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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Multiple Sclerosis and Related Disorders
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Retraction
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

487 results · 1 filter active ·
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20102025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
487 works in the cohort · of 4,299,418page 8 of 10

Labels cover 4 of 487 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 487 of 487 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
IS MULTIPLE SCLEROSIS A MICROGLIOPATHY?
Christopher H. Hawkes, Gavin Giovannoni, Jeannette Lechner‐Scott, Michael Levy, Ann Ming Yeh
2025· editorial· en· Multiple Sclerosis and Related Disorders· Neuroscience
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
3
citations
afffundaboutunlabeled
Comparison of vision-related quality of life in NMOSD and MOGAD
Adnan A Gassan, Andrea König, Rosane Nisenbaum, Mark S. Freedman, Liesly Lee, Ruth Ann Marrie +6 more
2025· article· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · noneconsensus · none
2
citations
afffundno abstractunlabeled
Multiple sclerosis in children
Brenda Banwell
2011· editorial· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · metaepi_narrow+research_integrity
2
citations
affno abstractunlabeled
Is it ethical to use teriflunomide as an active comparator in phase 3 trials?
Gavin Giovannoni, Christopher H. Hawkes, Jeannette Lechner‐Scott, Michael Levy, E. Ann Yeh
2023· review· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrityconsensus · research_integrity
2
citations
affno abstractgemma · no categorygpt · no categorymodels agree
Design and Baseline Characteristics of Phase 3, Double-Blind, Randomised Trials Evaluating the Efficacy and Safety of Evobrutinib Versus Teriflunomide in Relapsing Multiple Sclerosis (evolutionRMS 1 and 2)
Xavier Montalbán, Patrick Vermersch, Douglas L. Arnold, Amit Bar‐Or, Bruce Cree, Anne H. Cross +11 more
2023· article· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Potential mechanisms of how B-cell depletion works in MOGAD
Philippe‐Antoine Bilodeau, E. Ann Yeh, Jeannette Lechner-Scott, Christopher H. Hawkes, Gavin Giovannoni, Michael L. Levy
2025· editorial· en· Multiple Sclerosis and Related Disorders· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
1
citations
affno abstractunlabeled
Migraine and multiple sclerosis: The final answer?
Christopher H. Hawkes, Gavin Giovannoni, Jeannette Lechner‐Scott, Michael Levy, E. Ann Yeh
2023· editorial· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Validity of model for predicting risk of relapse in MOGAD
Philippe‐Antoine Bilodeau, Brian C. Healy, E. Ann Yeh, Gavin Giovannoni, Christopher Hawkes, Jeannette Lechner-Scott +1 more
2025· article· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Treatment of First and Subsequent Attacks in Multiple Sclerosis
Christopher H. Hawkes, Gavin Giovannoni, Jeannette Lechner‐Scott, Michael Levy, Ann Ming Yeh
2025· editorial· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations

How this was built: Screen · Findings · About