Preventing Needless Work Disability by Helping People Stay Employed
Bibliographic record
Abstract
Introduction/Background Each year, millions of American workers develop health problems that may temporarily or permanently prevent them from reentering the workforce. In most cases, employees are able to stay at work or return to work after a brief recovery period. However, approximately 10% of these workers incur significant work absences and/or life disruptions that can lead to prolonged or permanent withdrawal from the workforce. During this nonworking period, these individuals are described as “disabled,” and many become involved in one or more of the existing disability benefit systems and laws, eg, sick leave, workers’ compensation, short-term disability, long-term disability, Social Security Disability Insurance, the Family Medical Leave Act, or the Americans with Disabilities Act (ADA). The estimated total annual cost of disability benefits paid under all these systems exceeds $100 billion. This report focuses on the large number of people who, due to a medical condition that should normally result in only a few days of work absence, end up withdrawing from work either permanently or for prolonged periods. For many of these workers, their conditions began as a common problem (eg, a sprain, strain, depression, or anxiety) but escalated, resulting in short-term, long-term, or permanent disability. This potentially preventable disability absence has unfortunate consequences for both the employer and the employee. The fundamental reason for most medically-related lost workdays and lost jobs is not medical necessity, but the nonmedical decision making involved in and the poor functioning of a little known but fundamental practice used by U.S. and Canadian disability benefits systems: the stay-at-work/return-to-work (SAW/RTW) process. This process determines whether a worker stays at work despite a medical condition or whether, when, and how a worker returns to work during or after recovery. The SAW/RTW process presently focuses on “managing” or “evaluating” a disability rather than preventing it. This report describes the SAW/RTW process, presents recommendations to improve the process, and provides information on current best practices and initiatives. What Is the Stay-at-Work/Return-to-Work Process? The usual steps included in the SAW/RTW process are as follows: The SAW/RTW process is triggered when a medical conditionD or another precipitating event occurs—in this example, a worker with a badly infected cut on his or her foot—raising the question whether the worker can or should do his or her usual job today. The worker’s current ability to work is assessed on three important dimensions: Functional capacity—what can he or she do today? Has the infection made him or her so sick he or she simply cannot function at all? If not, what can he or she do in his or her current condition? Functional impairments or limitations—what can the worker not do now that he or she normally could? The acute pain makes it uncomfortable to wear regular shoes and conduct activities that require being on one’s feet. Medically based restrictions—what he or she should not do lest specific medical harm occur? Would walking, standing, and being on his or her feet all day actually worsen the infection or delay healing? Next, the demands of the usual job and/or available temporary alternative tasks are compared with the worker’s current functional capacity, limitations, and medical restrictions. To make this comparison, the functional demands of the tasks or job must be known, including what knowledge, skills, and abilities—physical, cognitive, and social—are required. Specific medical qualification standards (such as those for airline pilots), legal requirements (such as those for truck drivers and crane operators), company policies, or concerns about the safety of coworkers, the public, or the business may also apply. Finally, the actions necessary to resolve the situation and return the worker to work are identified. If the worker can be safe and comfortable doing his or her usual job or can independently make any necessary modifications, he or she should be able to return to work. If the worker is only able to do temporary alternative work that requires the cooperation of others, or if permanent modifications to the job must be made, the employer must make arrangements and implement them. If that happens, the worker can go to work. If not, the worker remains out of work until either the medical condition resolves or the situation changes. If the job does not demand too much use of the impaired body part or function, the medical condition is minor, and the worker wants to go to work, the preceding steps are accomplished rapidly. However, some situations do not resolve as quickly and require additional steps. At this stage, the SAW/RTW process evolves into a negotiation between the employee (and his or her advisors) and the employer (and its advisors) regarding whether the employee can return to work. Therefore, steps 2 through 4 may need to be repeated at each level. During each repetition, more participants tend to become involved and the situation can escalate with progressively more opinions, data, resources, and time being required to decide when and if the employee can return to work. For example, in more difficult situations, successive passes require additional assistance from more specialists such as a nurse case manager, physical therapist, an occupational medicine physician, an independent medical examiner, a lawyer, and/or other experts. Functional capacity evaluations may be required to document work capacity. Job analyses may need to be done to document the job demands. The additional effort and resources often produce a paradoxic effect of clouding the situation rather than it by and the of the SAW/RTW process from to most The process when a is worker or not return to work. However, the three the The Stay-at-Work/Return-to-Work What are the worker’s current work capacity, medical and functional What are the functional demands of the If the worker’s functional capacity the functional what is required to an return to Medical conditions as do their on work. 2 provides of