How we rank
Ordering rules for every list in this directory, stated in full so they can be checked against what you actually see.
What determines the order
- Average published review rating, where a listing has published reviews. Listings without reviews sort after those with them; they are not penalised beyond that.
- Number of published reviews, as a tie-break — a rating over more reviews is a more reliable one.
- Name, alphabetically, as the final tie-break so the order is stable and reproducible rather than arbitrary.
The rating is the plain mean of the overall rating a reviewer gave. It is not weighted by recency, reviewer status, facet scores or anything else.
What plays no part
- Whether the clinic is a Vitrify Software customer.
- Any payment, of any kind. There is no paid placement and no mechanism to buy one.
- Whether the profile has been claimed.
- Clinical outcomes. No such figure is held anywhere in this directory.
Aggregate ratings
An average rating is shown only once a listing has at least three published reviews. A five-star average over one review is technically true and practically misleading, so it is not displayed and not marked up. A group or chain page never shows an aggregate rating at all — a chain-level score is an arithmetic artefact, not something anyone actually reviewed.
The Vitrify Score
Each doctor profile carries a score out of 100. It measures how much this directory knows about a clinician and how well that knowledge is evidenced. It is not a measure of treatment outcomes, success rates or clinical quality, and no factor in it reads anything that could stand in for one. It plays no part in the order of any list — the ordering rules above are the whole of the ordering rules.
The seven factors
| Factor | Weight | What it reads |
|---|---|---|
| Experience | 20 | Years in practice, as recorded on the profile. Saturates at 25 years. |
| Fertility specialisation | 20 | Whether the doctor's recorded specialties are fertility specialties, and whether one of them is their primary specialty. |
| Patient reviews | 15 | The mean of published reviews, drawn toward the middle of the scale until enough of them exist. Not computed below three published reviews — the same threshold that governs whether an average rating is displayed at all. |
| Verification | 15 | How far the listing has been verified, whether the council registration was checked against the register, and how recently a person last re-confirmed the record. |
| Profile completeness | 10 | Ten fields that make a profile usable: qualifications, biography, languages, photograph, practice, role, specialty, experience, registration and years at the practice. |
| Publications | 10 | A researched count of indexed peer-reviewed papers. A count may only be held at all if a cited source records it. |
| Clinic affiliation and accreditation | 10 | Of the clinics a doctor practises at, the strongest on four inputs: ART registration validity, whether the clinic has its own laboratory, whether it has its own pharmacy, and the breadth of ART treatments it offers. |
A factor that cannot be computed leaves the total
Not every fact is known about every doctor. When a factor cannot be computed it is dropped, and it takes its weight out of the total with it: a doctor with no published reviews is scored out of 85, not marked down out of 100. Absence is never scored as zero. Each card says how many of the seven factors went into its score, and the panel beside the list names the ones that did not.
Two factors can never drop. Verification is always known, because every published listing has a verification state. Completeness is always known, because an empty profile is genuinely nought out of ten for completeness — that one is a measurement rather than a gap.
Where a factor is computed but the answer is nothing — a cited publication count of zero, a clinic with no ART treatment recorded against it — it scores zero, because that is a finding rather than an absence. The distinction between “we looked and there is none” and “nobody has looked” is the one this whole design turns on.
When it was computed
A score is computed and stored, not derived when the page loads: the seven factor values, the total, the number of factors used and the version of the formula that produced them are all kept on the record. A score shown on a Tuesday can therefore still be explained on a Friday, after the formula has moved on.
Fees, response times, availability and publications
Four values on each card have no per-doctor fact behind them in most cases. Rather than print a number anyway, each follows the same ladder: a real fact where one exists, otherwise a benchmark about the city clearly marked as such, otherwise an invitation to fill the gap.
- Consultation fee. A fee published by the clinic, with the date it was published, where one exists. Otherwise the typical range for the city, marked City typical — a fact about the market, not about the doctor. The clinic sets its own fee and it varies by case.
- Response time. Always the city benchmark, never a per-doctor figure. Nothing in this directory measures how quickly any clinic replies, so no such claim is made about a named clinician.
- Availability. The clinic’s own published opening hours where it has published them, otherwise the usual opening pattern for the city. Never a next appointment slot: there is no calendar integration anywhere in this directory and there is no way to know.
- Publications. The researched count where a source cites one, otherwise an invitation to add it.
Every benchmark carries the number of clinics it was derived from, the date it was derived and its source. A blank on a profile is an invitation to complete it, and nothing more: an incomplete profile is never ranked lower for being incomplete, because ordering is rating, review count and name, and nothing else.
- Verified against cited public sources
- No paid placement, ever
