INTRODUCTION
Every profession eventually discovers that its future is not secured only by attracting new students, approving curricula, establishing institutions, or expanding public visibility. These things matter, but they do not by themselves preserve the deeper inheritance of a profession. What must also be transferred, before it disappears, is the mature judgment of those who have spent decades learning what cannot be fully captured in textbooks: how patients think, how bodies adapt, how hope rises and falls, how clinical confidence must be disciplined by humility, and how professional identity survives within the pressures of modern healthcare.
Chiropractic now stands at such a generational threshold.
In many established Western nations, experienced chiropractors continue to practice within healthcare economies increasingly shaped by administrative compression, third-party payer systems, accelerated patient throughput, documentation burdens, commercialized practice models, and the progressive narrowing of the doctor-patient relationship. Many doctors entered chiropractic with a very different vision. They were drawn toward natural health, conservative care, patient education, functional restoration, preventive thinking, and the conviction that the clinical encounter could be more than a transaction. Yet after 20, 30, or 40 years, some find themselves wondering whether the deeper meaning of their clinical life has been reduced by systems that often reward procedures more readily than wisdom.1
At the same time, much of the world remains underserved by advanced conservative healthcare systems capable of addressing the enormous burden of spinal dysfunction, musculoskeletal disability, chronic pain, occupational degeneration, sedentary decline, neurological compromise, and preventable loss of function . Many nations still lack chiropractic educational pathways, local faculty, clinical teaching cultures, regulatory clarity, and the institutional memory needed to establish the profession responsibly. The world does not merely need more information about chiropractic. It needs chiropractors formed deeply enough to carry the profession into places where it has not yet taken root.2,3
These 2 realities meet in 1 urgent possibility: the seasoned chiropractor may be 1 of the profession’s greatest untapped resources.
This article is therefore written not primarily as an educational theory paper, but as a professional appeal to experienced chiropractors who still love what chiropractic means, even if the circumstances of practice have worn them down. It speaks to those who have remained students of their profession long after graduation, who have learned through patients, mistakes, recovery, disappointment, ethical restraint, and disciplined observation. It speaks to those who may sense that their accumulated experience should not end as private memory.4
DISCUSSION
Three pathways deserve particular attention. First, some chiropractors feel the responsibility to transfer hard-earned clinical wisdom before retirement allows that wisdom to disappear unshared. Second, some within the global diaspora feel a deep pull toward a homeland, ancestral nation, or country of heritage still waiting for chiropractic education, and may recognize in this work the possibility of returning professional inheritance to the people and culture from which they came. Third, some seasoned practitioners discover that mentoring future chiropractors renews a sense of meaning that years of routine practice, administrative compression, or vocational fatigue may have gradually obscured.
Though these pathways differ, they lead toward 1 destination: the transformation of accumulated clinical experience into professional inheritance.
I. What Should Not Disappear When You Leave Practice
A chiropractor who has practiced for decades carries more than memories. They carry clinical pattern recognition, patient communication habits, ethical instincts, case-management judgment, practical explanations, cautionary stories, professional disappointments, and refined forms of discernment that were slowly earned through repeated encounters with human beings. Much of this knowledge is never written down. It lives in the doctor.
A curriculum can preserve formal content. A textbook can preserve terminology. A lecture can preserve information. But none of these automatically preserves the interpretive maturity that emerges when a doctor has spent years observing how pain affects personality, how fear alters movement, how occupation shapes posture, how aging steals confidence, how chronicity changes identity, and how lifestyle neglect gradually becomes physiological burden.
This is the difference between information and clinical wisdom. Information can be stored. Wisdom must be transmitted.4
The seasoned chiropractor knows this, even if it has not always been named. They have watched patients arrive with the same complaint but entirely different lives. They have seen 2 people with similar findings respond differently because 1 was hopeful and another was defeated, 1 was metabolically compromised and another physically resilient, 1 was supported by family and another isolated, 1 was willing to change habits and another unconsciously invested in remaining passive. The mature clinician gradually learns that the patient is never merely the condition. The patient is the condition inside a life.5
That recognition is not a small educational matter. It is the substance of mentorship.
