Explore, not diagnose: why Homeoco Expert does not give you a remedy

An artificial intelligence tool applied to homeopathy could, technically, display a single remedy at the top of the list with a certainty percentage.

Some practitioners who discover Homeoco Expert indeed expect that and are sometimes surprised not to get it.

It is not a technical limitation we have not yet overcome. It is a design choice, at the heart of the tool’s positioning:

Explore, not diagnose.

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Why six sheets and not one remedy?

When you submit a case to direct search, Homeoco Expert offers you six remedy sheets that appear to match.

Six, not one.

This number is not arbitrary. It corresponds to what remains readable and comparable for a practitioner: beyond that, the list becomes a database to sort; with a single result, the tool ceases to be a thinking aid and becomes an answer.

However, similarity is judged on the whole case: a particular modality, the behavior observed during the consultation, the patient’s history, or certain elements that are not necessarily transcribed in the observation.

A system that analyzes only the text you submit does not have access to all these elements.

A tool that displays a single remedy gives the illusion of having decided for you. It has only processed the information you transmitted to it.

The six sheets are therefore presented without a hierarchy of clinical certainty.

They are not ordered according to a probability of therapeutic success and the rank of a remedy in the list does not prejudge its correctness.

These are six lines of reading that you can compare with what you know about the patient: what you could have done by opening multiple chapters of medical material, but with much faster access to information.


What the tool actually does and what it does not do

The distinction is based on the nature of the operation performed.

What Homeoco Expert does:

  • it links the text of your case with the medical material and repertory content it has: AI‑synthesized sheets from Boericke, Clarke and Boger; Boger repertory (Synoptic Key);
  • it proposes repertory headings from the whole case, whereas a classic repertory requires a heading‑by‑heading search;
  • it allows you to compare results side by side, in a readable format.

What Homeoco Expert does not do:

  • it does not make any diagnosis, homeopathic or medical;
  • it does not assess the severity of a clinical picture and does not detect warning signs;
  • it does not prescribe, choose a dilution, set a dosage or a dosing schedule;
  • it does not constitute a medical device.

This last point is essential.

Homeoco Expert is a documentary research tool: it works on texts of medical material and repertory, not directly on a patient.

Responsibility remains full and it is structural

A practitioner who prescribes after consulting Homeoco Expert assumes responsibility as when consulting a medical material book or a repertory.

The tool offers documentary leads.

The selection of the remedy, the choice of dilution, the decision to prescribe or not, as well as any possible referral to a complementary examination or another professional, fall under the practitioner’s judgment.

Because he/she knows the patient, his/her history and the clinical context in which the request is made.

This also implies a vigilance that no documentary tool can replace:

the remedy that appears best indicated on paper remains inappropriate if the situation requires conventional or urgent medical care.

Homeoco Expert cannot make this decision for you and was not designed for that.

The disclaimer, commented

Each page of the site includes a responsibility notice.

It precisely describes the framework for using Homeoco Expert.

« Homeoco Expert is a documentary research tool in medical matter and homeopathic repertory. »

Documentary research means that the object of the work is a corpus of texts and not directly a patient.

The offered sheets are syntheses produced by AI from Boericke, Clarke and Boger. They therefore do not correspond to the raw source texts displayed as such.

Access to the full translated sources is planned. In the meantime, it is important to keep in mind that these are syntheses.

« It does not make a diagnosis and does not constitute a medical device. »

Homeoco Expert is not intended to produce an individual diagnostic or therapeutic decision.

Its role is upstream: to facilitate access and comparison of content from medical material and the repertory.

« The choice, validation and prescription of the treatment are in all circumstances the full and complete responsibility of the practitioner, in complement to a classic medical care. »

In complement is essential here.

The use of homeopathy does not replace clinical examination, medical diagnosis and conventional treatments when they are necessary.

Why this stance is a choice, not a simple precaution

It would undoubtedly be more spectacular to announce a remedy accompanied by a confidence score.

We have chosen not to do so.

A tool that decides for you gradually risks replacing part of the reasoning: repertorising, reading medical material, exercising judgment on similarity.

Homeoco Expert adopts the opposite approach.

It offers you several directions and lets you confront them.

The time saved is therefore not the practitioner’s reasoning time but the time devoted to documentary research.

This also distinguishes Homeoco Expert from a generalist conversational assistant.

Homeoco Expert was specifically designed around identified homeopathic corpora with a clear positioning: to propose documentary leads without producing a clinical verdict.

What this means for you

Concretely, using Homeoco Expert implies three things:

  • you read and confront the sheets, you do not apply them automatically. A sheet that appears to match can be discarded if it contradicts what you have observed;
  • you keep control over the repertorisation. The headings proposed from the case constitute a work proposal: you can verify, correct, complete or discard them;
  • you remain responsible for your prescription, as you already are in your practice.

In return, you quickly gain access to documentary research work that would normally require much more time.

€10 excl. tax/month or €100 excl. tax/year, that is two months free, with one free month upon registration.

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FAQ

Does Homeoco Expert make a diagnosis?
No. Homeoco Expert is a documentary research tool in medical matter and homeopathic repertory. It makes neither a homeopathic nor a medical diagnosis and does not constitute a medical device.

Why does the tool offer six remedies instead of a single one?
Because the choice of remedy lies with the practitioner. Six sheets remain readable and comparable while leaving the decision open. A single result would give the impression of a verdict that the tool is not intended to produce.

Does the order of the proposed remedies indicate a probability?
No. The sheets are presented as leads that appear to match the submitted case. The rank of a remedy is not a clinical probability score and does not prejudge its correctness.

Who is responsible for the prescription?
The practitioner, fully and in all circumstances. Using Homeoco Expert does not transfer or share this responsibility.

Can AI replace the homeopathic practitioner?
No. An AI system analyzes the information transmitted to it. It does not directly observe the patient and does not have all the elements perceived or collected during a consultation. The interpretation of the case and the decision therefore remain the practitioner’s domain.

On which sources does Homeoco Expert rely?
The currently available repertory is Boger’s (Synoptic Key). Boericke and then Kent are planned.
The medical material sheets are syntheses produced by AI from Boericke, Clarke and Boger. Access to the full translated sources is also in preparation.

Can the tool be wrong?
Yes. The proposed leads may not contain the ultimately chosen remedy or may present remedies that do not match the real case.
That is precisely why Homeoco Expert does not produce a verdict: the practitioner retains control of the interpretation.

Are the proposed headings automatically validated?
No. They are proposals derived from the text of your case, which you can verify, correct, complete or remove.
The repertorisation remains under your control.

Will this stance evolve?
The features will continue to evolve: semantic search, new documentary bases and content enrichment.
The principle will nevertheless remain the same:

Homeoco Expert is a documentary exploration tool.


Warning

Homeoco Expert is a documentary research tool in medical matter and homeopathic repertory (Boger base; Boericke and Kent forthcoming), with sheets synthesized by AI from the texts of Boericke, Clarke and Boger. Access to the full translated sources is forthcoming.
It does not make a diagnosis and does not constitute a medical device. The choice, validation and prescription of the homeopathic treatment are in all circumstances the full and complete responsibility of the practitioner, in complement to a classic medical care.