the under the SAW/RTW process of the of Medical and on SAW/RTW process does not in it has of the that if the medical condition is and the worker return to work, the process in or is by other by a to process with the resulting from the or If the medical situation for the SAW/RTW process in with the medical process and If the SAW/RTW process in the worker and if under one or more disability benefit is the disability benefits process in with If permanent or long-term of work capacity the process be in with If it what in The by the SAW/RTW process the health and of their and by whether people stay in or from work and all the consequences that from that However, the SAW/RTW process has by and legal of disability benefit This little and process has and consequences for millions of people and and The of this under specific in the SAW/RTW process can be a disability and that and work the of on and make to improve and in and For each of the specific recommendations for are described and to implement these recommendations are of existing or of that than by best a Disability of Disability is Medically a of days work is work of any is The days work result from a of nonmedical such as of and of work, and days are based on nonmedical and are either or in the disability benefits that so much disability is not required. from work is and benefits are based on a decision that a medical condition This that a disability. However, from a medical of people can work at as as is specific medical condition to them from The question of that to be medical are For example, an employee with a on the cannot a but can other tasks until the is from may not be able to work a day in the but work In people often benefits their do not of their available work capacity. these are as as are not is a Disability Medically Medically or Medically that absence from work is required and that only medical and can disability. to the nonmedical that and disability. disability by the that recovery. disability by and and by other recommendations in this all participants about the and of preventable disability. about their in SAW/RTW and can now use the to whether a disability is or If all use these and In to make and business as medical is is prolonged work absence work can but significant harm to a on disability, many with coworkers, that from a and their what do for a in the SAW/RTW process do not the harm that prolonged time from work can that being from work or and do not that the worker’s life has these disability a significant by in the of the American Medical that workers disability benefits quickly and than those with the medical conditions do not disability The that of the their for on workers’ or involved in one in the that in the of an for the on workers’ than for those not are to those of other including of one for workers with pain and the other for is the to preventing disability. that people time from work than people some time from work. that the for return to to after of is the that the of a worker to work by the The current practice of disability effort on those are out of work the from “managing” disability to it and the disability benefits systems to the that disability is an the of to preventing or time from work, preventing of the and an this into the SAW/RTW process that prevent or withdrawal from work. the the should as as during and recovery that for the return to function and of the in and some now on the day of absence or of being of a large workers’ a of to to from the of to lost are also to workers with for prolonged disability to them more from the a Disability a situation and a The of a that at and makes for workers’ in an at and at specific to (and on of recovery. and and Disability and and a may a it is may into the need for or that the may end their also must to with workers’ and/or disability benefits systems and and often to or employees about how their disability benefit work, what to and how to make the process work often to their much about their condition and what can do to the best or workers with these can be The of a specific in a specific situation based on such as the of the medical the and situation at the and the job to medical on the and the after or To must these The sick people from their them the to from and be of with their are to those them to about and their The ability to function and with problems from to people are under function and are more to or If the demands of a situation an ability to and assistance is the process and recovery and return to work be that the current do not these are to of their situation and their effort has to and other of up in that cannot are not identified. when SAW/RTW process participants assistance is not benefit do not medical for that disability and return to work is not In workers’ compensation, are to these and health that doing so lead to for a and However, most of these sick or people do not need need the and that a or employee assistance can much and by out the functional of medical and of people to on their all participants to their SAW/RTW to of the that temporary disability to prevent it to to these or for them. U.S. are between their disability benefit compensation, and long-term their employee assistance and/or their to that employees can into existing makes after a that workers for and their are and Social and that an to the the of and as as the of the SAW/RTW process. the worker his or her much and decision does the employee at the worker with his of can a in a to return to work, when with the Job has to be one of the of disability. may also problems for the worker the SAW/RTW process. The worker may be to resolve such problems by disability many in the SAW/RTW process the of these little has done to them. and workers often use the disability benefit to difficult that are to them but not to these a significant effort to the to the are to the SAW/RTW process do not what is actually any effort on SAW/RTW may be or and a of resources and The SAW/RTW process should into and of and between SAW/RTW develop and that and for and conduct to the of that is now being used by and in a between the employee and the Each focuses on part of job can do other become resources and for the participants as work to resolve the in