Clinical Reasoning for Classification and Diagnosis

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Introduction[edit | edit source]

Clinical reasoning involves thinking and decision making in professional practice.[1] This is an important skill for rehabilitation professionals to problem solve and establish a rapport with their patients. It is important to reduce errors and to ensure patient safety. It is described as "a complex, interactive phenomenon, contextualised to the unique situation and workplace of the practitioner, the patient, and the practice model."[1] Two examples of clinical reasoning strategies used in the examination and evaluation of a patient are hypothetico-deductive reasoning and narrative reasoning.

Examination and Evaluation[edit | edit source]

Comparison of examination and evaluation

Table 1. Comparison of Examination and Evaluation
Definition Why is clinical reasoning needed?
Examination The process of collecting or obtaining data and information about a patient’s condition through various methods such as observation, measurements and specific tests to collect information about the patient’s impairments, activity limitations and participation restrictions. Clinical reasoning is necessary to select useful questions and measures based on the patient’s problems.
Evaluation The process of interpreting and integrating the data collected during the examination to make sense of all the information as a whole. It helps the rehabilitation professional draw conclusions about the patient’s condition, identify goals and develop the treatment plan. Evaluation involves making judgements about the significance of the data, identifying patterns and relationships and determining the implications for rehabilitation. Clinical reasoning is necessary to identify relationships between the patient’s primary problems, impairments, activity limitation and participation.
Examination is about collecting data, while evaluation is about making sense of the data and using it to make informed decisions.

At the end of the evaluation process, the aim in establishing a diagnosis helps guide the development of an appropriate and comprehensive treatment plan.

Clinical Reasoning Strategies for Examination and Evaluation[edit | edit source]

Two clinical reasoning strategies used in classification and diagnosis are:

  1. Hypothetical deductive reasoning[1] [2]
    • Patient cues serve as key elements in creating multiple hypothesis
    • Hypothesis are continuously updated and refined as new information is included[3][4]
    • " a cognitive, investigative reasoning process"[1]
  2. Narrative reasoning[1] [5][6][7][8]
    • Utilises stories to depict clinical encounters, incorporating conditions,  consequences, motivation and interaction[6] 
    • Helps clinicians gain insight into the patient experience and foster empathy skills[9]
    • "a collaborative process between the therapist and the patient"[1]
    • In an educational context, narrative reasoning involves sharing a story, individual reflection and the collaborative exchange of perspectives[8]

In clinical practice, rehabilitation providers use both to organise an examination and evaluate data.

Hypothetico-deductive Reasoning in Rehabilitation[edit | edit source]

  • In medicine, diagnostic characteristics are more apparent – the medical diagnosis is the final step of the hypothetico- deductive model.
    • For example:
      • A patient presenting to the emergency room after waking up with their left arm and leg feeling weak and heavy and they experience a loss of balance. Facial drooping is noticed and the patient is unable to speak. The emergency care provider recognises the stroke-like symptoms (as noted by the American Stroke Association’s warning signs – F.A.S.T. [F = face drooping; A = arm weakness; S = speech difficulty; T = time to call emergency service]) and identifies measures to rule in the hypothesis of a stroke and requests a CT (computed tomography) scan to distinguish between ischemic and haemorrhagic strokes. The medical intervention will be different based on the outcome of the scan.
  • In rehabilitation, the final step of diagnosis or categorisation is not always that obvious. There may be diverse categories such as functional deficits, dysphagia or aphasia, and movement deviations.
    • Consider the following example:
      • An interprofessional rehabilitation team discussing a patient with left hemiplegia after stroke. The occupational therapist mentions that the patient is unable to perform activities of daily living involving self-care. She has difficulty dressing and grooming. The speech and language therapist says that the patient experiences difficulty with swallowing and talking. The physiotherapist and orthotist are concerned about the patient having a foot drop on the left side affecting her gait and increasing her risk of falling.
      • The International Classification of Functioning, Disability and Health (ICF) framework can be used to help identify participation restrictions and activity limitations. It is a framework to describe the functioning and disability of an individual in relation to a health condition.[10] In the example above an example of hypothetico-deductive reasoning being used by the occupational therapist may look like this (Table 2):
Table 2. Example of hypothetico-deductive reasoning to identify participation limitations
Rehabilitation professional Hypothesis ICF Framework How to test hypothesis
Occupational therapist patient has difficulty performing ADLs Participation restriction - patient is unable to care for herself as expected Stroke impact scale can be used to confirm hypothesis


Example of Using the ICF model and Hypothetico-deductive Reasoning[edit | edit source]

Below is another case example to consider.

Case example

A 12-year old female patient with spastic cerebral palsy has difficulty with mobility, fine motor skills and self-care tasks. She also has difficulties with speech and communication. A multidisciplinary rehabilitation team, consisting of a physiotherapist, occupational therapist, prosthetist and speech and language therapist is working collaboratively to address her needs.

Classification of problems according to the ICF Framework

Table 3 provides a a summary of possible problems that the patient may have.

Table 3. Using the ICF Framework to identify patient problems
Body structures and functions Increased muscle tone in lower limbs

Limited range of motion in hip and knee joints

Reduced lower limb strength and coordination

Limited articulation of words

Difficulty in forming coherent sentences

Reduced ability to be understood by unfamiliar listeners

Activities Difficulty walking independently

Challenges with fine motor skills (such as writing, buttoning clothes)

Impaired speech affects communication

Participation Difficulty with activities of daily living (ADLs) such as dressing and eating

Limited participation in physical activities at school

Social interactions affected by speech difficulties

Environmental factors The patient has a supportive family environment and an accessible home with the necessary modifications. Her school provides an inclusive setting with support services.
Personal factors The patient is highly motivated and cooperative. She enjoys drawing and participating in creative activities.

