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Clinical Reasoning in Rehabilitative Intervention and Discharge

Original Editor - Ewa Jaraczewska based on the course by Tarina van der Stockt and Larisa Hoffman

Top Contributors - Ewa Jaraczewska and Jess Bell  

Introduction

Clinical reasoning is the thinking and decision-making process clinicians use to understand a patient's situation and determine the most appropriate course of action.[1][2] It does not stop once an intervention has been chosen. Throughout the intervention phase, clinicians continuously interpret what they observe, adjust their actions accordingly, and ultimately decide when and how to end their involvement. This page explores how rehabilitation professionals move between different reasoning strategies during the intervention and discharge phases of care.

Rehabilitative Interventions

Rehabilitation is defined as "a set of measures that assist individuals who experience, or are likely to experience, disability to achieve and maintain optimal functioning in interaction with their environments."[3] Rehabilitation is delivered as a set of interventions that aim to address all domains of the World Health Organization's (WHO) International Classification of Functioning, Disability and Health (ICF). The ICF domains are:[3]

  • Body functions and structures
  • Activities and participation
  • Personal and environmental factors

Intervention Selection

Scientific Reasoning in Intervention Selection

Scientific reasoning (also known as evidence-based practice) is the integration of research evidence, clinical expertise, and patient values.[4]

Scientific reasoning is an ongoing process that underpins intervention selection,[5] but applying scientific reasoning in clinical settings is rarely straightforward.[6] A useful starting point is the PICO framework, which helps structure clinical questions. PICO stands for population/patient/problem, intervention, comparison, and outcome. A well-formed PICO question asks:

  • Who is the patient, or what is the population/problem?
  • What intervention is being considered?
  • What is it being compared to?
  • What outcome matters?

Once the question is formed, the clinician searches for and appraises the evidence, prioritising high-quality sources, such as systematic reviews, clinical practice guidelines, and randomised controlled trials, and then evaluates how well that evidence applies to their specific patient.[7]

Adopt, Contextualise, or Adapt

Because evidence rarely describes the exact patient or setting, the clinician must make a reasoned judgement about how to apply the evidence when choosing an intervention: whether to adopt, contextualise, or adapt the intervention.[8][9]

Adoption means implementing an intervention exactly as described in the research. This is appropriate when the clinical context closely mirrors the research context, with similar patient characteristics, resources, equipment, and trained staff.[8][10]

Contextualisation is a system-level change made for structural reasons.[11] The original recommendation is preserved, but practice points are added to address local issues, such as workforce, training, equipment availability, scheduling, or access to services.[8][12] Because contextualisation often requires multiple people to be involved, it can be more difficult to implement.

Adaptation is a modification that involves a cultural shift — a change in how the intervention is delivered to suit the patient's cultural context, preferences, or individual circumstances.[13] The clinician might change the equipment or delivery method but maintain the dose, frequency, and active ingredient of the intervention.[14] Because adaptation can be implemented at the individual level, it is usually simpler than contextualisation.

Understanding why an intervention works (i.e., its mechanism of action) is what allows clinicians to make principled decisions about which of these three paths is appropriate. Without that understanding, modifications become guesswork.[9]

Intuitive Reasoning in Intervention Selection

Intuitive reasoning is the rapid, often unconscious processing of clinical information based on pattern recognition, accumulated experience and implicit knowledge. It is sometimes described as a clinical "gut feeling" or professional instinct.[9]

Intuitive reasoning develops with experience. Novice clinicians tend to rely on explicit rules and guidelines, while expert clinicians can rapidly recognise patterns and respond to subtle cues, often without being able to articulate exactly what triggered their response.[9][15]

Intuitive reasoning is most valuable in three situations:[9]

  • When immediate action is needed, such as sensing that a patient is about to lose their balance before they begin to fall
  • When something feels wrong but cannot yet be named, such as a change in skin colour, breathing pattern, or facial expression that signals physiological instability
  • When the situation is too complex for rule-based reasoning and requires the integration of many subtle cues

Intuitive reasoning should complement, not replace, scientific reasoning. When a clinician has an intuitive feeling about a patient or intervention, the appropriate response is to acknowledge it, take it seriously, attempt to articulate what triggered it, verify it with objective measurement where possible, and remain open to revising the original interpretation if the evidence contradicts it.[15]

