Health economics proving field
Find the record.
Know what you can claim.
Search accepted metadata, inspect provenance and rights, then move only approved evidence into an answer.
Metadata matches are not papers Malonomics has read. Answerable records carry a separately approved evidence packet.
No accepted records match
Try a broader keyword or reset one of the governance filters.
Transparent research harness
Ask the question.
Audit the answer.
Malonomics gives a model only the public evidence allowed for your chosen task, checks its citations, and shows the complete processing trace beside the result.
Running sends your question plus selected sanitized metadata or approved public claim rows to Meta Llama 3.3 70B Instruct FP8 Fast, hosted by Cloudflare Workers AI. Raw PDFs, private notes, and local paths are excluded. Malonomics configures no server-side run storage; completed runs stay only in this browser. Cloudflare states Customer Content is not used to train models or improve services without explicit consent, but does not publish a standard inference-retention period and this processing is not region-pinned. Do not enter personal, confidential, or sensitive information. Read Cloudflare’s data-use policy.
Research brief
Define the run
Use the deterministic claim checker instead
No model is called in this mode. It returns only exact accepted claim rows or a zero-citation refusal.
Auditable result
Research run
Not a blank chat box
Choose a task and evidence scope first. The result will include citations, explicit inferences, limitations, next steps, and an expandable “How this run worked” trace.
Evidence inventory
What the harness may use
Browser-local working set
Your shortlist,
with its boundaries attached.
Saved IDs, your notes, and your research question remain in this browser. Exports contain metadata—not article content.
Working bibliography
Saved records
Your workspace is empty
Save promising records from the Library. Their title, rights state, and evidence depth will travel with the shortlist.
Corpus truth, not coverage theater
What exists.
What emphatically does not.
A sanitized public projection from the governed catalog. Counts are inspectable; maturity claims stay narrow.
Current release facts
Corpus at a glance
Primary derivative
Records by leaf
Claim licensing
Public evidence scope
Release contract
Capability ledger
Metadata discovery155 accepted records; keyword and governed facets
Packet-grounded answersExactly two papers and one fixed comparison
Broad literature synthesisNo coverage or field-authority claim
Raw or parsed content accessNo browser-facing content routes
Transparent model research runsExternal model processing with a visible run trace; no account required
Uploads or server-side workspacesNo user document upload or Malonomics account storage
Release diagnostics
How Malonomics thinks
A research workflow
with brakes.
The product makes discovery useful without allowing metadata, rights uncertainty, or fluent prose to masquerade as evidence.
Recommended loop
From question to portable note
- 01Frame the question
Write the research question once. Malonomics keeps it with your browser-local workspace.
- 02Discover candidates
Search titles, authors, DOI, source, and governed metadata facets. Ranking is not quality.
- 03Inspect before saving
Read identity, claim-license scope, evidence status, and the frozen citation source and date.
- 04Run transparent research
Choose a named task and evidence scope. Review claim citations, inference labels, verification, and the provider trace together.
- 05Annotate and export
Your notes are labeled as user-authored, not evidence, in the exported research trail.
Current limitations
This release does not pretend to be
- a complete health-economics corpus;
- a semantic or exhaustive literature search;
- a PDF reader, source-page proxy, or acquisition tool;
- an account-based or server-saved research workspace;
- an unrestricted model with access to private files or the open web;
- authority for any new download, parsing action, or rights promotion.
Public privacy boundary
What leaves your browser
Search terms and research questions are sent in same-origin request bodies to the Malonomics Cloudflare Worker. Running a model-backed task also sends the question and displayed public evidence scope to Cloudflare’s model service. They are not put in search URLs or stored in a Malonomics account or research database; completed run history is browser-local.
Your shortlist, research question, and personal notes stay in this browser. Workspace exports are generated here, so those private fields are not sent to the export API. Cloudflare still processes ordinary network and request metadata needed to deliver the site.
Built with Llama. The model is created by Meta and hosted for inference by Cloudflare Workers AI. Meta does not endorse Malonomics. Read the Llama 3.3 Community License.