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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.

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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
Topic
Retraction
Abstract
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Study design
Label agreement
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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
venuejournal
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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
Evidence
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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 5 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.

afffundno abstractunlabeled
Reducing clinical trial risk in multiple sclerosis
Cassandra De Gasperis-Brigante, Jayson L. Parker, Paul O’Connor, Tania Bruno
2015· article· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
10
citations
afffundno abstractunlabeled
From bugs to brains: The microbiome in neurological health
Kyla A. McKay, Kaarina Kowalec, Fiona S. L. Brinkman, B. Brett Finlay, Marc S. Horwitz, Amee R. Manges +2 more
2016· editorial· en· Multiple Sclerosis and Related Disorders· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
9
citations
affno abstractunlabeled
In the era of antiviral trials for MS, the answer lies in the details
Natalia Drosu, Kjetil Bjørnevik, Philippe‐Antoine Bilodeau, E. Ann Yeh, Jeannette Lechner‐Scott, Christopher H. Hawkes +2 more
2024· editorial· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · metaresearch+research_integrityconsensus · none
9
citations
affno abstractunlabeled
Are we ready for CD19-targeted CAR T-cell therapies in MS?
Gavin Giovannoni, Christopher H. Hawkes, Jeannette Lechner‐Scott, Michael Levy, E. Ann Yeh
2023· editorial· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
8
citations
affno abstractunlabeled
Chlamydia pneumonia infection and risk of multiple sclerosis: A meta-analysis
Delaram Arjmandi, Zahra Graeili, Parisa Mohammadi, Mahdi Arshadi, Mehrdad Jafari Tadi, Ali Ardekani +8 more
2023· review· en· Multiple Sclerosis and Related Disorders· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
8
citations
fundno affunlabeled
Impact of sex on clinical outcome in early Multiple Sclerosis
N S Gottwald, Susanna Asseyer, CHANGHUNG A. CHIEN, Jelena Brasanac, Ahmad T. Nauman, R Rust +7 more
2024· article· en· Multiple Sclerosis and Related Disorders· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
8
citations
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How this was built: Screen · Findings · About