DEV
* file_processing
* Merge branch 'bugfix/code_implicit' into DEV
* Update split reimb dates condition
* Pipe line general fixes, fixed tests, ran black, and fixed mypy type check issues, still have a list of lists issue with prov other name full
* Merged in feature/update-claim-type (pull request #869)
Feature/update claim type
* Update CLAIM_TYPE_CD extraction to prioritize title/header
- Modified retrieval_question to search for title, header, and agreement name
- Updated prompt to check title/header first before analyzing body text
- Enhanced FULL_CONTEXT_CLAIM_TYPES_ADDITIONAL_INSTRUCTION to emphasize title/header as primary source
* Fix CLAIM_TYPE_CD extraction with 3-step fallback
1. Exhibit Level: Updated retrieval_question and prompt to prioritize title/header
2. Contract Title fallback: Added infer_claim_type_from_title() function that extracts
claim type from CONTRACT_TITLE when exhibit-level extraction returns empty
3. Postprocessing: fill_claim_type() now uses CONTRACT_TITLE inference when all
AARETE_DERIVED_CLAIM_TYPE_CD values are empty
Keywords mapped:
- Professional/Ancillary -> M (Physician, Professional, Ancillary, Home Health, DME, etc.)
- Institutional -> H (Hospital, Facility, Surgery Center, SNF, etc.)
* Add more prof…
* Merged in bugfix/code-funcs (pull request #872)
Bugfix/code funcs
* Try-except code extraction
* Additional try-except for protection
* Black format
Approved-by: Praneel Panchigar
* Merged in feature/update-testbed-metrics (pull request #871)
Feature/update testbed metrics
* Combine fee schedule with methodology breakout; remove Reimbursement primary; do not run trigger cap or additions
* Deprecate reimb primary functions
* combine multiple sheets to one
* Clean 1:N metrics
* Improve dynamic primary evaluation
* Resolve dynamic primary
* Update row counts
* black format
* Merged DEV into feature/update-testbed-metrics
Approved-by: Praneel Panchigar
* Merged in feature/adding_contract_admenment_num_pc (pull request #870)
Feature/adding contract admenment num pc
* Updated contract amendment
* Format code with Black
* updated to have letters
* format fixes
* Adjusted unit testing
* Merge remote-tracking branch 'origin/DEV' into feature/adding_contract_admenment_num_pc
* apply formatting
* format fixes
* Merge remote-tracking branch 'origin/DEV' into feature/adding_contract_admenment_num_pc
* test conflicts solved
* Format code with Black
* format fixes
* reverted the changes for prompt templates
* test_case reverted
* Sorted effective date for ranking
* format fix for lint
* Merged DEV into feature/adding_contract_admenment_num_pc
* format
* Merged DEV into feature/adding_contract_admenment_num_pc
* Merged DEV into feature/adding_contract_admenment_num_pc
Approved-by: Siddhant Medar
* Consolidate docs and documentation
* Remove PRD
* Add Essential Plan as a NY Program
* Resolve Comments
* Resolve comments
* Black format
* Resolve remaining comments
* Black format
* Merged in bugfix/fill_claim_type (pull request #874)
Bugfix/fill claim type
* Handle if AARETE_DERIVED_CLAIM_TYPE_CD comes in as list
* add unit tests
* Black format
Approved-by: Siddhant Medar
* Remove print
* Merged in bugfix/parser-downstream-improvements (pull request #875)
Bugfix/parser downstream improvements
* Refactor: Implement field-aware JSON parsers with centralized normalization
This refactor introduces a robust system for normalizing LLM output based on
field format mappings, ensuring consistent data types throughout the pipeline.