A younger doctor can memorize anatomy. A student can learn biomechanics. A graduate can study technique. But the ability to interpret a patient with maturity requires repeated guidance from those who have already been humbled by practice. The experienced chiropractor can teach not only what to do, but what to notice; not only how to adjust, but when to pause; not only how to explain, but how to listen; not only how to help, but how to recognize when another form of help is needed.6
Every seasoned chiropractor eventually faces a question that is both professional and personal: what should not disappear when I leave practice?
The answer may include more than technique. It may include the doctor’s way of seeing patients, speaking with families, managing uncertainty, correcting exaggerated expectations, recognizing lifestyle patterns, respecting referral boundaries, and preserving chiropractic identity without falling into either arrogance or timidity. These are not minor matters. They become the moral and clinical atmosphere of a profession.
If they are not transferred, they are lost.
This is the quiet urgency behind the second calling of the seasoned chiropractor. Clinical wisdom that remains unshared eventually retires with its owner. Once lost, it must be rediscovered through future mistakes, preventable misunderstandings, avoidable professional drift, and the repetition of lessons already paid for by those who came before. A profession that fails to transmit the judgment of its elders forces its younger generations to relearn wisdom the hard way.4 This is not nostalgia. It is stewardship.
II. A World Still Waiting for Mentors
Since 1997, the Chiropractic Diplomatic Corps has participated in international chiropractic development conversations across emerging nations where the profession remains absent, fragile, misunderstood, or structurally underdeveloped.7 These efforts have included face-to-face encounters with pioneer chiropractors practicing in isolation, university leaders considering program development, academic councils evaluating educational feasibility, Ministers of Health confronting workforce and public-health burdens, and local advocates hoping chiropractic might one day become a recognized profession within their country.7
Across these discussions, 1 reality appears repeatedly: chiropractic does not become sustainable merely because a few foreign-trained chiropractors open clinics. It becomes sustainable when a country can educate its own, form its own faculty, develop its own professional culture, protect its own public, and eventually produce its own leaders.
The barrier is rarely only interest. In many countries, the need is obvious. Laborers carry spinal burdens for wages. Elders lose mobility before they should. Families struggle with chronic musculoskeletal disability. Urban populations become sedentary. Students grow into poor postural and movement habits. Workers rely on medication because conservative care is unavailable. Health systems often move from symptom suppression to surgical escalation without enough trained conservative providers positioned between those extremes.2,3
What is missing is not merely chiropractic awareness. What is missing is chiropractic formation.
Universities may be willing to explore chiropractic. Ministries may recognize the burden of neuromusculoskeletal dysfunction. Local pioneers may advocate courageously. Students may be eager. Yet 1 question repeatedly determines whether the vision can move from aspiration to institution: who will teach?
More precisely: who will mentor?
Emerging nations do not need to inherit a thin imitation of chiropractic education. They do not need visiting lecturers who deliver content detached from clinical formation. They do not need imported practice habits that reflect the most compromised commercial tendencies of mature healthcare markets. They need mentors capable of transmitting clinical judgment, humility, restraint, patient-centered communication, professional identity, conservative healthcare reasoning, and the ethical culture required to establish public trust from the beginning.
This is why the seasoned chiropractor matters so deeply.
The first generation of chiropractors in a nation may become more than graduates. They may become the first faculty, first association leaders, first public educators, first regulatory voices, first hospital representatives, first military healthcare contributors, and first interpreters of chiropractic to their own society. The quality of their formation may influence the profession’s reputation for decades. If they are formed narrowly, the profession may become narrow. If they are formed commercially, the profession may become commercialized. If they are formed with humility, clarity, competence, and service, the profession has a stronger chance of taking root responsibly.8
This places a solemn responsibility on the mentor.
A chiropractor who helps pioneer education in a new country transmits more than technique or information. They transmit professional culture, and that culture will influence the moral architecture of the local profession for generations.
III. The Diaspora Calling
There is a particular invitation within this global work for chiropractors of the diaspora. Many have built meaningful careers in Western nations and benefited from the educational institutions, regulatory recognition, professional legitimacy, and economic opportunities made possible by earlier pioneers. Yet some still carry a quiet pressure of the heart toward a homeland, ancestral nation, or country of heritage where chiropractic has not yet been established.
That pressure is not always loud. It may appear as memory, gratitude, family history, national concern, spiritual restlessness, or the simple awareness that one has received an opportunity not yet available to others of the same heritage. A chiropractor may have practiced for decades in the United States, Canada, Australia, New Zealand, or the United Kingdom, while knowing that their ancestral country still lacks the educational infrastructure that made their own professional life possible.
