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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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Benchmarking An International Journal
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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
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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.

44 results · 1 filter active ·
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20032025
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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.
44 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 44 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 44 of 44 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
The internet of things in the food supply chain: adoption challenges
Ammar Mohamed Aamer, Mohammed Ali Al‐Awlaqi, Ifadhila Affia, Silvia Sagita Arumsari, Nabeel Mandahawi
2021· article· en· Benchmarking An International Journal· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
113
citations
aboutno affunlabeled
Performance measurement of AMT: a cross‐regional study
Carlo A. Mora‐Monge, Suhasini Subba Rao, Marvin E. González, Amrik S. Sohal
2006· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
65
citations
affunlabeled
A benchmark-based method for sustainable product design
Arash Hosseinpour, Qingjin Peng, Peihua Gu
2015· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
45
citations
aboutno affunlabeled
Human resources analytics: where do we go from here?
Prakash Chandra Bahuguna, Rajeev Srivastava, Saurabh Tiwari
2023· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
37
citations
affunlabeled
Prioritization of Six-Sigma project selection
Dotun Adebanjo, Premaratne Samaranayake, Fereshteh Mafakheri, Tritos Laosirihongthong
2016· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
29
citations
affaboutunlabeled
Benchmarking web site functions
Hugues Boisvert, Marie‐Andrée Caron
2006· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
26
citations
affunlabeled
US and German activity‐based costing
Franz W. Kellermanns, Majidul Islam
2004· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
20
citations
affunlabeled
Benchmarking for entrepreneurial survival
Ruth McKay, Ed Chung
2005· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
16
citations
affunlabeled
Patient attitudes toward physicians
Mahmud Akhter Shareef, Yogesh K. Dwivedi, Norm Archer, Mohammad Mahboob Rahman
2018· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
10
citations
affunlabeled
Supply chain risks in the dairy industry
Michael Wang, Samsul Islam, Wei Yang
2025· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
9
citations
affaboutunlabeled
Inventory management practices at a big-box retailer: a case study
Haya Esrar, Hossein Zolfaghariania, Hong Yu
2022· article· en· Benchmarking An International Journal· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · none
7
citations

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