Key Changes:
- Add FIELD_FORMAT_MAPPING constant defining expected formats for all fields
- Create format_normalization.py utility for type-aware normalization
- Update json_utils.py parsers to accept field_names/field_name parameters
- Refactor prompt_templates.py to use parser factories (_create_json_dict_parser,
_create_json_list_parser) that bind field metadata for automatic normalization
- Update prompt_calls.py to pass field names to parsers, eliminating redundant
normalization logic
- Remove parse_json_dict_or_list (unused, ambiguous function)
- Simplify METHODOLOGY_BREAKOUT and REIMBURSEMENT_PRIMARY to use helper functions
- Add comprehensive integration tests…
* Update other lists
* Black format
* Remove prints
* Update qa_qc to account for lists in is_empty check
* Resolve issues
* Black format
Approved-by: Siddhant Medar
Feature/standardize list formats
* updated unit test for code funcs
* pipeline fixes
* Merge branch 'main' into feature/standardize-list-formats
* black format
* removed duplicates
* Merge remote-tracking branch 'origin/main' into feature/standardize-list-formats
* updated prov other tin npi names to list
* prompt calls code made common for cleints and saas
* final format fixes
* removed pipes
* crosswalk fixes
* Merged main into feature/standardize-list-formats
* dubug dynamic fields
* dynamic format fixes
* dyanmic fields fixes
* removed pipes from the whole code
* fixed provider TIN NPI Name format issues
* bill code issue fix
* pipeline error fixes
* Merge branch 'feature/standardize-list-formats' of https://bitbucket.org/aarete/doczy.ai into feature/standardize-list-formats
* Merged main into feature/standardize-list-formats
* Black format
* pipeline errors fixed
* pipeline fixes page funcs and tinnpi funcs
* qa_qc_utils fix
Approved-by: Katon Minhas
Bugfix/daip2 1440 contract amendment num to main
* update full context additional instruction for amendment num
* uv formatting done
* remove print statements
* Merged main into bugfix/daip2-1440-contract-amendment-num
* added filename amendment num
* updated pipelines and removed print statements
* Merged main into bugfix/daip2-1440-contract-amendment-num
* code moved to hybrid smart chunking
* Merged main into bugfix/daip2-1440-contract-amendment-num
* Merged main into bugfix/daip2-1440-contract-amendment-num
* removed categorical values from amendment number
Approved-by: Katon Minhas
Feature/chc client
* Add CHC client pipeline with Claims Coding/Editing Determinations extraction
- Add CHC client to pipelines with regex-based extraction
- Create extraction/claims_coding_funcs.py for section extraction
- Add chc_prompts.json with non_prompt field type
- Add CHC_PROMPTS_PATH to config
- Add tests for extraction function (11 test cases)
* Add black[jupyter] for code formatting
* Format testing notebook with black
* Remove unused prompt field from chc_prompts.json
* Merged main into feature/chc-client
Approved-by: Katon Minhas
extract correct provider name to match all TINs
* extract correct provider name to match all TINs
* Merged main into bugfix/provider-name-and-tin
Approved-by: Katon Minhas
added greater_of_ind in methodology breakout
* added greater_of_ind in methodology breakout
* Merged main into bugfix/add-greater_of-in-breakout
Approved-by: Katon Minhas
Feature/lesser table caching refactor hybrid
* chore: Remove unused duplicate main.py from shared pipeline
* fix: Correct crosswalk paths in aarete_derived.py
* chore: Remove unused documentation files from fieldExtraction
* docs: Add documentation files to documentation folder
* docs: Update README with uv setup, expanded project structure, and branching conventions
* docs: Add uv installation steps with Ubuntu/WSL emphasis
* Enable prompt caching for all remaining LLM calls
- Add _INSTRUCTION() functions for: EXHIBIT_HEADER, EXHIBIT_LINKAGE,
EXHIBIT_TITLE_MATCH, DATE_FIX, DERIVED_TERM_DATE, CHECK_PROVIDER_NAME_MATCH,
SPECIAL_CASE_ASSIGNMENT
- Update all invoke_claude() calls in saas and clover pipelines to use
cache=True with corresponding _INSTRUCTION() functions
- Add new instructions to get_cacheable_instructions() for cache warming
- Update tests for new instruction functions
Functions now using caching:
- prompt_exhibit_level
- prompt_exhibit_lesser (EXHIBIT_LEVEL_LESSER_OF)
- prompt_fee_schedule_breakout
- prompt_grouper_breakout
- prompt_special_case_assignment
- prompt_exhibit_linkage
- prompt_exhibit_header
- prompt_smart_chunked (ONE_TO_ONE templates)
- prompt_date_fix
- prompt_derived_term_date
- prompt_exhibit_title_match
- provider_name_match_check
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Reorder
* feat: Add bcbs_promise client pipeline with OFFSET_TERM extraction
- Add new bcbs_promise client with HSC-based OFFSET_TERM field extraction
- Extract full paragraph text of offset/recoupment provisions from contracts
- Derive OFFSET_INDICATOR (Y/N) from OFFSET_TERM presence
- Fix reorder_columns to preserve extra columns not in COLUMN_ORDER
- Update QC/QA output path to outputs/qc_qa/
* fix: Update dev deps and test assertions for QC/QA output path
- Add pytest/pytest-mock to dev dependencies for mypy type checking
- Update test assertions to expect outputs/qc_qa instead of qa_qc_output
* style: Apply black formatting to prompt_templates.py
* Merge main, move scripts
* Archive some scripts
* update py version
* remove .py version file
* Remove ASCII characters
* Restore testbed code
* restore tracking
* Update testbed metrics
* Enable prompt caching for CODE_LAST_CHECK, FILL_BILL_TYPE, DUAL_LOB_CHECK, and GROUPER_BREAKOUT
- Add CODE_LAST_CHECK_INSTRUCTION() for service specificity classification
