Bibliographic record
Abstract
Hoarding behavior has been reported as occurring both within and independently of obsessive— compulsive disorder (OCD). It is characterized by the acquisition of possessions of limited value or utility, accompanied by a failure to discard those same possessions, and it can result in mild to severe impairment; appears to follow a chronic, progressive course; and has traditionally been seen as largely treatment refractory, with impaired motivation for treatment cited as a major factor. Theoretical models have proposed information-processing deficits, distorted beliefs and cognitions, and excessive attachment to objects. This article reports a 5-year follow-up of a case of chronic, progressive hoarding behavior, co-occurring with OCD and impulse control disorder. It describes the attempted treatment modalities and their long-term results. It may be of specific interest to clinicians as the client is unique in her ability to articulate cognitions and emotion with regard to the hoarding behavior. Motivational factors are highlighted.
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.
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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".