For such doctors, the second calling may carry an additional meaning. It is not only service. It is return.
To help pioneer chiropractic education in one’s country of origin or heritage is not merely to volunteer abroad. It is to return professional inheritance. It allows a chiropractor to bring back to a nation what earlier generations made possible elsewhere. It allows the doctor to honor the country from which their family came by helping create opportunities that future students in that country could not otherwise access.8
Diaspora chiropractors may occupy a uniquely powerful position in this work. They understand the advantages of established chiropractic cultures, yet may still carry language, cultural memory, family ties, national familiarity, or emotional attachment to places where the profession remains undeveloped. They can help universities understand chiropractic not simply as a foreign import, but as a locally meaningful educational possibility. They can speak to students not only as outsiders, but as bridges.
This bridge function matters. Emerging nations often need outside expertise, but they also need local dignity. They need educational development that does not feel imposed, extracted, or culturally indifferent. Diaspora chiropractors may help reduce that distance. They may help translate professional concepts into culturally intelligible forms. They may understand both the aspirations of the country and the standards of the profession. They may help prevent chiropractic from arriving as a borrowed identity and instead assist it in taking root as a nationally meaningful professional development.
For some, this may become the most significant act of professional gratitude available: to help establish in one’s homeland the educational launch point of a profession one was able to practice because earlier pioneers built it elsewhere.
Such work is not sentimental. It is practical, difficult, and institutionally demanding. It requires humility, patience, cultural respect, and willingness to serve under conditions that may not resemble Western professional comfort. Yet for the right chiropractor, it may also satisfy a longstanding desire to return something of lasting value to the nation, culture, and people from which they came.
The diaspora calling is not for everyone. But for those who recognize it, it may be impossible to forget.
IV. Why Mentors Matter More Than Lecturers
Many experienced chiropractors hesitate when invited toward teaching because they imagine the educational world they remember from the twentieth century. They picture classrooms defined by podium lectures, chalkboards, memorization, examinations, academic performance, and long hours of “chalk and talk.” Naturally, many conclude that they are not teachers.
But the cognitive mentorship model changes the meaning of teaching.
The seasoned chiropractor has already been teaching for decades. Every patient explanation, every discussion of posture, sleep, stress, movement, nutrition, recovery, referral, and prevention has been a teaching act. Every time a doctor helped a patient understand why symptoms returned, why habits mattered, why fear should not govern movement, why medication did not resolve function, or why care must be accompanied by personal responsibility, that chiropractor was already functioning as an educator.4
The difference is that teaching occurred in the clinical encounter rather than the classroom.
A modern cognitive learning system does not ask the doctor to become a performer of academic lectures. It asks the doctor to organize clinical experience into guided inquiry. The mentor presents a case, a pattern, a patient explanation, a common mistake, a failed assumption, a referral decision, or a clinical dilemma. Students are then guided to identify relevant anatomy, biomechanics, physiology, lifestyle factors, communication issues, patient beliefs, red flags, safety concerns, and professional boundaries. The mentor clarifies what beginners miss and why experience changes interpretation.6
This is far less intimidating than traditional lecture-centered instruction because the clinician begins with what they already know: patients.
The mentor does not need to pretend to be an academic lecturer detached from practice. The mentor needs to help students see practice through experienced eyes. Students must not merely hear what the doctor knows; they must learn how the doctor notices, weighs, questions, restrains, explains, and decides. This is the essence of cognitive apprenticeship: the expert makes reasoning visible so learners can gradually internalize the habits of professional judgment.6
In the old model, the faculty member delivered information while students attempted to absorb it. In the mentor model, students must reveal their thinking. They explain what they see. They identify what they do not understand. They practice patient language. They discuss what would be unsafe, incomplete, exaggerated, or ethically careless. The mentor listens, corrects, redirects, and deepens the discussion.
This does not lower academic rigor. It raises it.
A student can hide behind passive attendance in a lecture. A student cannot hide as easily when asked to explain a clinical situation in their own words, identify what they would say to a patient, name what they would avoid claiming, and recognize when referral may be necessary. Their cognition becomes visible. Their maturity or immaturity becomes available for correction.9
For seasoned chiropractors, this is good news. Becoming a mentor in this system is not a theatrical reinvention. It is the disciplined extension of what good doctors have already done with patients for decades.
