Lifetime mood, anxiety, and drug use disorders are common in the United States population
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.
Bibliographic record
Abstract
Conway KP, Compton W, Stinson FS, et al . Lifetime comorbidity of DSM-IV mood and anxiety disorders and specific drug use disorders: results from the national epidemiologic survey on alcohol and related conditions. J Clin Psychiatry 2006;67:247–57.[OpenUrl][1][CrossRef][2][PubMed][3][Web of Science][4] Q What are the national lifetime prevalence and associations of specific mood, anxiety, and drug use disorders in the United States? ### ![Graphic][5]</img>Design: Cross sectional study. ### ![Graphic][6]</img>Setting: General population, US, 2001–02. ### ![Graphic][7]</img>Population: 43 093 people aged over 18 years old (National Epidemiological Survey on Alcohol and Related Conditions (NESARC) sample). ### ![Graphic][8]</img>Assessment: Face to face interview using the Alcohol Use Disorder and Associated Disabilities Interview Schedule DSM-IV Version. The anxiety and mood disorder diagnoses assessed were social phobia, generalised anxiety disorder, specific phobia, panic disorder (with and without agoraphobia), mania, hypomania, dysthymia, and major depression. People with mood and anxiety disorders solely due to drug use, bereavement, or a medical condition were excluded from analyses. The … [1]: {openurl}?query=rft.jtitle%253DThe%2BJournal%2Bof%2Bclinical%2Bpsychiatry%26rft.stitle%253DJ%2BClin%2BPsychiatry%26rft.aulast%253DConway%26rft.auinit1%253DK.%2BP.%26rft.volume%253D67%26rft.issue%253D2%26rft.spage%253D247%26rft.epage%253D257%26rft.atitle%253DLifetime%2Bcomorbidity%2Bof%2BDSM-IV%2Bmood%2Band%2Banxiety%2Bdisorders%2Band%2Bspecific%2Bdrug%2Buse%2Bdisorders%253A%2Bresults%2Bfrom%2Bthe%2BNational%2BEpidemiologic%2BSurvey%2Bon%2BAlcohol%2Band%2BRelated%2BConditions.%26rft_id%253Dinfo%253Adoi%252F10.4088%252FJCP.v67n0211%26rft_id%253Dinfo%253Apmid%252F16566620%26rft.genre%253Darticle%26rft_val_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Ajournal%26ctx_ver%253DZ39.88-2004%26url_ver%253DZ39.88-2004%26url_ctx_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Actx [2]: /lookup/external-ref?access_num=10.4088/JCP.v67n0211&link_type=DOI [3]: /lookup/external-ref?access_num=16566620&link_type=MED&atom=%2Febmental%2F9%2F4%2F113.atom [4]: /lookup/external-ref?access_num=000235931000011&link_type=ISI [5]: /embed/inline-graphic-1.gif [6]: /embed/inline-graphic-2.gif [7]: /embed/inline-graphic-3.gif [8]: /embed/inline-graphic-4.gif
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it