Pragmatic Reasoning in Intervention Selection

Pragmatic reasoning considers the practical realities of clinical practice that shape what care can actually be delivered.[9]

Pragmatic reasoning considers:[9][16]

  • available resources and staffing
  • time constraints
  • reimbursement structures
  • patient capacity
  • clinician competence
  • organisational priorities and policies

Using pragmatic reasoning does not mean compromising care. The challenge is to work creatively within real-world constraints and to advocate for the resources patients need, so that care remains sustainable and equitable. When pragmatic reasoning is balanced with ethical and scientific reasoning, it becomes a legitimate and necessary part of clinical decision-making.[9][17]

Conditional Reasoning in Intervention Selection

Once treatment is underway, the clinician must monitor, reassess, and modify as appropriate. This is where conditional reasoning becomes central.[18] Conditional reasoning uses if-then logic to generate and test hypotheses about why a patient is or is not progressing as expected.[19]

During the intervention phase, this means asking:[9]

  • If I continue the current plan, what outcome can I predict?
  • If progress is slower than expected, what might explain that?
  • If I modify the intervention in this way, how might outcomes change?

This kind of reasoning prevents the clinician from prematurely concluding that an intervention is not working when the real issue may be dosage, implementation, or an unaddressed contributing factor, such as fatigue, pain, or motivation.

Hospital and Rehabilitation Discharge

The discharge sweet spot.

Discharge marks the conclusion of an individual's care episode and the transition to the most suitable environment for their ongoing health and care needs.[20][21] Some discharges are straightforward, such as returning home with minimal or no additional support. Others are more complex, involving a move to community-based care for ongoing recovery, support, or assessment of longer-term care needs. Discharge decisions are among the most complex in rehabilitation. They require the integration of different reasoning strategies, including scientific, conditional, collaborative, and ethical reasoning, and timing is critical. If a patient is discharged too early, they may be at risk of deterioration, readmission, or harm. Late discharges may lead to inefficient use of resources, increased costs, and delayed access to services for other patients.[22]

Scientific and Conditional Reasoning in Discharge Planning

Scientific reasoning helps establish discharge criteria based on evidence. However, these criteria must be individualised. Before making a discharge recommendation, a clinician should use conditional reasoning to model possible outcomes.[23] For example, what happens if this patient goes home with twice-weekly outpatient therapy? What if they transition to a skilled nursing facility for two more weeks? What if they return home with intensive home health support initially?[9]

Considering multiple scenarios, rather than a single standard plan, helps clinicians make better decisions for each patient. Every case will play out differently depending on how quickly a patient recovers, how motivated they are, what caregiver support is available, and what resources are needed.

Collaborative reasoning

Collaborative Reasoning in Discharge Planning

Clinical recommendations and discharge decisions should consider the patient's priorities, values, and real-world circumstances.[24] Collaborative reasoning means engaging the patient and family as partners in the discharge decision. The clinician shares the clinical assessment and recommendations, listens to the patient's and family's concerns, preferences, and constraints, and adjusts the plan accordingly.[9]

The ethical dilemma

Ethical Reasoning in Discharge Planning

Ethical reasoning becomes necessary when conflicts arise between clinical recommendations, patient preferences, resource limitations, and organisational pressures.

The key ethical principles in rehabilitation are beneficence (acting in the person's best interests), non-maleficence (avoiding harm), autonomy (respecting self-determination), and justice (fair allocation of resources). These principles will sometimes pull in different directions.[25]

Consider a patient who still has significant balance deficits and is at risk of falling. At the same time, their insurance authorisation has expired, their bed is needed for a waiting patient, and they want to go home. Beneficence and non-maleficence support continuing therapy to reduce fall risk; autonomy supports the patient's wish to go home; justice raises the question of whether continuing care is fair to others on the waiting list.[9]

The clinician's task is to identify what is at stake, weigh the competing principles, and pursue creative solutions rather than accepting the constraints as fixed. Ethical reasoning may extend into advocacy — working to expand resources or challenge limitations rather than simply rationing what is available.[9]