The clinicians most suited to this mission are not simply those who have practiced for many years, nor those who have mastered the economic mechanics of healthcare delivery. Emerging nations need mentors whose experience has been refined by humility, ethical restraint, patient-centered judgment, and sustained intellectual growth. A chiropractor who helps pioneer education in a new country transmits more than technique or information. They transmit professional culture, and that culture will influence the moral architecture of the local profession for generations.10
This ethical filter matters. Emerging nations do not need to inherit the most compromised habits of mature healthcare economies. They do not need aggressive commercial models disguised as professional sophistication. They do not need mentors whose principal achievement has been the optimization of claims, coding strategies, or transactional care. They need chiropractors whose years in practice have deepened conscience rather than hardened it, whose confidence remains disciplined by humility, whose skill remains governed by patient welfare, and whose passion for chiropractic has matured into a desire to form others responsibly.
The profession’s greatest educational resources are often not its loudest voices, nor even its most credentialed personalities, but its most reflective clinicians. They are the practitioners who continued learning after graduation, who allowed practice to correct them, who refined their judgment through observation, who resisted the reduction of chiropractic into procedures alone, and who understand that wisdom emerges not merely from years in practice, but from years of thoughtful engagement with practice.
V. Clinical Wisdom as Living Curriculum
The most persuasive evidence that experienced chiropractors can mentor is found in the cases they already carry. These cases are not casual anecdotes. When properly guided, they become interpretive laboratories through which students encounter clinical complexity before they are fully responsible for it.6
The chronic low back patient who has consulted multiple providers without durable improvement becomes a classroom in clinical humility. The student may want to search immediately for the adjustment, the disc explanation, or the pelvic correction. The experienced chiropractor slows the process and asks what the patient has come to believe about their own body. Has fear avoidance developed? Has movement confidence declined? Has the patient become dependent upon passive care? Are occupational loading, obesity, poor sleep, deconditioning, psychosocial stress, or inflammatory habits sustaining the condition? The lesson becomes larger than lumbar mechanics. It becomes an education in how chronicity alters identity, behavior, expectation, and the patient’s willingness to participate in recovery.
The elderly patient losing mobility, balance, and confidence becomes a profound lesson in aging as both clinical and human reality. A younger student may see stiffness, gait decline, or spinal degeneration. The seasoned practitioner sees the deeper danger of functional retreat. The patient may be losing not only range of motion but independence, social participation, dignity, and trust in the body. Such a case allows the mentor to teach spinal hygiene, proprioceptive awareness, fall-risk sensitivity, safe movement, hydration, nutrition, medication awareness, and the importance of preserving function before irreversible dependency becomes normalized.
The metabolically compromised patient with weight gain, fatigue, poor sleep, insulin resistance, sedentary behavior, spinal pain, and discouragement opens the door to chiropractic’s broader responsibility in lifestyle education. The chiropractor must not claim to treat systemic disease irresponsibly, yet neither should the chiropractor retreat from the patient’s obvious need for movement, nutrition awareness, stress reduction, spinal function, and personal responsibility. The seasoned mentor can teach students how to speak into lifestyle-driven decline with confidence and humility, avoiding both exaggerated claims and timid silence.
The anxious patient who guards against touch before the first examination becomes a lesson in the ethics of presence. The student may notice muscle tension, but the experienced doctor notices apprehension, breathing, eye contact, guarded language, prior healthcare disappointment, trauma possibility, and the need for consent to be more than a formality. This case teaches that professional touch is never merely mechanical. It must be preceded by explanation, trust, pacing, and respect for the patient’s sense of safety. Such lessons are essential in forming doctors whose hands are technically skilled but also humanly disciplined.
The patient whose symptoms improved but whose habits remained unchanged teaches the limits of passive care. The experienced practitioner knows the frustration of helping a patient feel better only to watch the same sleep patterns, sedentary behavior, poor nutrition, occupational strain, and stress habits recreate the problem. This case becomes a teaching opportunity in patient accountability, motivational communication, incremental behavior change, and the chiropractor’s role as educator rather than procedural rescuer. Students must learn that prevention is not a slogan; it is a repeated conversation requiring patience, structure, and moral clarity.
