Bibliographic record
Abstract
Bipolar disorder (BD), previously known as “manic depressive illness,” is a recurrent chronic disorder characterised by mood and energy-state fluctuations. People who have BD comprise more than 1% of the world’s population from all nationalities, ethnic origins, and socioeconomic statuses. There are four different types of bipolar-related disorders: bipolar disorder I, bipolar disorder II, cyclothymic disorder, and unspecified BD, which are classified by different patterns of manic, hypomanic, and depressive episodes. Where manic and hypomanic episodes are both states of increased activity, energy, or agitation, hypomanic episodes only last around four consecutive days and are less severe compared to manic episodes, which last around one week. Depressive episodes are characterised by feelings of despair and a loss of interest in previously enjoyed activities. Like many other psychological disorders, BD is often difficult to diagnose accurately in clinical practice due to large variations in individual symptoms, symptom overlap, or lack of approved biomarkers. Additionally, because many patients with BD only seek treatment for depressive episodes, many BD patients are initially misdiagnosed. Two studies conducted in 1999 and 2000 found that nearly 40% of patients with BD are initially diagnosed with unipolar depression. Previous diagnosis criteria for the types of BD were also overly restrictive. For example, according to the 4th edition of the Diagnostic and Statistical Manual of Mental Disorders (DSM-4) criteria, bipolar disorder II requires an episode of mania or hypomania lasting four days, even though many experts believe that the average duration of the hypomanic state ranges between one to three days. Moreover, it is often difficult to elicit a past history of hypomanic episodes from patients because of its milder presentation. For many patients, the increased energy and activity experienced during hypomanic episodes may not even be considered negative, and thus will go unreported. Currently, the DSM-5 contains the most widely acknowledged diagnostic classifications for bipolar disorder.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.167 | 0.076 |
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".