The discharge decision matrix

Transitioning Settings Versus Discharging from Rehabilitation

There is an important distinction between discharging a patient to a new care setting and discharging them entirely from rehabilitation. The first is a transition; the second is a conclusion. Both require careful reasoning, but they are not the same decision.[26]

Transitioning settings prioritises continuity and safety. Safe transitions require:[26]

  • clear communication with the clinicians or services receiving the patient
  • patient and caregiver education using teach-back methods to confirm understanding
  • arrangements for equipment and home modification
  • scheduled follow-ups

Ending rehabilitation is appropriate when a patient has achieved their goals, reached a meaningful plateau, or is no longer benefiting from continued therapy.[27] However, even after discharge, support can continue through maintenance programmes and community fitness services. The patient should also be given clear criteria for when to return to therapy if needed.

The clinical reasoning framework

Summary

Table 1 summarises the reasoning strategies discussed in this page and their roles in intervention and discharge. Effective clinical reasoning integrates these strategies throughout each patient's care, with clinicians shifting between them as the situation requires.[9]

Table 1. Summary of different reasoning strategies and their role in intervention and discharge
Reasoning Strategy Primary Role in Intervention and Discharge
Scientific Evidence-based selection; adopt, adapt, or contextualise
Intuitive Pattern recognition; early detection of change
Pragmatic Real-world feasibility; sustainable care delivery
Conditional If-then hypothesis testing; treatment modification
Collaborative Patient and family partnership in discharge planning
Ethical Navigating conflict between principles and constraints

