Patient Access, Admission, Flow and Discharge ManagementIntroduction and ContextPatient access and flow describe how people enter, move through and leave a hospital. The process begins before arrival with appointment scheduling, referral and information provision. It continues through registration, clinical assessment, triage, admission, bed allocation, treatment, transfer and discharge or referral. Although these activities are often managed by different departments, patients experience them as one service system. Poorly coordinated access and flow create long queues, overcrowded emergency departments, delayed admissions, cancelled procedures, ambulance diversion, boarding, avoidable length of stay and dissatisfaction. They may also increase clinical risk because patients are treated in unsuitable locations or experience delays in assessment and treatment. Effective hospital operations therefore require both clinical judgement and operational discipline. Patient flow is not simply a matter of finding beds. It is a demand-and-capacity problem involving workforce, diagnostics, theatres, pharmacy, transport, environmental services, information systems, community care and patient readiness for discharge. The operations manager’s role is to coordinate these interdependent resources while protecting safety, dignity, equity and confidentiality. Learning ObjectivesBy the end of this chapter, the learner should be able to: - Explain the relationship between access, admission, patient flow and discharge.
- Design effective registration, appointment and triage processes.
- Apply principles of bed management, admission control and internal transfer.
- Identify and reduce waiting, boarding, cancellation and avoidable length of stay.
- Plan safe discharge, referral and continuity-of-care arrangements.
- Use operational indicators to analyse performance and support improvement.
- Evaluate ethical, legal, technological and managerial issues in patient-flow systems.
1. The Patient-Flow SystemA hospital can be viewed as an open service system. Patients arrive through scheduled appointments, emergency services, referrals, transfers or self-presentation. They consume different resources and leave through discharge home, transfer to another facility, referral to community services, long-term care or death. A simplified flow sequence is: Demand → Access → Registration → Assessment → Treatment decision → Admission or outpatient care → Internal movement → Discharge or referral → Follow-up The sequence is not always linear. Patients may return to assessment, move between departments, require escalation to intensive care or have a discharge plan changed. Consequently, patient flow requires coordination rather than a rigid production-line mentality. 1.1 Access and demandAccess means the ability to obtain appropriate care at the right time, in the right place and without unreasonable administrative, financial, geographical or communication barriers. Demand may be predictable, such as booked clinics and elective surgery, or variable, such as emergency attendance and seasonal illness. Managers should distinguish: - Demand: the number and type of services requested.
- Capacity: the available staff, rooms, beds, equipment and support services.
- Throughput: the number of patients successfully processed over a period.
- Utilisation: the proportion of available capacity being used.
- Flow: the movement of patients through connected stages of care.
- Access time: the interval between requesting care and receiving the relevant service.
High utilisation does not necessarily mean good performance. When every bed, room or staff member is continuously occupied, there is little flexibility for variation. Small delays can then produce queues and gridlock. In service operations, a moderate amount of spare capacity may be necessary to absorb fluctuations safely. 1.2 Patient-centred flowA patient-centred system considers clinical need, preferences, vulnerability, language, disability, cultural requirements and the patient’s ability to navigate the organisation. Efficiency must not be achieved by transferring work or confusion to patients and families. For example, a rapid discharge without medicines, transport or clear instructions is not effective flow; it merely shifts risk to the community. 2. Registration, Scheduling and Appointment ManagementRegistration establishes the patient’s identity and creates or verifies the administrative record. Core activities include identity verification, demographic information, contact details, insurance or payment status where relevant, consent documentation, emergency contact information and communication preferences. 2.1 Registration principlesRegistration should be: - accurate, because duplicate or incorrect records create clinical risk;
- timely, because administrative delay can delay treatment;
- accessible, because patients may have disabilities, limited literacy or language barriers;
- confidential, because personal and health information must be protected;
- standardised, while allowing urgent exceptions;
- linked to a reliable patient-identification process.
Hospitals should use at least two approved identifiers before clinical procedures, medication administration, specimen collection or transfer. Examples include full name, date of birth, medical record number or address. Room number alone is not an adequate identifier. Duplicate medical records are a serious operational and clinical problem. Prevention includes search-before-create procedures, spelling variation checks, date-of-birth verification and a controlled process for merging duplicate records. Staff should never merge records solely because names appear similar. 2.2 Appointment designAppointment systems must match demand with clinical capacity. Important design decisions include appointment length, clinic templates, overbooking policy, referral prerequisites, cancellation rules, follow-up intervals and protected urgent capacity. A basic appointment process consists of: - receiving and validating the request or referral;
- determining urgency and service eligibility;
- allocating the appropriate clinician, time and location;
- confirming the appointment and preparation requirements;
- managing reminders, cancellations and rescheduling;
- recording attendance, non-attendance and clinical outcome.