- Add FILL_BILL_TYPE_INSTRUCTION() for bill type code determination
- Add DUAL_LOB_CHECK_INSTRUCTION() for Medicare/Medicaid classification
- Update code_funcs.py to use caching for CODE_LAST_CHECK, FILL_BILL_TYPE, GROUPER_BREAKOUT
- Update postprocessing_funcs.py to use caching for DUAL_LOB_CHECK
- Add new instructions to get_cacheable_instructions() for cache warming
- Add unit tests for new instruction functions
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
* Fix postprocessing_funcs to remove invalid columns
* Merge branch 'main' into feature/lesser-table-caching-refactor-hybrid
* Revert prompt caching changes from aed1b73c
* update formatting
* Update imports
Approved-by: Sha Brown
Approved-by: Praneel Panchigar
Restructure/facility adjustments group to main
* removed _PCT_RATE and _FEE_RATE in facility adjustment_breakout
* moved facility adjustments term to exhibit level
* added facility adjustmnet breakout
* Merged main into restructure/facility_adjustments_group
* Update breakout
Approved-by: Katon Minhas
Feature/multithreading
* fixes
* Merge main into feature/multithreading
Resolved conflicts:
- Kept timing instrumentation in file_processing.py
- Kept new 3-step Exhibit-based approach for one-to-n processing
- Maintained parallelization improvements (20 workers)
Changes include:
- Timing utils integration for performance monitoring
- Increased max_workers from 5 to 20 across all components
- Parallelized code_breakout and grouper_breakout
- Fixed tin_npi_funcs function call parameters
* Fix max_workers error for empty documents
- Add check to skip parallel processing when no pages exist
- Use min(len(all_page_tasks), 20) to prevent max_workers=0
- Handles edge case of documents with no exhibits or pages
* Fix max_workers=0 errors in one_to_n_funcs
- Add checks before all ThreadPoolExecutor creations
- Prevents errors when processing empty lists:
- carveout_and_special_case
- breakout
- special_case_breakout
- filter_services_without_reimbursements
- run_lob_relationship
- Ensures executor only created when there are items to process
* Reduce code processing parallelism to prevent API throttling
Lower max_workers from 20 to 10 for code_breakout and grouper_breakout
to prevent overwhelming Bedrock API with concurrent requests
* fixed
* Merged main into feature/multithreading
* Move documentation into folder
* Fix logging statements
* Merge branch 'main' into feature/multithreading
* Refactor for clarity
* Update previous exhibit passing logic
* properly simplify exhibits
* Merged main into feature/multithreading
* update conditional for None
* exhibit multithreading changed
* exhibit multithreading changed
* Merge remote-tracking branch 'origin/main' into feature/multithreading
* synced with main
* Parallelize dynamic assignment, refactor HSC field worker, add timing/exhibit unit tests, tidy imports/ignore helpers
* analyze_regression.py edited online with Bitbucket
* count_pages.py edited online with Bitbucket
* compare_regressed_with_baseline.py edited online with Bitbucket
* simple_testbed_compare.py edited online with Bitbucket
* run_testbed_metrics_regressed.py edited online with Bitbucket
Approved-by: Katon Minhas
Bugfix/dynamic issues
* Add debug print statements for dynamic primary field discovery and 1:1 escalation tracking
* Add reimb_term to bill type CD determination context
- Updated fill_bill_type() to accept reimb_term parameter
- Modified FILL_BILL_TYPE prompt to include reimbursement term in context
- First attempt now uses: service term + reimbursement term
- Second attempt uses: service term + reimbursement term + exhibit text
- Updated extract_codes_from_service() to pass REIMB_TERM to fill_bill_type()
* Remove debug print statements from dynamic_funcs.py and file_processing.py
- Removed all DEBUG print statements for dynamic primary discovery
- Removed debug prints for field discovery status and 1:1 escalation evaluation
- Removed debug prints for exhibit level answers and final summaries
- Removed debug comment about one_to_one_fields creation
- Cleaned up all temporary debugging code
* Merge branch 'main' into bugfix/dynamic_issues
* Remove duplicate one_to_one_fields FieldSet initialization from process_file
Approved-by: Katon Minhas
Bugfix/hmk issues
* fix for missing AARETE_DERIVED_LOB
* fix for AARETE_DERIVED_SID
* bugfix in universal_json_load
* bugfix for normalize_state_field
* reimb eff date assignmnet prompt update
* prompt update for missing reimb terms
* Merged main into bugfix/hmk-issues
* test case for universal_json_loads
* reveresed the prompt update for missing reimb
* prompt fix for reimb dates
Approved-by: Katon Minhas
bugfix/carveout to main
* removed specific service in base covered
* Merged main into bugfix/carveout
* Merged main into bugfix/carveout
Approved-by: Katon Minhas
Bugfix/bill type code fixes
* Fix LOB_PROGRAM_RELATIONSHIP extraction and preserve debugging code
- Add format requirements to LOB_RELATIONSHIP_INSTRUCTION for proper caching
- Strengthen LOB_RELATIONSHIP prompt with explicit pipe delimiter requirements
- Preserve all DEBUG blocks and print statements in dynamic_funcs.py and file_processing.py
- Update crosswalk mappings and gitignore
- Ensure format instructions are cached at API level to prevent missing pipe delimiters
* Merge main into bugfix/dynamic_issuefixes
Resolved merge conflicts in:
- fieldExtraction/src/investment/dynamic_funcs.py (merged debug print statements)
- fieldExtraction/src/investment/file_processing.py (merged debug statements and exhibit inheritance code)
All conflicts resolved successfully.
