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Record W2089823034 · doi:10.1176/pn.39.6.0009

More Workers Getting Treatment For Depression, but It’s Inadequate

2004· article· en· W2089823034 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePsychiatric News · 2004
Typearticle
Languageen
FieldHealth Professions
TopicWorkplace Health and Well-being
Canadian institutionsnot available
Fundersnot available
KeywordsDepression (economics)PsychiatryGreat DepressionMedicineHealth careDemographyPsychologyPolitical scienceEconomic growthEconomicsSociology

Abstract

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Back to table of contents Previous article Next article Health Care EconomicsFull AccessMore Workers Getting Treatment For Depression, but It's InadequateMark MoranMark MoranPublished Online:19 Mar 2004https://doi.org/10.1176/pn.39.6.0009The economic burden of depression remained relatively stable in the 1990s, despite a dramatic increase in the proportion of people with depression being treated.A 10-year study on the economic burden of depression appearing in the January Journal of Clinical Psychiatry found that the annual cost of depression (including major depression, bipolar disorder, and dysthymia) rose just 7 percent in inflation-adjusted dollars between 1990 and 2000, despite a more than 50 percent increase in the number of people being treated for the condition.Of the $83.1 billion spent in 2000 on the treatment of depression and related expenses, $26.1 billion (31 percent) were direct medical costs, $5.4 billion (7 percent) were suicide-related mortality costs, and $51.5 billion (62 percent) were workplace costs.But study author Ronald Kessler, Ph.D., believes that behind the good news about stable costs and increasing treatment numbers is a less-encouraging story of substandard care."It's striking that we have known for a couple of years now that the number of people in treatment for depression has gone up, and you would expect that the cost of treatment would have skyrocketed," Kessler, an epidemiologist at Harvard Medical School, told Psychiatric News. "But once you get inside the numbers, the news is not so good. Many more people are getting pharmacotherapy from a primary care physician, but they may not be getting it at the adequate dose or for the appropriate amount of time."Kessler, a professor of health care policy at Harvard Medical School, said he believes much of the increase in numbers of people being treated is driven by patients who seek out medication from a primary care doctor, but who are very liable to stop taking medication as soon as they begin to feel better."These people are much more likely to take a pill for 15 days or 30 days and then drop out of treatment when they feel a little bit better," Kessler said. "So, the downside of the increasing numbers of people being treated and the cost of staying stable is that we are spending a lot of dollars on people who are not getting adequate treatmentHe added that he believes better coordination of care between primary care and psychiatrists and mental health specialists is the key to cost-effective, high-quality care."Paul Greenberg, M.A., M.B.A., who co-wrote the report with Kessler, told Psychiatric News the study found much of the treatment of depression had shifted from inpatient to outpatient—specifically, primary care—settings."This is not going to come as a surprise to psychiatrists," he said. "In 1990 about two-thirds of direct medical costs were hospital days. By 2000 inpatient care accounted for only a third of direct medical costs."Greenberg is managing principal at Analysis Group, an economic, financial, and strategy consulting firm with offices throughout the United States and Canada.Kessler and Greenberg used a human capital approach—an analytical tool used to measure an individual's productive capacity—to develop prevalence-based estimates of direct costs of depression, mortality costs arising from depression-related suicides, and costs associated with depression in the workplace.Among the study's most striking findings is the persistence of the workplace as the site where depression exacts its highest economic toll."The majority of costs still show up in the workplace in the form of reduced capacity to work," Greenberg told Psychiatric News. "These are people who show up for work but can't work at their usual level of performance, as well as people who cannot show up for work at all. So absenteeism and 'presenteeism' continue to be economic factors in the cost of depression."Clearly, the activities of daily living for a depressed person are dramatically adversely affected," Greenberg said.And he noted also an important implication of the study findings: as economic conditions improve, more people are employed and covered by health insurance and therefore more likely to be treated when they are depressed. Conversely, in a sluggish economy fewer people will be employed and able to access care.Kessler echoed the importance of the cost of depression in the workplace, citing it as an area of immense opportunity."There is an entire burgeoning area of literature that looks at the impact of medical conditions on role performance," Kessler said. "Depression is one of the most costly conditions in the workplace, and the majority of dollars for health care comes from employers. They are very interested in knowing what they are getting for their dollar. Where once mental health was likely to be the first thing cut, today a lot of forward thinking employers are seeing the value of high-quality mental health care." ▪ ISSUES NewArchived

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Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.666
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.041
GPT teacher head0.397
Teacher spread0.357 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it