Overbooking may compensate for predictable non-attendance, but it creates risk when assumptions are inaccurate. It should be based on local evidence, reviewed regularly and avoided where delay could cause serious harm. Useful measures include third-next-available appointment, referral-to-appointment time, cancellation rate, non-attendance rate, appointment utilisation and percentage of referrals returned for incomplete information. 2.3 Reducing waiting at registrationWaiting can be reduced through pre-registration, online forms, kiosks, text reminders, centralised scheduling, clear signage, queue measurement and separation of administrative and clinical tasks. Technology should supplement—not eliminate—human assistance. A digital-only pathway may disadvantage older people, people with disabilities, those without internet access and patients with limited digital literacy. 3. Triage and Clinical PrioritisationTriage is the structured prioritisation of patients according to urgency, clinical risk and resource requirements. It is not the same as first-come, first-served service. Its purpose is to ensure that patients at greatest risk receive timely assessment and treatment. A safe triage system requires: - trained and authorised staff;
- defined assessment criteria;
- immediate escalation for critical findings;
- reassessment while patients wait;
- documentation of decisions and times;
- clear communication with patients and families;
- audit of under-triage and over-triage.
Under-triage assigns insufficient urgency and may delay life-saving care. Over-triage assigns excessive urgency and may consume scarce resources, but some over-triage may be accepted to protect safety. Triage protocols must be adapted to local law, clinical governance and patient population. Triage should not discriminate on the basis of social status, ability to pay, ethnicity, disability, age alone or perceived social worth. Clinical urgency and ethically approved prioritisation criteria should guide decisions. 4. Admission ManagementAdmission is the formal decision and process by which a patient becomes an inpatient or is placed in an observation or short-stay pathway. Admission should occur when inpatient-level care, monitoring, treatment or investigation is clinically justified and cannot safely be delivered through outpatient or community services. 4.1 Sources of admissionAdmissions commonly originate from: - emergency departments;
- elective surgical or medical pathways;
- outpatient clinics;
- direct referral from primary care;
- transfers from other hospitals;
- maternity, mental-health or specialty services.
Each source has different predictability and information requirements. Elective admissions can be scheduled, while emergency admissions require flexible capacity and rapid decisions. 4.2 Admission criteria and appropriatenessAdmission decisions should be based on clinical need, expected benefit, risk, available alternatives and patient preferences. Inappropriate admissions increase cost and expose patients to hospital-associated risks. Conversely, premature discharge or denial of admission can cause deterioration and readmission. A strong admission process includes medical assessment, medication reconciliation, allergy verification, infection-risk screening, functional assessment, safeguarding review and an initial estimate of discharge needs. Discharge planning should begin at admission, not at the end of the stay. 4.3 BoardingBoarding occurs when a patient remains in a temporary location after the decision for admission or transfer has been made, usually because an appropriate bed or receiving service is unavailable. Boarding can delay treatment, increase handoff risk, reduce privacy and contribute to emergency-department congestion. The causes are usually system-wide: delayed discharges, insufficient staffed beds, slow environmental services, uneven specialty capacity, delayed diagnostics, inadequate weekend services or poor escalation. Increasing emergency-department space alone rarely solves boarding. 5. Bed Management and AllocationBed management is the coordinated planning, allocation and release of inpatient capacity. A bed is not merely a physical object; it is a staffed, equipped and clinically appropriate place of care. Therefore, the number of physical beds may exceed the number of operational beds. 5.1 Bed-status categoriesA bed-management system should distinguish at least: - occupied and clinically active;
- vacant and ready;
- vacant but awaiting cleaning;
- blocked because of maintenance or infection control;
- reserved for a specialty, isolation or planned admission;
- staffed but temporarily unavailable;
- physically present but not operational because staffing is insufficient.
