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Upstream-Intelligence/specialty-clinic-synthetic-claims

Specialty Clinic Synthetic Claims Sample This sample contains 1000 generated-from-scratch synthetic healthcare claim rows. Use case: Model specialty clinic procedure authorization, documentation, and payer coverage friction across multi-specialty outpatient settings. Synthetic-Only Boundary No PHI. No customer data. No patient-level source records. Generated from public healthcare references, explicit modeling assumptions, and deterministic synthesis code.… See the full description on the dataset page: https://huggingface.co/datasets/Upstream-Intelligence/specialty-clinic-synthetic-claims.

sourceHugging Faceotherupdated 4mo agoView on Hugging Face
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Specialty Clinic Synthetic Claims Sample

This sample contains 1000 generated-from-scratch synthetic healthcare claim rows.

Use case: Model specialty clinic procedure authorization, documentation, and payer coverage friction across multi-specialty outpatient settings.

Synthetic-Only Boundary

  • —No PHI.
  • —No customer data.
  • —No patient-level source records.
  • —Generated from public healthcare references, explicit modeling assumptions, and deterministic synthesis code.

Dataset Files

  • —Sample data: specialty-clinic.csv
  • —Manifest: public_sample_manifest.json
  • —Public source manifest: public_source_manifest.json
  • —Synthetic-only attestation: synthetic_only_attestation.json

Schema

  • —Schema version: 0.4.0
  • —Total columns: 58
  • —Specialty context columns: specialtyserviceline, procedureauthorizationstatus, documentationcompletenessband, siteofservicecategory, followupvisitindicator

Source Coverage

  • —Public sources: 56
  • —Source stewards: 18
  • —Source categories: Appeals, Authorization, Claims Standard, Coding Edit, Coverage Policy, Enrollment Demographics, Fee Schedule, Interoperability

Public Sample Artifacts

  • —specialty-clinic.csv
  • —public_sample_manifest.json
  • —public_source_manifest.json
  • —synthetic_only_attestation.json
  • —LICENSE.md

Paywalled Delivery Artifacts

The following artifacts exist in paid delivery bundles and are intentionally omitted from public sample publication:

  • —validation_report.json
  • —benchmark_report.json
  • —payer_behavior_report.json
  • —cash_flow_forecast.json
  • —scenario_report.json
  • —training_corpus.jsonl
  • —claim_realism_report.json
  • —claim_edit_simulation_report.json
  • —adjudication_trace.jsonl
  • —adjudication_trace_summary.json
  • —claim_envelopes.jsonl
  • —remittance_advices.jsonl
  • —transaction_bundle_manifest.json
  • —transaction_validation_report.json
  • —synthetic_edi_transactions.jsonl
  • —claim_status_276_277.jsonl
  • —attachment_275_workflows.jsonl
  • —fhir_claim_eob_bundle.jsonl
  • —transaction_surface_manifest.json
  • —transaction_surface_validation_report.json
  • —world_entities.jsonl
  • —payer_policy_rules.jsonl
  • —contract_terms.jsonl
  • —operations_states.jsonl
  • —world_model_manifest.json
  • —world_validation_report.json
  • —economy_operating_timeline.jsonl
  • —economy_claim_intents.jsonl
  • —economy_impact_report.json
  • —economy_kernel_manifest.json
  • —economy_kernel_validation.json
  • —payer_policy_decisions.jsonl
  • —payer_policy_decision_summary.json
  • —contract_fee_schedule_lines.jsonl
  • —contract_fee_schedule_manifest.json
  • —contract_fee_schedule_report.json
  • —payer_contract_simulator_config.json
  • —payer_contract_simulation_manifest.json
  • —payer_contract_simulation_report.json
  • —revenue_cycle_events.jsonl
  • —agent_evaluation_tasks.jsonl
  • —event_simulation_manifest.json
  • —event_validation_report.json
  • —episode_journeys.jsonl
  • —episode_manifest.json
  • —episode_validation_report.json
  • —operating_timeline.jsonl
  • —synthetic_documents.jsonl
  • —artifact_trace_graph.jsonl
  • —operating_artifact_graph_manifest.json
  • —operating_artifact_graph_validation.json
  • —workflow_replays.jsonl
  • —workflow_replay_public_index.json
  • —workflow_replay_engine_manifest.json
  • —workflow_replay_engine_validation.json
  • —evaluation_suite_manifest.json
  • —evaluation_harness_report.json
  • —population_control_report.json
  • —synthetic_twin_aggregate_config.json
  • —synthetic_twin_calibration_report.json
  • —synthetic_twin_reproducibility_packet.json
  • —dataset.lock.json
  • —release_ledger.jsonl

Limitations

  • —Synthetic datasets are for software testing, model training, workflow benchmarking, and scenario planning.
  • —The data should not be treated as observed payer behavior, reimbursement truth, or legal billing advice.
  • —Public sources support structure, constraints, and calibration targets; they do not expose proprietary payer distributions.
  • —Code presence is authoritative, but frequency and payer-specific usage are not provided.
  • —Explains remittance context but does not expose payer frequency distributions.

License

Dataset usage is governed by upstream-data-synthetic-dataset-eula-v0. Review terms before production use.