R programming | none |
7) | Midterm exam and project topic selection | none |
8) | Biological databases and data access | |
9) | Basic preprocessing methods in health | |
10) | Preprocessing methods in health - Feature Selection | |
11) | Classificcation with Data | |
12) | Clustering with Data | |
13) | Project presentations | |
14) | Project presentations | |
15) | Final Exam | |
16) | Final Exam |
Course Notes / Textbooks: | Ders sunumları |
References: | Literatür tarama, pubmed |
Course Learning Outcomes | 1 |
2 |
3 |
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Program Outcomes | |||||||||||||||
1) Physiotherapy defines the basic medical sciences concepts and principles related to physiotherapy and rehabilitation evaluation processes, basic elements and methodological application principles. | 1 | 1 | 1 | ||||||||||||
2) He/She lists clinical evaluation tools and methods by analyzing the collected information about evaluation in physiotherapy according to reasoning and problem solving processes. | 1 | 1 | 1 | ||||||||||||
3) Explain the indications, contraindications, side effects and intervention strategies of the physiotherapy approaches and the mechanisms used to cope with functional disability and possible intervention methods. Sorts the near and far term targets according to functional levels. | 1 | 1 | 1 | ||||||||||||
4) It is based on the physiotherapy information related to the general health of the service area. It defines the health and lifestyle profile, deficiencies, body structure and function, activity-participation level of the person and determines the evaluation and treatment priorities in this direction. | 1 | 1 | 1 | ||||||||||||
5) With the data obtained from physiotherapy assessments, it creates and implements an individual-oriented physiotherapy intervention plan in accordance with the diagnosis of physiotherapy by using information literacy, evidence-based clinical decision-making processes. | 1 | 1 | 1 | ||||||||||||
6) It applies to the service area the exercise program planned as well as consultancy in the protection and development of health outside the disease states. | 1 | 1 | 2 | ||||||||||||
7) Develops a scientific research proposal about physiotherapy and rehabilitation. | 2 | 2 | 1 | ||||||||||||
8) He leads the clinical practice in accordance with the quality standards in the process of establishment and management of the institutions / organizations / centers providing physiotherapy and rehabilitation services. | 1 | 1 | 1 | ||||||||||||
9) As a physical therapist, he works with his colleagues and professionals from different disciplines. | 1 | 1 | 1 | ||||||||||||
10) Evaluates information sources with a critical approach by adapting to new conditions, learning new ideas, developing new ideas, and giving importance to quality. | 1 | 1 | 1 | ||||||||||||
11) By using professional information sources and physiotherapy techniques effectively, it reaches information, adopts positive attitude and behavior model and determines learning objectives. | 1 | 1 | 1 | ||||||||||||
12) Uses effective communication skills by respecting the confidentiality of service areas from a biopsychosocial point of view during physiotherapy evaluation and interventions. | 1 | 2 | 1 | ||||||||||||
13) It adopts the ethical, deontological and legal framework for the collection, recording and reporting of necessary data during the physiotherapy evaluation and interventions. | 1 | 1 | 1 | ||||||||||||
14) Observes the rights and responsibilities of the physicians in physiotherapy and rehabilitation practices and acts in accordance with the legislation and professional ethics rules in cooperation with the related disciplines. | 1 | 1 | 1 | ||||||||||||
15) Physiotherapist takes responsibility with the understanding of interdisciplinary cooperation while preserving its identity, consciousness and professional autonomy. | 1 | 1 | 1 |
No Effect | 1 Lowest | 2 Average | 3 Highest |
Program Outcomes | Level of Contribution | |
1) | Physiotherapy defines the basic medical sciences concepts and principles related to physiotherapy and rehabilitation evaluation processes, basic elements and methodological application principles. | 1 |
2) | He/She lists clinical evaluation tools and methods by analyzing the collected information about evaluation in physiotherapy according to reasoning and problem solving processes. | 2 |
3) | Explain the indications, contraindications, side effects and intervention strategies of the physiotherapy approaches and the mechanisms used to cope with functional disability and possible intervention methods. Sorts the near and far term targets according to functional levels. | 1 |
4) | It is based on the physiotherapy information related to the general health of the service area. It defines the health and lifestyle profile, deficiencies, body structure and function, activity-participation level of the person and determines the evaluation and treatment priorities in this direction. | 1 |
5) | With the data obtained from physiotherapy assessments, it creates and implements an individual-oriented physiotherapy intervention plan in accordance with the diagnosis of physiotherapy by using information literacy, evidence-based clinical decision-making processes. | |
6) | It applies to the service area the exercise program planned as well as consultancy in the protection and development of health outside the disease states. | |
7) | Develops a scientific research proposal about physiotherapy and rehabilitation. | 1 |
8) | He leads the clinical practice in accordance with the quality standards in the process of establishment and management of the institutions / organizations / centers providing physiotherapy and rehabilitation services. | 1 |
9) | As a physical therapist, he works with his colleagues and professionals from different disciplines. | 1 |
10) | Evaluates information sources with a critical approach by adapting to new conditions, learning new ideas, developing new ideas, and giving importance to quality. | 1 |
11) | By using professional information sources and physiotherapy techniques effectively, it reaches information, adopts positive attitude and behavior model and determines learning objectives. | 1 |
12) | Uses effective communication skills by respecting the confidentiality of service areas from a biopsychosocial point of view during physiotherapy evaluation and interventions. | 1 |
13) | It adopts the ethical, deontological and legal framework for the collection, recording and reporting of necessary data during the physiotherapy evaluation and interventions. | 1 |
14) | Observes the rights and responsibilities of the physicians in physiotherapy and rehabilitation practices and acts in accordance with the legislation and professional ethics rules in cooperation with the related disciplines. | 2 |
15) | Physiotherapist takes responsibility with the understanding of interdisciplinary cooperation while preserving its identity, consciousness and professional autonomy. | 1 |
Semester Requirements | Number of Activities | Level of Contribution |
Midterms | 1 | % 40 |
Final | 1 | % 60 |
total | % 100 | |
PERCENTAGE OF SEMESTER WORK | % 40 | |
PERCENTAGE OF FINAL WORK | % 60 | |
total | % 100 |
Activities | Number of Activities | Workload |
Course Hours | 16 | 61 |
Study Hours Out of Class | 13 | 51 |
Midterms | 2 | 2 |
Final | 2 | 2 |
Total Workload | 116 |