5.2 Allocation principlesBed allocation should consider clinical acuity, infection-prevention requirements, gender and privacy policies where applicable, specialty capability, equipment, staffing, cohorting and patient preference. Allocating a bed simply because it is empty may create later transfers and increase risk. A central bed-management function improves visibility across departments. It should operate with agreed escalation rules, real-time status updates and authority to coordinate environmental services, nursing, medical teams and transport. 5.3 Quantitative indicatorsSeveral measures help managers understand capacity. Occupancy rate is commonly calculated as: Occupancy rate (%) = (Inpatient bed-days ÷ Available bed-days) × 100 Bed-days are the number of occupied beds summed across days. Available bed-days are the number of operational beds multiplied by the number of days in the measurement period, adjusted for planned closures where appropriate. The measure assumes that the numerator and denominator use the same bed definition and period. Average length of stay is calculated as: ALOS = Total inpatient days ÷ Number of discharges, including deaths ALOS is an average and may conceal substantial variation between clinical groups. It should not be used alone to judge performance. Bed turnover interval estimates the average time a bed remains vacant between patients: Bed turnover interval = (Available bed-days − Occupied bed-days) ÷ Number of discharges, including deaths The unit is days per discharge. These measures are meaningful only when definitions are consistent and observation, day-case and inpatient activity are not mixed improperly. Worked example. A ward has 30 operational beds over 30 days, giving 900 available bed-days. It records 810 occupied bed-days and 90 discharges. Occupancy is (810 ÷ 900) × 100 = 90%. The bed turnover interval is (900 − 810) ÷ 90 = 1 day per discharge. If total inpatient days are 810, ALOS is 810 ÷ 90 = 9 days. These indicators suggest high utilisation and an average one-day vacancy between discharges, but they do not establish whether care was appropriate or whether patients experienced delays. 6. Internal Transfers and HandoverTransfers occur between departments, wards, levels of care or facilities. They are points of increased risk because information, responsibility and equipment must move with the patient. A safe transfer includes: - confirmation that the receiving location can accept the patient;
- clinical stability assessment;
- documentation of diagnosis, current status, allergies, medicines, risks and outstanding tasks;
- direct professional-to-professional handover for high-risk patients;
- appropriate monitoring and equipment during transport;
- patient and family communication;
- confirmation of arrival and acceptance of responsibility.
Structured communication tools such as SBAR—Situation, Background, Assessment and Recommendation—can improve completeness, but they do not replace clinical judgement. The receiving team must have an opportunity to ask questions and clarify responsibility. Unnecessary transfers should be reduced because they consume staff time, increase falls and medication risks, disturb rest and may delay treatment. A “right patient, right place, right time” approach should guide placement decisions. 7. Discharge and Referral ManagementDischarge is a clinical and operational transition, not merely the physical departure from a bed. A safe discharge requires that the patient’s current needs can be met in the destination setting and that essential information, medicines, equipment, education and follow-up are available. 7.1 Discharge planningPlanning should begin at admission and be reviewed daily. The multidisciplinary team should identify: - expected clinical milestones;
- functional and cognitive status;
- medication changes;
- wound, device or treatment requirements;
- transport and housing issues;
- safeguarding concerns;
- caregiver capacity;
- follow-up appointments;
- community, rehabilitation or social-care services.
The patient and family should be active participants. A discharge plan that is clinically sound but unaffordable, inaccessible or culturally inappropriate is unlikely to succeed. 7.2 Delayed dischargeA delayed discharge occurs when a patient remains in hospital after acute inpatient care is no longer required because the next service, equipment, assessment, funding decision, transport or caregiver arrangement is unavailable. Delays occupy capacity and may expose patients to deconditioning, infection and loss of independence. Common countermeasures include early multidisciplinary assessment, estimated discharge dates, daily barrier reviews, weekend and evening services, rapid equipment provision, preferred-provider coordination and escalation of unresolved issues. Targets must not encourage unsafe discharge. 7.3 Discharge documentationThe patient should receive understandable information about diagnosis, medicines, warning signs, activity, diet, wound care, appointments, test results and whom to contact. The receiving clinician or service should receive a timely summary containing relevant history, examination findings, investigations, treatment, medication changes, pending results and follow-up responsibilities. Medication reconciliation is particularly important. New medicines, discontinued medicines, dose changes and reasons for changes should be clearly explained. Teach-back—asking the patient to describe the plan in their own words—is more reliable than simply asking whether they understand. Referral management should confirm acceptance by the receiving service rather than merely sending a document. Closed-loop referral means that the referral is sent, received, reviewed, scheduled and completed, with the outcome communicated to the responsible clinician. 8. Managing Waiting, Cancellations and VariationWaiting is produced when demand temporarily exceeds effective capacity or when a process contains avoidable delay. Managers should map the patient journey and measure timestamps at each stage: arrival, registration, triage, clinician assessment, decision, bed request, bed assignment, transfer, discharge decision and actual departure. A useful classification distinguishes: - value-adding time: time spent on assessment, treatment, education or necessary monitoring;
- process time: time required for safe administrative or clinical work;
- waiting time: time when the patient is ready but the next activity has not begun;
- rework time: time caused by missing information, errors or repeated procedures.
