Bibliographic record
Abstract
During my residency and first years of practice in the late 60s and early 70s, it was not unusual to see patients with neglected hands with obvious wasting of the abductor polli-cus brevis muscle, clumsiness, weakness and loss of sensation in the median nerve distribution. It was common practice to add some type of opponens tendon transfer to the carpal tunnel release procedure – frequently the Camitz procedure. During the past two decades the situation has changed drastically. The condition has now become ‘popular’ with family doctors, patients, coworkers, lawyers and others. Previously, we had to educate the public in early recognition of this condition. Now our problem is to make the correct diagnosis! Since my ‘semiretirement’ and since becoming a ‘hand physician’ (a plastic surgeon who does not operate but sees only hand patients), almost every patient with some type of tingling and pain in any finger is referred with the diagnosis of ‘carpal tunnel syndrome’! So, why this change? I would like to offer some suggestions. The family physicians in our area (Toronto, Ontario) are generally very busy and often do not have the time to go into the details of the history, order an electromyogram and nerve conduction study, which most of the time are positive, and refer the patient. And, while I am on this subject, I have never had much use for these tests – with some exceptions. I used to operate on patients with definite positive provocative tests and failure of conservative management. I have been known to state that, “I do not operate on x-rays or EMGs, only on hands!” However, they are helpful in the diabetic patient with peripheral neuropathy and, in some individuals, with the ‘double crush’ syndrome (ie, carpal tunnel syndrome and cervical radiculopathy). The tests may also be required by some third parties such as the Workplace Safety & Insurance Board of Ontario or insurance companies. There are several problems with these studies: They quite often do not correlate with the physical findings. They are highly subjective and the results can differ among laboratories (even the normal values). Most of the symptoms happen during the night but the tests are performed during the day when the patient may be symptomless. My biggest objection, however, deals with the report, which is quite often shown to the patient and states that the patient requires an operation! What can we do about it? We should present our thoughts and opinions in postgraduate presentations, rounds and talks to the medical students.
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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.009 |
| Scholarly communication | 0.004 | 0.010 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.012 | 0.013 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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".