Bibliographic record
Abstract
Cancel half of your clinic visits * (a Halloween hot take) C arl alights from town plenty early, headed to see you.He had a partial nephrectomy for a grade 1 clear-cell six years ago and an ultrasound four weeks ago.He's retired, so doesn't have to fuss missing work, but on his fixed income, the 90 km round trip and parking make a dent.The office is characteristically bustling, and when you make it in to see Carl, your rump barely ricochets off the chair as you say, "Hey Carl, good news!The scan looks clear, no signs of new or spread tumor.Let's do it again in a year."Off he goes.Parking lot, Costco, home.Your clinical sense tells you that the imaging was necessary, but did Carl really need to come all this way for that?Did he need you at all?Recently I riffed on the inefficiency of most of our clinical interactions, but this month, I'll blast right past that with a modest proposal: most clinic appointments don't need to happen. 1 They could be replaced with a " " on a messaging service, a 90-second e-consult, or nothing at all.We function in a public-payer healthcare system that ought to be accountable for its limited resources.This system intends to provide the widest breadth of quality care as possible within that envelope.It is also important to note that while this system writes the checks, it is not specifically concerned with any clinician's income or lifestyle.Refer back here if you become appalled as you read: the pool is finite and unnecessary care may deny necessary care elsewhere.Back to Carl -he needs to know that his scan is fine, or not, or otherwise actionable.Surely, however, he doesn't always need to hear it in person, nor ought the system bear the full cost of overhead and remuneration attributed to such a fleeting exchange of month-old news.Same for a host of other visits.Referrals for simple cysts; incidental 3 mm calcifications on ultrasound; untreated LUTS; three UTIs in 18 months; bedwetting at age nine; a 10º penile curvature; a single PSA of 4.4 in a 72-year-old; a few disquieting hot pees; incidental microlithiaisis,
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.804 | 0.544 |
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".