Elective cancellations may result from patient factors, insufficient preparation, unavailable beds, staffing, equipment, emergency demand or incomplete investigations. Prevention requires confirmation of readiness, preoperative assessment, reserve capacity, clear cancellation authority and analysis of cancellations by cause and service. Lean methods such as process mapping, standard work and removal of duplicated steps can be useful. However, lean improvement should not mean reducing necessary assessment or staffing. Queueing principles also show why variability and near-total utilisation produce disproportionate delays; therefore, smoothing demand and protecting flexible capacity are often more effective than merely asking staff to work faster. 9. Governance, Ethics and RegulationPatient-flow management must comply with applicable health, privacy, consent, disability, mental-health, safeguarding and records legislation. Local policies should define authority for admission, transfer, discharge and escalation. Important ethical duties include respect for autonomy, beneficence, non-maleficence and justice. Operational targets must not override informed consent, confidentiality, reasonable accommodation or clinically necessary care. Capacity allocation should use transparent criteria and provide an escalation route for disagreement. Information governance requires minimum necessary access, secure communication, audit trails and appropriate retention. Staff should not disclose patient information in public areas or through insecure messaging systems. Automated systems must be monitored for inaccurate recommendations, bias, exclusion of vulnerable groups and inappropriate use of personal data. 10. Digital Systems and Artificial IntelligenceElectronic health records, bed-management platforms, electronic referrals, real-time location systems and patient portals can improve visibility and coordination. Useful functions include bed-status dashboards, automated reminders, discharge task lists, referral tracking and alerts for delayed results. Artificial intelligence may support demand forecasting, prediction of likely discharge dates, identification of delayed pathways and appointment optimisation. Its use requires validated data, human oversight, explainability appropriate to the decision, cybersecurity, bias testing and clear accountability. AI should support—not replace—clinical assessment and managerial responsibility. A prediction of discharge readiness is not a discharge decision. Applied Case: Riverside General HospitalThis is an illustrative case. Riverside General has 420 beds and a busy emergency department. Over six months, admitted patients waited a median of 6 hours for an inpatient bed. Elective surgical cancellations reached 11%, and average length of stay increased from 6.8 to 7.6 days. Patient complaints focused on repeated questions, unclear discharge instructions and late-day transfers. Background and problemA review found that bed status was updated manually several times daily. Environmental services received cleaning requests by telephone. Discharge planning often began on the day of departure. Community referrals were sent electronically but acceptance was not confirmed. Medical teams rounded late, producing a concentration of discharges after 15:00. AnalysisA multidisciplinary team mapped the pathway and reviewed timestamps. It identified three major constraints: poor visibility of ready beds, delayed decisions about discharge barriers and incomplete referral closure. The problem was therefore not simply a shortage of beds. ApproachRiverside introduced a central daily flow meeting, real-time bed-status definitions, early environmental-services notification, estimated discharge dates, morning barrier rounds and a referral coordinator. A discharge lounge was created for clinically ready patients awaiting transport or medicines, with safeguards for privacy and clinical monitoring. The hospital also introduced a standard transfer handover and weekly cancellation review. OutcomeAfter four months, median admission boarding fell to 3.5 hours, elective cancellations fell to 6%, and ALOS declined to 7.1 days. The hospital also monitored readmissions, complaints, falls and emergency returns to ensure that faster discharge did not reduce safety. Improvement was uneven on weekends because community services remained limited. Learning points- Flow problems are usually cross-departmental.
- Definitions and real-time information are prerequisites for action.
- Discharge planning must begin early.
- A discharge lounge can release beds but cannot compensate for unsafe or incomplete planning.
- Outcome measures must include safety and patient experience, not only speed.