both employee and with the these situations are and the total of the SAW/RTW process are this a to a with a potentially physical or the of permanent disability the problem is significant during a of medical in more than of cases, those with a of a more workers also are to their of or when sick or In these cases, the physical or the health is required for these the condition his or her to the to medical the of its on function, and functional recovery from the physical can to permanent disability is and However, the current SAW/RTW process often or does not or The of to make a from of and often do not these when a is made, is often or benefits and of health often that is all the need to and functioning in often the of functioning at work. with a describes due to at work, work is often as the in and during the some that are potentially also on that many health do not on functional recovery but with that not and on to current with other may require of as as long-term, to prevent to and SAW/RTW participants about the of and physical problems and them to with these of people with and make for on of The of and an that provides to The all workers’ and all benefits for the The with the medical to for up to days of an to a physical if the and report a between the and specific to is as is a between the and of those as is for up to of the Medical by In disability cases, the medical process is often by nonmedical with often or to or also when or benefits and that the for or is the and of for and benefit in the disability benefit of disability benefit few can the their actions may on a benefit or may are uncomfortable when or of making based on often practice in such situations, not be paid for time and best practices for with these on how to when about that the process. to of medical should not the it and in the about the at work. by may be For example, an occupational medicine to brief the the between benefit that to are in a to do this than other their benefit to whether for employees to in a For example, some up paid time in of sick to and the of employee their short-term disability benefits to more the workers’ benefit and number of are their workers’ to conditions as the of on and to for Disability to for their time and effort in the disability and of the SAW/RTW process. a may those In more situations that benefit from the or the by of often the from quickly or making the often most do not disability their their does not a to out their and may that disability should be included in the of the medical such little on to for the work and time and information to employer and as as on SAW/RTW a for for disability that the and of the work must do in this a (and for and may be to all for disability of concerns about in for these a not a for and make that on of and an of and effort to functional and between and of for the employer to in for the to about the and and The are also paid additional for the effort on in and a of occupational medicine and them to the situation by the or The paid these their for medical a for for case of the and paid as a if the of medical and employer and disability The to to the many more than that lost time between and when the a by of a and to information that what their about their medical conditions and ability to work. of this information be used to and and may be used to or benefits or as the for are often made of this by their The medical does not any to this as of for consequences for may In the must for the and the However, many not about in the of being a health and safety and However, the of from to with some their as to for their and with this through the independent medical process. The SAW/RTW process should the the to the health and and the in a of on and of use to and develop for to in SAW/RTW their to their and the best and the disability of the process from the and it that the is in of making that the employer has a temporary work and that most workers are to on the it that can work a of functional and by any the to them to functional and and such as workdays lost to the of their of and Job workers to on the job is a of disability This often the of work known as temporary work, alternative or that workers return to work at capacity recovery a temporary in job work or work and often requires for the of the not more than in recovery are to return to their usual with or permanent the temporary job modifications such as or to may also for recovery on the modifications employees to their usual jobs that regular are three problems that can prevent workers from on the to temporary work. to temporarily work and many it. to to work to that such are actually to to make arrangements for recovery by the cost of work also the cost of disability benefits to the to workers safe or work the lost The of on and workers may as a end for or workers can it as a and it for be or work or be or do not use their one of their workers or for the to or the physical to job modifications rather than the need for work or require to use work and that and people in out their for the cost of benefits if temporary work is not available to their with to recovery require worker with available to and make resources available to to them implement and these work are now in in many a these significant in and The of makes for a of up to to develop a a to up to for or jobs for employer by the occupational medicine at a in provides and to in up and their work The of requires all with more than employees to an manager, is for to and The disability benefit is often used to other for example, sick to stay and for a also are to benefits medical If these more people in such a is with or with may be and the SAW/RTW process may become for them. if work are to become permanent for workers, both employees and for them. If used to or workers, may become that employees time a medical more about the effect of use of disability benefit by develop and use to and worker for disability benefit all to situations and be and to workers in the SAW/RTW process. to with and their employer benefits case and are involved in the disability benefits individuals in each the SAW/RTW process to the of or For example, an employer a worker not to report a and effort and with employees of the to a with