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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 Research Studies
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
venuejournal
aboutaboutness

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

4,686 results · 1 filter active ·
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20002025
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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.
4,686 works in the cohort · of 4,299,418page 8 of 94

Labels cover 13 of 4,686 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 4,686 of 4,686 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Vitamin D for the management of multiple sclerosis
Vanitha A Jagannath, Graziella Filippini, Israel Júnior Borges do Nascimento, Carlo Di Pietrantonj, Edward W Robak, Liz Whamond
2018· review· en· Cochrane Database of Systematic Reviews· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
130
citations
affno abstractunlabeled
The multiple sclerosis prodrome
Naila Makhani, Helen Tremlett
2021· review· en· Nature Reviews Neurology· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrityconsensus · research_integrity
129
citations
affunlabeled
Pediatric multiple sclerosis
Amy Waldman, Jayne Ness, Daniela Pohl, Isabella Laura Simone, Banu Anlar, Maria Pia Amato +1 more
2016· review· en· Neurology· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
129
citations
affno abstractunlabeled
The Properties of Cytokines in Multiple Sclerosis: Pros and Cons
Kexin Wang, Feng Song, Alejandro Fernandez-Escobar, Gang Luo, Junhui Wang, Yu Sun
2018· review· en· The American Journal of the Medical Sciences· Medicine
distilled prediction:candidate · metaresearch+stsconsensus · none
128
citations
afffundvenueaboutunlabeled
Treatment Optimization in Multiple Sclerosis: Canadian MS Working Group Recommendations
Mark S. Freedman, Virginia Devonshire, Pierre Duquette, Paul S. Giacomini, Fabrizio Giuliani, Michael C. Levin +5 more
2020· review· en· Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques· Medicine
distilled prediction:candidate · metaepi_narrow+sts+research_integrityconsensus · sts
126
citations
fundno affno abstractunlabeled
Genome-wide association study of severity in multiple sclerosis
Farren Briggs, Xiaorong Shao, Benjamin A. Goldstein, Jorge R. Oksenberg, Lisa F. Barcellos, Philip L. De Jager
2011· article· en· Genes and Immunity· Medicine
distilled prediction:candidate · noneconsensus · none
126
citations
affaboutunlabeled
Five years before multiple sclerosis onset: Phenotyping the prodrome
José M.A. Wijnands, Feng Zhu, Elaine Kingwell, Yinshan Zhao, Okechukwu Ekuma, Xinya Lu +4 more
2018· article· en· Multiple Sclerosis Journal· Medicine
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
122
citations
affunlabeled
Astrocytes in multiple sclerosis
Samuel K. Ludwin, Vijayaraghava T.S. Rao, Craig S. Moore, Jack P. Antel
2016· review· en· Multiple Sclerosis Journal· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
120
citations
affunlabeled
Efficacy classification of modern therapies in multiple sclerosis
Imtiaz A. Samjoo, Evelyn Worthington, Christopher Drudge, Melody Zhao, Chris Cameron, Dieter A. Häring +3 more
2021· article· en· Journal of Comparative Effectiveness Research· Medicine
distilled prediction:candidate · noneconsensus · none
118
citations
affno abstractunlabeled
Depression associated with multiple sclerosis
Anthony Feinstein, Karen Feinstein
2001· article· en· Journal of Affective Disorders· Medicine
distilled prediction:candidate · noneconsensus · none
118
citations
affunlabeled
MRI criteria for multiple sclerosis
Cecil D. Hahn, Manohar Shroff, Susan Blasér, Brenda Banwell
2004· article· en· Neurology· Medicine
distilled prediction:candidate · noneconsensus · none
118
citations
affno abstractunlabeled
Analysis of the mitochondrial proteome in multiple sclerosis cortex
Laurie Broadwater, Ashish Pandit, Robert J. Clements, Sausan Azzam, Jonathan Vadnal, Michael Sulak +4 more
2011· article· en· Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
117
citations

How this was built: Screen · Findings · About