Performance Measurement and Continuous ImprovementA balanced dashboard should include access, flow, quality, safety, equity and experience. Examples are shown below. | Domain | Possible indicator | Management question |
|---|
| Access | Referral-to-appointment time | Are patients obtaining timely care? | | Emergency flow | Arrival-to-clinician time | Is early assessment adequate? | | Admission | Decision-to-bed time | Where does boarding occur? | | Capacity | Occupancy and staffed-bed availability | Is capacity visible and usable? | | Discharge | Percentage of discharges before noon | Are plans prepared early? | | Delay | Delayed-discharge hours | What external or internal barriers exist? | | Safety | Medication discrepancies, falls, readmissions | Has speed compromised care? | | Equity | Indicators by disability, geography or demographic group | Who experiences poorer access? | | Experience | Complaints, communication and transition scores | Is the process understandable and respectful? |
Measures should have defined numerators, denominators, inclusion criteria, data sources and reporting periods. Run charts or control charts can distinguish ordinary variation from unusual change. Managers should avoid rewarding a single target in isolation, because staff may improve the measured indicator while worsening unmeasured outcomes. A practical improvement cycle is: identify the problem, understand the current process, analyse causes, test a small change, measure results, obtain staff and patient feedback, standardise effective practice and continue monitoring. Frontline staff should participate because they understand workarounds and hidden constraints. Challenges and LimitationsPatient-flow interventions face several limitations. Demand may be unpredictable; community capacity may be outside hospital control; data may be incomplete; professional priorities may conflict; and financial incentives may reward activity rather than continuity. A lower ALOS is not always beneficial if it produces readmission or transfers of work to families. Similarly, high occupancy may reflect demand, poor discharge coordination or an inappropriate bed model. Managers must also recognise that flow is experienced differently by different groups. Patients with complex social needs, mental-health conditions, disabilities, language barriers or unstable housing may require more time and coordination. Equity-sensitive planning is therefore both an ethical obligation and an operational necessity. Best-Practice Principles- Design access around patient need and clinical urgency.
- Use reliable identity verification and prevent duplicate records.
- Match appointment capacity to demand using local evidence.
- Triage consistently, reassess waiting patients and escalate deterioration.
- Treat a bed as staffed and clinically appropriate capacity.
- Use common bed-status definitions and real-time communication.
- Begin discharge planning at admission and review barriers daily.
- Confirm referral acceptance through closed-loop communication.
- Measure waiting, boarding, cancellations and delay by cause.
- Balance speed with safety, equity, experience and continuity.
- Use technology with human oversight, privacy protection and bias monitoring.
- Involve patients, families and frontline staff in improvement.
Chapter SummaryPatient access and flow are integrated hospital-wide processes linking scheduling, registration, triage, admission, bed allocation, transfer, treatment, discharge and referral. Effective management requires accurate information, clear accountability, clinical prioritisation and coordination across departments and external services. Bed capacity is operational only when it is staffed, equipped and appropriate for the patient. Occupancy, average length of stay and bed turnover provide useful but incomplete views of performance. Boarding, waiting, cancellations and delayed discharge are usually symptoms of system variation and coordination failures rather than isolated departmental problems. Early discharge planning, multidisciplinary barrier management, reliable handover, closed-loop referrals and balanced measurement can improve flow without compromising safety. Ethical practice requires privacy, equity, informed participation and protection of vulnerable patients. Digital tools and AI can support prediction and visibility, but responsibility remains with accountable professionals. Key TermsAccess: The ability to obtain appropriate care in a timely and acceptable manner. Admission: Formal placement of a patient into inpatient or observation care. Average length of stay (ALOS): Total inpatient days divided by discharges, including deaths. Bed boarding: Remaining in a temporary location after an admission or transfer decision because an appropriate destination is unavailable. Bed turnover interval: Average time a bed remains vacant between patients. Capacity: Available staff, facilities, equipment and operational beds. Closed-loop referral: Referral that is sent, received, reviewed, completed and communicated back. Discharge planning: Coordinated preparation for safe transition from hospital to the next setting. Flow: Movement of patients through connected stages of care. Handover: Transfer of information, responsibility and accountability between professionals. Non-attendance: Failure to attend a scheduled appointment without completing the required cancellation process. Occupancy rate: Occupied bed-days expressed as a percentage of available bed-days. Over-triage: Assigning a higher urgency category than the patient’s condition ultimately requires. Patient identification: Verification that the record and care belong to the correct person. Referral: Request for assessment or continuing care by another professional or service. Triage: Prioritisation of patients according to urgency and clinical risk. Under-triage: Assigning insufficient urgency to a patient’s condition. Utilisation: The proportion of available capacity being used. Waiting time: Time during which a patient is ready for the next activity but that activity has not begun. Review QuestionsShort Answer Questions- What is the difference between a physical bed and an operational bed?
