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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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Frailty in Older Adults
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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.

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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.

3,562 results · 1 filter active ·
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20002025
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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.
3,562 works in the cohort · of 4,299,418page 1 of 72

Labels cover 11 of 3,562 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 3,562 of 3,562 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Frailty in elderly people
Andrew Clegg, John Young, Steve Iliffe, Marcel G. M. Olde Rikkert, Kenneth Rockwood
2013· review· en· The Lancet· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
9,302
citations
affno abstractunlabeled
Frailty Consensus: A Call to Action
John E. Morley, Bruno Vellas, Gabor Abellán van Kan, Stefan D. Anker, Roberto Bernabei, Matteo Cesari +13 more
2013· article· en· Journal of the American Medical Directors Association· Medicine
distilled prediction:candidate · metaresearchconsensus · none
4,091
citations
afffundunlabeled
A standard procedure for creating a frailty index
Samuel D. Searle, Arnold Mitnitski, Evelyne A. Gahbauer, Thomas M. Gill, Kenneth Rockwood
2008· article· en· BMC Geriatrics· Medicine
distilled prediction:candidate · noneconsensus · none
3,568
citations
afffundaboutunlabeled
Validity and reliability of the Edmonton Frail Scale
Darryl Rolfson, Sumit R. Majumdar, Ross T. Tsuyuki, Adeel Tahir, Kenneth Rockwood
2006· article· en· Age and Ageing· Medicine
distilled prediction:candidate · noneconsensus · none
1,621
citations
affno abstractunlabeled
Frailty Assessment in the Cardiovascular Care of Older Adults
Jonathan Afilalo, Karen P. Alexander, Michael J. Mack, Mathew S. Maurer, Philip Green, Larry A. Allen +3 more
2013· review· en· Journal of the American College of Cardiology· Medicine
distilled prediction:candidate · noneconsensus · none
1,152
citations
afffundunlabeled
A scoping review of the Clinical Frailty Scale
Sophie Church, Emily Rogers, Kenneth Rockwood, Olga Theou
2020· review· en· BMC Geriatrics· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
845
citations
affno abstractunlabeled
Frailty in Older Adults Undergoing Aortic Valve Replacement
Jonathan Afilalo, Sandra Lauck, Dae Hyun Kim, Thierry Lefèvre, Nicolò Piazza, Kevin Lachapelle +20 more
2017· article· en· Journal of the American College of Cardiology· Medicine
distilled prediction:candidate · noneconsensus · none
788
citations
afffundaboutunlabeled
The Identification of Frailty: A Systematic Literature Review
Shelley A. Sternberg, Andrea Wershof Schwartz, Sathya Karunananthan, Howard Bergman, A. Mark Clarfield
2011· review· en· Journal of the American Geriatrics Society· Medicine
distilled prediction:candidate · noneconsensus · none
707
citations
afffundno abstractunlabeled
Aging, frailty and age-related diseases
Tamàs Fülöp, Anis Larbi, Jacek M. Witkowski, Janet E. McElhaney, Mark Loeb, Arnold Mitnitski +1 more
2010· review· en· Biogerontology· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
650
citations
affno abstractunlabeled
Role of Frailty in Patients With Cardiovascular Disease
Jonathan Afilalo, Sathya Karunananthan, Mark J. Eisenberg, Karen P. Alexander, Howard Bergman
2009· review· en· The American Journal of Cardiology· Medicine
distilled prediction:candidate · noneconsensus · none
617
citations

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