If you want you can read more about the ICF:

Hypothetico-deductive reasoning process

Table 4 provides possible hypotheses of the different rehabilitation professionals.

Table 4. Possible working hypotheses of different rehabilitation professionals in the given case example
Rehabilitation Professional Examination Hypothesis Goals and Treatment Plan
Physiotherapist During the examination the physiotherapist observes that the patient is walking with a pronounced limp and requires the use of a walker. Spasticity and limited range of motion in the lower limbs are observed. Spasticity and muscle weakness in the lower limbs can impair the patient’s ability to walk independently. The limited range of motion in joints can affect the patient’s mobility.  Possible outcome measures that the physiotherapist can use as part of the evaluation to test their hypothesis are the Gross Motor Function Measure (GMFM) to assess the patient’s gross motor function and changes in function over time. The Functional Mobility Scale (FMS) may be used to measure her mobility in different environments. If the patient scores low on the GMFM on the FMS this may indicate limitations in gross motor functions and mobility. These findings will help with goal setting and the treatment plan. Goals may include improving lower limb strength, reducing spasticity and improving walking ability. Interventions may include strengthening exercises, stretching routines and gait training.
Occupational therapist During the examination the occupational therapist notes that the patient has difficulties with buttoning her shirt, writing and using utensils when eating. Spasticity in the upper limbs may affect the patient’s fine motor skills. A lack of adaptive tools may hinder her ability to perform daily tasks independently. Possible tests may include the Pediatric Evaluation of Disability Inventory (PEDI) to evaluate the patient’s capabilities and performance in daily tasks. Goals may include improving Activities of Daily Living performance of the patient with fine motor skill exercises (e.g. play-based therapy, hand exercises) and recommendation of adaptive tools to help with daily activities (e.g., writing aids, modified utensils)
Prosthetist During the examination, the patient’s gait is observed and with the assessment of her current orthoses, it is clear that the current orthotic devices are worn out and causing discomfort. The current orthotic devices may not provide adequate support and may need adjustment. Custom orthoses could improve the patient’s stability and walking ability. Goals may include better orthotic support for lower limbs and collaboration with the physiotherapist to integrate orthoses into gait training.
Speech and language therapist The speech therapist observes the patient’s speech during their interactions. Muscle tone issues may contribute to articulation difficulties. The patient’s limited vocabulary and comprehension are affecting communication. The Goldman-Fristoe Test of Articulation 3(GFTA-3) and the Peabody Picture Vocabulary Test 4th edition (PPVT-4) can be used to evaluate the patient’s speech and language. Goals may include enhanced speech clarity, improve sentence formation and increase overall communication effectiveness by interventions such as articulation therapy, language development activities and the use of augmentative and alternative communication devices.

HOAC-II and hypothetico-deductive reasoning[edit | edit source]

Hypothesis-Oriented Algorithm for Clinicians II (HOAC II)[edit | edit source]

Sub Heading 3[edit | edit source]

Resources[edit | edit source]

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References[edit | edit source]

  1. 1.0 1.1 1.2 1.3 1.4 1.5 Abrandt Dahlgren M, Valeskog K, Johansson K, Edelbring S. Understanding clinical reasoning: A phenomenographic study with entry-level physiotherapy students. Physiotherapy Theory and Practice. 2022 Nov 18;38(13):2817-26.
  2. Yazdani S, Hosseinzadeh M, Hosseini F. Models of clinical reasoning with a focus on general practice: a critical review. Journal of advances in medical education & professionalism. 2017 Oct;5(4):177.
  3. Schaaf RC. Creating evidence for practice using data-driven decision-making. The American Journal of Occupational Therapy. 2015 Mar 1;69(2):6902360010p1-6.
  4. Rothstein JM, Echternach JL, Riddle DL. The Hypothesis-Oriented Algorithm for Clinicians II (HOAC II): a guide for patient management. Physical Therapy. 2003 May 1;83(5):455-70.
  5. Haines D, Wright J. Thinking in stories: Narrative reasoning of an occupational therapist supporting people with profound intellectual disabilities’ engagement in occupation. Occupational Therapy In Health Care. 2023 Jan 3;37(1):177-96.
  6. 6.0 6.1 Mattingly C. The narrative nature of clinical reasoning. The American Journal of Occupational Therapy. 1991 Nov 1;45(11):998-1005.
  7. Mattingly C. In search of the good: Narrative reasoning in clinical practice. Medical anthropology quarterly. 1998 Sep;12(3):273-97.
  8. 8.0 8.1 Milota MM, van Thiel GJ, van Delden JJ. Narrative medicine as a medical education tool: a systematic review. Medical teacher. 2019 Jul 3;41(7):802-10.
  9. Cruz EB, Caeiro C, Pereira C. A narrative reasoning course to promote patient-centred practice in a physiotherapy undergraduate programme: a qualitative study of final year students. Physiotherapy Theory and Practice. 2014 May 1;30(4):254-60.
  10. Madden RH, Bundy A. The ICF has made a difference to functioning and disability measurement and statistics. Disabil Rehabil. 2019 Jun;41(12):1450-1462.