- State two purposes of triage.
- Why should discharge planning begin at admission?
- Define boarding in a hospital setting.
- List four elements of a safe clinical handover.
Long Answer Questions- Explain how registration, scheduling and patient identification influence clinical safety and access.
- Discuss the causes and consequences of emergency-department boarding and propose system-level solutions.
- Explain the principles of safe discharge and closed-loop referral management.
- Describe how a hospital can use occupancy, ALOS and bed turnover interval while avoiding misleading conclusions.
- Evaluate the benefits and risks of digital systems and AI in patient-flow management.
Analytical / Application Questions- A 24-bed ward operates for 31 days and records 670 occupied bed-days and 75 discharges. Calculate the occupancy rate, ALOS and bed turnover interval, assuming all 24 beds were operational throughout the period. Interpret the results.
- An elective surgery unit reports rising cancellations despite adequate theatre capacity. Design a process investigation that identifies likely causes, required data and corrective actions.
- A hospital has reduced average length of stay but experienced higher readmissions and complaints about discharge communication. Analyse why the improvement may be misleading and recommend a balanced evaluation plan.
Multiple Choice Questions with AnswersQuestion 1Which statement best defines an operational hospital bed? A. Any bed physically present in the hospital B. A bed that is staffed, equipped and clinically appropriate for use C. A bed reserved exclusively for elective patients D. A bed occupied for at least one full day Correct Answer: B. A bed that is staffed, equipped and clinically appropriate for use Question 2What is the primary purpose of triage? A. To serve patients strictly in arrival order B. To determine insurance eligibility C. To prioritise patients according to urgency and clinical risk D. To allocate beds before clinical assessment Correct Answer: C. To prioritise patients according to urgency and clinical risk Question 3A ward has 20 operational beds for 10 days and records 160 occupied bed-days. What is its occupancy rate? A. 20% B. 40% C. 80% D. 160% Correct Answer: C. 80% Question 4Which practice most directly prevents patient misidentification? A. Using the room number as the identifier B. Asking a nearby visitor to confirm identity C. Using at least two approved patient identifiers D. Relying only on the patient’s surname Correct Answer: C. Using at least two approved patient identifiers Question 5What is boarding? A. Waiting for an outpatient appointment B. Remaining in a temporary location after an admission or transfer decision because a destination is unavailable C. A planned overnight observation stay D. A patient’s refusal of discharge Correct Answer: B. Remaining in a temporary location after an admission or transfer decision because a destination is unavailable Question 6Which is an example of closed-loop referral management? A. Sending a referral without checking its status B. Giving the patient a general website address C. Sending, confirming receipt, arranging care and communicating the outcome D. Printing the referral and filing it without follow-up Correct Answer: C. Sending, confirming receipt, arranging care and communicating the outcome Question 7If total inpatient days are 540 and there are 60 discharges, what is the average length of stay? A. 6 days B. 8 days C. 9 days D. 60 days Correct Answer: C. 9 days Question 8Which action is most likely to reduce avoidable discharge delay? A. Beginning discharge planning only after the patient is clinically stable B. Reviewing discharge barriers daily with the multidisciplinary team C. Removing patient and family participation D. Measuring only the number of occupied beds Correct Answer: B. Reviewing discharge barriers daily with the multidisciplinary team Question 9Why can near-total hospital capacity increase waiting disproportionately? A. It eliminates all demand variation B. It leaves little spare capacity to absorb fluctuations and delays C. It guarantees faster transfers D. It reduces the need for coordination Correct Answer: B. It leaves little spare capacity to absorb fluctuations and delays Question 10Which safeguard is most important when using AI to support discharge prediction? A. Allowing the algorithm to discharge patients independently B. Ignoring differences in data quality between patient groups C. Maintaining human oversight, validation and accountability D. Removing the need for clinical documentation Correct Answer: C. Maintaining human oversight, validation and accountability
|