do the In comparison, little has paid to the harm done to or employees when their or employer them poor or or a is the only available to the workers do so only after a problem and involved in an that and disability, and the of poor functional that the cost of of those with legal is approximately more than those The cost of between and than the cost of more effort to and with or that use SAW/RTW and for the of employees with a medical and make a and for to employees poor or in and on and to a in Disability those in occupational medicine and in disability and function is now as a on of life than most medical not of function into their the or more or to and and is by a regular in a he or she may workers to return to work should not and those be all in disability and their in the SAW/RTW the most make and available to on medical and make the and to be with current recommendations that medicine to a from a and the American of with on at all annual in and to those a or a in disability and in and their to a in disability are The of made disability a for in its medical Medical of at and that it. physical has to be an for and that at or to some of work as compared with medical The and the safe return to work. this work and medical are often as so that recommendations become a part of medical and only when that medical must be with current medical best or an as the of as the best available of for that the be on the of and of medical also and requires those independent medical evaluations to a must to and Medical an important in the SAW/RTW process, are too little information to often are the only of information do not any information to the about an functional job their SAW/RTW their of to employee and how to quickly or often information from the to in their tend to use a that does not the information with the or of the often to for benefits rather than to a to the worker return to work. of is not to and often it and more to of to the of it to the for the of and benefit for for or opinions, little or time to or information to the few of simply do not how their or functional for their are by the in the and benefits to use that time and information so can quickly the most important and the need for and all to to the and in functional and to can employer and about the of the and them how to make more information that these case often a to the the day a should one or more or by the can use to them. are to medical with and business to make the process for all and for Stay-at-Work/Return-to-Work involved in a SAW/RTW process about work capacity and job demands to make their on of work disability year, existing and for and are and often In the of make to work capacity, medical and functional employees and make to the functional demands of a that to work most of the However, ability to work is or the an for and The most of the and used to work capacity. all to little has in that functional capacity evaluations than to job In that a of functional capacity used from the as the for their than those the and simply and the workers to their usual that to job than those the and simply the workers to their usual provides of the use to the for SAW/RTW For each question or to be the the or used in an medical compared with a or used in a or The the in time and However, one important has not for information for the occupational of specific medical conditions or of or that the need for specific medical of for the Stay-at-Work/Return-to-Work more in the SAW/RTW process by information and to functional job on the in and them at the benefits them to at the of to and document functional and require of functional capacity and to in their to other occupational medicine workers about activities or them a of to quickly information on to their medicine specialists the of their to with the physical work and the tasks of specific functional job as part of their their process to the job to the large are a of all including each functional demands. few use functional at time of as as at after or to that workers are tasks their and of are to the need to and in and the of and Stay-at-Work/Return-to-Work The SAW/RTW process has not and in or medical to or improve used and millions of the of little or has for those by the with compensation, the to these may to a need for and a of the SAW/RTW process with recommendations on how best to in disability and in the of independent or as and existing to current practices and best and alternative to develop a to the of to all and for of of to of long-term functional disability and a for the long-term of prolonged absence or withdrawal from of and for medical and functional and the functional and occupational to the medical conditions that most to work ability to and the and of functional job in with to for in disability and the of that on and to the and of to between participants in and to for in the SAW/RTW process. most or people can with their problem and make either temporary or permanent life and work a large This does not a and either a prolonged absence or a permanent withdrawal from work. In situations, the SAW/RTW process is and to and the most important to the also for the of for disability this for such a large of all disability a in with prolonged disability should a in Therefore, the of the SAW/RTW process should from “managing” or “evaluating” disability to preventing it. The fundamental reason for most lost jobs is not medical necessity, but the nonmedical decision making and poor functioning of the SAW/RTW process. and by the of preventable disability, and about the of the should to more prevent disability. to improve the SAW/RTW process of and with and and and and that people is for them and for the unfortunate of or disability is the and of available to people with and is also of also is if not to resources and and the SAW/RTW process require and effort as as a to This report and a regular with other to this in progressively This from a report by the and under the of the on and The report by the and as a report by the of on is available in its to only through the under the This by the of on of the and are and with additional from
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.031 | 0.005 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".