The patient who failed to respond as expected may be one of the most educational cases of all. A young clinician may experience such a case as embarrassment. A seasoned chiropractor uses it as a classroom in humility. What assumption was wrong? What examination finding was underweighted? Was the patient’s history incomplete? Was referral delayed? Was the working diagnosis too narrow? Did the doctor continue care because of hope rather than evidence? Students need to hear these questions from experienced doctors because professional maturity is not formed only by success stories. It is often formed by the disciplined interpretation of failure.4
The family under care offers another form of educational richness. The chiropractor who has treated children, parents, and grandparents across years begins to see health patterns that exceed individual complaints. Family stress, occupational demands, dietary habits, sleep culture, physical activity, beliefs about healthcare, and attitudes toward prevention often move through households. Such cases teach students that chiropractic care, when responsibly practiced, can become part of a family’s educational environment. The doctor becomes a repeated voice for function, prevention, bodily awareness, and natural health responsibility across generations.
The laborer, farmer, driver, nurse, teacher, or factory worker teaches that anatomy is lived under economic and occupational pressure. A lumbar spine is not merely a structure in a textbook when it belongs to someone lifting for wages. A cervical spine is not merely a biomechanical region when it belongs to a driver looking forward for twelve hours a day. A shoulder girdle is not merely muscular anatomy when it belongs to a nurse transferring patients. These cases help students understand that conservative healthcare must be socially observant. The chiropractor must ask what life requires of the body before deciding what care should require of the patient.
The patient who says, “No one has explained it to me this way before,” reveals a neglected dimension of clinical healing: intelligibility. Many patients suffer not only from pain, but from confusion about their own bodies. The seasoned chiropractor learns that explanation itself can reduce fear, increase cooperation, and restore personal agency. In the classroom, this becomes teach-back. Students must practice explaining what they believe they know. If they cannot translate spinal function, nervous system relevance, lifestyle influence, safety boundaries, and care rationale into language that a patient can receive, then their understanding remains professionally incomplete.9
These examples matter because they represent the basic realities emerging nations face every day: workers under physical load, elders losing mobility, families needing health literacy, patients needing conservative options, and communities needing responsible explanations of function, prevention, and care. The mentor’s clinical experience becomes curriculum precisely because it has already been tested in the realities students will eventually meet.6
VI. Professional Legacy and the Multiplication of Service
A chiropractor may spend 30 years helping thousands of patients directly. That is honorable work. Yet the clinician who helps form future chiropractors may influence patient encounters far beyond the reach of a single office, city, or professional lifetime. To mentor future doctors is to multiply service through the clinical judgment, ethical restraint, patient communication, and professional habits transmitted to those who will serve after us.4
This is not a lesser form of practice. It is practice extended through formation.
The doctor who mentors 1 future chiropractor may indirectly influence thousands of future patient encounters. The doctor who helps establish a faculty culture may influence the moral and clinical tone of an entire program. The doctor who participates in building chiropractic education in a nation where none previously existed may help shape the founding assumptions of a profession that will continue long after the first foreign mentors have departed. Such work demands humility because its effects are rarely visible immediately. It demands maturity because the mentor must think beyond personal recognition. It demands discipline because emerging nations deserve not improvisation, but the responsible transfer of professional standards.
For the seasoned chiropractor, this multiplication of service can reframe the meaning of later professional life. The question is no longer only how many more patients one can see before retirement, but how much of one’s accumulated wisdom can be transferred before retirement makes such transfer impossible. The doctor who has spent decades gathering clinical insight must eventually ask whether that insight will remain private memory or become professional inheritance.7
The answer carries urgency, but not desperation. It is generational urgency. Health changes. Energy changes. Family responsibilities change. Travel capacity changes. Memory fades. Opportunities narrow. The window during which mature clinicians can still endure the demands of international mentorship, faculty formation, travel, cultural adaptation, and institutional building is real but finite.
To recognize that finitude is not morbid. It is honest. It allows the seasoned chiropractor to ask one of the most important questions late professional life can offer: What should not disappear when I leave practice?
For some, the answer may be found in mentoring the next generation. For others, it may be found in returning professional inheritance to a homeland. For still others, it may be found in rediscovering professional purpose through service larger than the office. Each pathway represents a different expression of the same deeper principle: clinical wisdom becomes most complete when it is passed forward.
