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OpenBfS/kemf/ai-sr-litscreen

opencode:12475

Programmable large‑language‑model workflows for high‑sensitivity, cost‑efficient title and abstract screening in systematic reviews, including ready‑to‑run Jupyter notebooks for open‑source and OpenAI ‘mini’ models and example input templates.

Entity type · RepositoryPublic dossier · indexable13 Aug 2026, 16:56

Identity extends only as far as the published stable identifier or explicit mapping. Similar names are not merged. Missing links mean not observed in the bounded sources—not absent in reality.

identity ≠ name similarity · edge ≠ causality

9direct evidenced connections

9exact-identifier edges

10referenced source snapshots

5published attributes

ONE-HOP EVIDENCE

Every direct connection and its proof

The relation label and evidence class describe the entire claim. Open the source record before drawing a broader conclusion.

Exact identifieredge:0aaf5ca95f72ca58ca736cdc

Relationshipdeclares_dependency

Software packageOllama SDK

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:147c7cf27c836239c8bfef9a

Relationshipdeclares_dependency

Software packageLangChain Core

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:5f464ec9e71853d0836965e0

Relationshipdeclares_dependency

Software packageLangChain Community

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:6c0ded767f24f8f5ae9d50ff

Relationshipdeclares_dependency

Software packagescikit-learn

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:7e876bf833ba64b76b877a06

Relationshipdeclares_dependency

Software packageLangChain · Text Splitters

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:82bc8e9a121a19acaa19fbe6

Relationshipdeclares_dependency

Software packageLangChain OpenAI

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:e58aeb11cee530b4e6687944

Relationshipdeclares_dependency

Software packageLangChain · Ollama

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:e9512dc47b67577e56b01151

Relationshipdeclares_dependency

Software packageLangChain

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:f7df6bb186dca689c5c7a410

Relationshipdeclares_dependency

Software packageOpenAI SDK

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

PUBLISHED ATTRIBUTES

Fields retained with this identity

Attributes are descriptive source fields. They do not create cross-dataset identity unless an edge states that join explicitly.

Ai Package Count: 9
Commit Sha: 1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428
Last Activity At: 2026-08-13T12:13:52.094Z
Path With Namespace: OpenBfS/kemf/ai-sr-litscreen
Tree Complete: true

PROVENANCE

Inspect the source snapshots

A source snapshot describes what was available at collection time. Corrections and later publications can change future observations.

01

german-public-sector-ai-code-radaropencode:12475 · opencode_project_id_and_commit

02

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:ollama · repository_commit_manifest_package_identity

03

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:langchain-core · repository_commit_manifest_package_identity

04

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:langchain-community · repository_commit_manifest_package_identity

05

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:scikit-learn · repository_commit_manifest_package_identity

06

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:langchain-text-splitters · repository_commit_manifest_package_identity

07

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:langchain-openai · repository_commit_manifest_package_identity

08

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:langchain-ollama · repository_commit_manifest_package_identity

09

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:langchain · repository_commit_manifest_package_identity

10

german-public-sector-ai-dependency-atlasopencode:12475@1ccd1f9b7dc9c14fe21cabd193cd02f2d7c79428:pypi:openai · repository_commit_manifest_package_identity

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IndexPublic AI outcome ledgerFollow public AI funding from projects and organizations to reported outputs and citations. Every connection retains its evidence; patents and procurement appear only with exact identifier bridges.Provenance checkPublic-sector AI system passportSee which public records can be linked to each published government AI system through stable identifiers or exact source-declared repository URLs—with a source for every edge and visible evidence boundaries.IndexPublic AI actorsSearch organizations across funding, research, procurement, influence and infrastructure. Every role stays tied to its source; matching names are queued for review only.