Resources

References

  1. ↑ Higgs J & Jensen GM. Clinical Reasoning: Challenges of interpretation and practice in the 21st century. In: Higgs J, Jensen GM, Loftus S, Christensen N. Clinical reasoning in the health professions. Edinburgh: Elsevier. 2019.
  2. ↑ Young ME, Thomas A, Lubarsky S, Gordon D, Gruppen LD, Rencic J, Ballard T, Holmboe E, Da Silva A, Ratcliffe T, Schuwirth L. Mapping clinical reasoning literature across the health professions: a scoping review. BMC Medical Education. 2020 Dec;20:1-1.
  3. ↑ 3.0 3.1 Rehabilitation. World Health Organisation. Available from https://www.who.int/news-room/fact-sheets/detail/rehabilitation [last accessed 28.4.2026]
  4. ↑ Kopansky-Giles D, Murray J, Parish JM, Overton R, Chopra A, Harris GH, Shnier A. Conceptualizing clinical expertise in evidence-based practice: a narrative literature review with implications for clinical decision-making. J Can Chiropr Assoc. 2025 Nov;69(3):255-272.
  5. ↑ Bissett K, Ascenzi J, Whalen M. Johns Hopkins Evidence-Based Practice for Nurses and Healthcare Professionals: Model & Guidelines. Sigma Theta Tau; 2025 Apr 16.
  6. ↑ Novak I, Te Velde A, Hines A, Stanton E, Mc Namara M, Paton MCB, Finch-Edmondson M, Morgan C. Rehabilitation Evidence-Based Decision-Making: The READ Model. Front Rehabil Sci. 2021 Oct 5;2:726410.
  7. ↑ Kloda LA, Bartlett JC. A characterization of clinical questions asked by rehabilitation therapists. J Med Libr Assoc. 2014 Apr;102(2):69-77.
  8. ↑ 8.0 8.1 8.2 Dizon JM, Machingaidze S, Grimmer K. To adopt, to adapt, or to contextualise? The big question in clinical practice guideline development. BMC Res Notes. 2016 Sep 13;9(1):442.
  9. ↑ 9.00 9.01 9.02 9.03 9.04 9.05 9.06 9.07 9.08 9.09 9.10 9.11 9.12 9.13 van der Stockt T. Clinical Reasoning in Rehabilitative Intervention and Discharge Course. Physiopedia Plus, 2026.
  10. ↑ Barry S, Davies C. Creating system-wide change in medicine: The role of implementation science in achieving scale and adoption. Future Healthcare Journal. 2025 Jul 23:100452.
  11. ↑ Chambers DA, Norton WE. The Adaptome: Advancing the Science of Intervention Adaptation. Am J Prev Med. 2016 Oct;51(4 Suppl 2):S124-31.
  12. ↑ Forslund L, Arntzen C, Nikolaisen M, Gramstad A, Eliassen M. Contextualised physiotherapy: connecting professional practice to the achievement of the person-centred goals of rehabilitation. European Journal of Physiotherapy. 2026 Jan 2;28(1):5-18.
  13. ↑ Bernal G, Jiménez-Chafey MI, Domenech Rodríguez MM. Cultural adaptation of treatments: A resource for considering culture in evidence-based practice. Professional Psychology: Research and Practice. 2009 Aug;40(4):361.
  14. ↑ Brahim LO, Lambert SD, Feeley N, McCusker J, Bilsker D, Yaffe MJ, Antonacci R, Robins S, Kayser JW, Genest C, Paraskevopoulos H, Blair J, Laizner A. The Consolidated Approach to Intervention Adaptation (CLARION): Developing and undertaking an empirically and theoretically driven intervention adaptation. Implement Sci Commun. 2025 May 15;6(1):59.
  15. ↑ 15.0 15.1 Vermeulen P, Lavoie P, Moreau E, Rochette A. Intuition in occupational therapists’ clinical reasoning: A scoping review. Otjr. 2024 Dec 24;45(4):640.
  16. ↑ Berndt A, Hutchinson C, Tepper D, George S. Professional reasoning of occupational therapy driver rehabilitation interventions. Australian occupational therapy journal. 2022 Aug;69(4):436-46.
  17. ↑ Unsworth CA. Clinical reasoning: how do pragmatic reasoning, worldview and client-centredness fit?. British Journal of Occupational Therapy. 2004 Jan;67(1):10-9.
  18. ↑ Parekh JR, Kweon W, Chan J, Islamaj R, Leaman R, Jiang P, Wei CH, Wang Z, Lu Z, Han J. Condition-Gated Reasoning for Context-Dependent Biomedical Question Answering. arXiv preprint arXiv:2602.17911. 2026 Feb 20.
  19. ↑ Fu W, Baldwin TF, Brechter JH, Erickson MR, Kobal K, LaFay V, Miller TM, Morales J. Effects of educational interventions designed to develop physical therapist learners’ clinical reasoning: A systematic review. Physical therapy. 2025 Mar;105(3):pzae182.
  20. ↑ Gonçalves-Bradley DC, Lannin NA, Clemson L, Cameron ID, Shepperd S. Discharge planning from hospital. Cochrane Database Syst Rev. 2022 Feb 24;2(2):CD000313.
  21. ↑ Gledhill K, Bucknall TK, Lannin NA, Hanna L. Defining ready for discharge from sub-acute care: a qualitative exploration from multiple stakeholder perspectives. BMC Health Serv Res. 2023 May 2;23(1):425.
  22. ↑ Sun M, Xie J. Discharge with multiple readmissions and constraints. IISE Transactions on Healthcare Systems Engineering. 2025 Oct 2;15(4):374-409.
  23. ↑ Lam Wai Shun P, Swaine B, Bottari C. Clinical reasoning underlying acute care occupational therapists' assessment of rehabilitation potential after stroke or brain injury: A constructivist grounded theory study. Australian occupational therapy journal. 2022 Apr;69(2):177-89.
  24. ↑ Tringale M, Stephen G, Boylan AM, Heneghan C. Integrating patient values and preferences in healthcare: a systematic review of qualitative evidence. BMJ Open. 2022 Nov 18;12(11):e067268.
  25. ↑ Bao GC, Katz S, Mukherjee D, Gabbay E. A Clinician’s Guide to Ethical Challenges in Discharge Planning: Proportionality, Risk, and Justice. The American Journal of Medicine. 2025 Jun 24.
  26. ↑ 26.0 26.1 Martinsen MI, de Lima ME, Rudolph AM. Discharge and Post-hospital Care. In Fragility Fracture and Orthogeriatric Nursing: Holistic Care and Management of the Fragility Fracture and Orthogeriatric Patient 2023 Nov 9 (pp. 253-269). Cham: Springer International Publishing.
  27. ↑ Wade DT. Rehabilitation potential: a critical review of its meaning and validity. Clinical rehabilitation. 2023 Jul;37(7):869-75.
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