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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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Certification study companion series
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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.

16 results · 1 filter active ·
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20242025
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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.
16 works in the cohort · of 4,299,418page 1 of 1

Labels cover 1 of 16 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 16 of 16 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Troubleshooting Control Plane Failure
2025· book-chapter· en· Certification study companion series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Configuring Teams Phone
Fabrizio Volpe
2024· book-chapter· en· Certification study companion series· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affgemma · no categorygpt · no categorymodels agree
ReplicaSets, Replication Controller, and Deployments
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Cluster Maintenance
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Network Policies
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
DaemonSet, CronJob, and Job
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Decision Sciences
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
0
citations
affunlabeled
Autoscaling in Kubernetes
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Introduction to Kubernetes
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Kubernetes Architecture
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Pods in Kubernetes
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Static Pods and Scheduling
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Manifest Management Tools
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Authorization and Authentication
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Kubernetes Version Upgrade Using Kubeadm
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Kubernetes Networking
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Monitoring, Logging, and Alerting
Piyush Sachdeva
2025· book-chapter· en· Certification study companion series· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations

How this was built: Screen · Findings · About