VII. The Second Calling
For some experienced practitioners, participation in international chiropractic education may ultimately represent far more than an alternative professional activity. It may represent the recovery of professional meaning itself.
This possibility should not be romanticized. International service requires sacrifice, adaptability, cultural humility, institutional discipline, intellectual seriousness, and the willingness to serve under conditions that may differ sharply from the familiar structures of Western practice. The chiropractor does not arrive as a hero. The chiropractor arrives as a steward, mentor, clinician-educator, and guest within another nation’s developmental process.
Yet within emerging educational systems, experienced clinicians may once again participate directly in the formation of future practitioners, institutional cultures, preventive health philosophies, and patient-centered clinical traditions. The chiropractor no longer functions solely as an isolated procedural provider struggling against systemic compression, but as a contributor to generational professional development capable of influencing future healthcare landscapes far beyond individual practice alone.6
For some practitioners, this transition may constitute the most meaningful chapter of their professional lives. Twenty or thirty years of accumulated clinical experience cease functioning merely as personal career history and instead become educational inheritance capable of shaping future clinicians, future faculty, future institutions, and eventually future national healthcare systems.7
The seasoned chiropractor who once wondered whether the deeper meaning of practice had gradually eroded within industrialized healthcare structures may discover that their most important contribution was never limited to procedural repetition alone. Their deeper contribution may involve helping future generations understand what responsible chiropractic care actually means within the lived realities of human health, suffering, adaptation, prevention, communication, and functional restoration.
Such a second calling is not an invitation to escape the profession. It is an invitation to carry its best inheritance into places where it has not yet been formed. It asks experienced chiropractors to consider whether the accumulated wisdom of their clinical lives might still serve beyond their own practice, beyond their own country, and beyond their own generation.
CONCLUSION
The future international development of chiropractic may ultimately depend less upon technological sophistication, marketing expansion, or procedural standardization than upon whether the profession succeeds in persuading its most experienced clinicians that their accumulated judgment still possesses educational, institutional, and civilizational value beyond the walls of individual practice. The profession now faces not merely a workforce challenge, but a transmission challenge: whether mature clinical reasoning, ethical discernment, preventive health philosophy, explanatory clarity, and conservative healthcare wisdom can be transmitted meaningfully into future generations before large segments of professional memory gradually disappear.4 As previously discussed in A World Waiting for Chiropractic, it is estimated that approximately 90% of the world’s population continues to live without meaningful access to chiropractic services, educational infrastructure, or professional representation.7
At the same historical moment, vast populations continue to experience limited access to advanced conservative healthcare education capable of producing chiropractors trained not merely in procedures, but in interpretive clinical responsibility. Emerging nations increasingly require educational ecosystems capable of forming practitioners who can think critically, communicate clearly, practice ethically, and participate responsibly within healthcare environments shaped by musculoskeletal dysfunction, neurological compromise, sedentary living, occupational strain, and chronic preventable decline.2
The seasoned chiropractor approaching the latter portion of professional life may therefore represent one of the most valuable educational resources available for the global future of chiropractic itself. Their accumulated clinical memory, if structured educationally and transmitted responsibly, possesses the capacity to influence future generations operating within nations where chiropractic educational cultures are only now beginning to emerge.
To mentor where there has been no mentor, to help establish educational systems where none previously existed, to assist emerging nations in forming their own future chiropractors, faculty, institutions, and professional cultures, and to transform decades of patient care into professional inheritance capable of extending beyond one lifetime of practice, may ultimately represent not withdrawal from chiropractic, but one of its highest forms of continuation.
The world still waiting for chiropractic will not be reached by information alone. It will be reached when experienced clinicians become willing to participate in the difficult but profoundly important work of professional formation itself.4,6
Disclosure
Dr. Tetrault is Executive Director, Chiropractic Diplomatic Corps. Founder of international chiropractic educational development initiatives supporting emerging nations since 1997.
The Chiropractic Diplomatic Corps has participated in the advancement of international chiropractic education initiatives since 1997, supporting the development of chiropractic educational pathways, institutional partnerships, and professional formation efforts within emerging nations. Current areas of active educational advancement include India and Nigeria, with Ethiopia and the Philippines representing additional developing initiatives within the broader Global Chiropractic Education Ecosystem.
Use of AI
AI was used for cohesive organization. Once the paper was drafted, AI was used to reorganize it and review it before submission.