* Update FILL_BILL_TYPE prompt with place-of-service priority and optional exhibit_text
- Add optional exhibit_text parameter to FILL_BILL_TYPE function
- Update instructions to prioritize place-of-service over service-only terminology
- Add new examples: 'home dialysis' and 'dialysis' while keeping original examples
- Add conditional exhibit context section when exhibit_text is provided
- Maintains backward compatibility (exhibit_text defaults to None)
Ref: PLAN_BILL_TYPE_CD_IMPROVEMENTS.md
* Implement two-step bill type CD determination with exhibit text fallback
- Add EXHIBIT_TEXT to answer_dict in combine_one_to_n() for contextual analysis
- Update fill_bill_type() to use two-step approach:
1. First attempt: service term only (no exhibit text)
2. Second attempt: service term + exhibit text (only if first fails)
- Update extract_codes_from_service() to pass exhibit_text to fill_bill_type()
- Add debug print when full exhibit text context is used
- More efficient: only makes second LLM call when service term alone fails
Ref: PLAN_BILL_TYPE_CD_IMPROVEMENTS.md
* Remove debug print statement and merge main into bill_type_code_fixes
- Remove debug print statement from fill_bill_type() in code_funcs.py
- Merge latest changes from main branch
- Includes updates to prompt_templates.py (payer_name parameter)
- Includes updates to file_processing.py (provider info ordering)
- Includes updates to aarete_derived.py, crosswalk mappings, and tin_npi_funcs
* Remove remaining debug print statements from dynamic_funcs.py and file_processing.py
Approved-by: Katon Minhas
Bugfix/derived lob changes
* Fix LOB_PROGRAM_RELATIONSHIP extraction and preserve debugging code
- Add format requirements to LOB_RELATIONSHIP_INSTRUCTION for proper caching
- Strengthen LOB_RELATIONSHIP prompt with explicit pipe delimiter requirements
- Preserve all DEBUG blocks and print statements in dynamic_funcs.py and file_processing.py
- Update crosswalk mappings and gitignore
- Ensure format instructions are cached at API level to prevent missing pipe delimiters
* Merge main into bugfix/dynamic_issuefixes
Resolved merge conflicts in:
- fieldExtraction/src/investment/dynamic_funcs.py (merged debug print statements)
- fieldExtraction/src/investment/file_processing.py (merged debug statements and exhibit inheritance code)
All conflicts resolved successfully.
* Fix AARETE_DERIVED_LOB to merge values from all crosswalks (PROGRAM and PRODUCT)
- Updated fill_na_mapping to always check both AARETE_DERIVED_PROGRAM and PRODUCT crosswalks
- Merges unique values from all sources (existing, PROGRAM, PRODUCT) instead of only filling when empty
- Ensures Duals is included when PRODUCT contains Molina Medicare Options Plus
- Deduplicates and sorts values before pipe-delimiting
- Each row processed individually for correct LOB assignment per reimbursement term
* Merged main into bugfix/derived_lob_changes
Approved-by: Katon Minhas
Bugfix/prov info issues
* Initial commit
* Passed payer name to tin npi llm call to avoid assigning tin npi to payer
* Removed record that contains NO_IDENTIFIERS_FOUND from PROV_INFO_JSON
* Updated unit test for test_tin_npi_funcs
* Changed name check code back to original to be consistent
* Updated test_tin_npi_funcs.py to pass in payer_name in functions
* Add fix to unit test
* Updated output in unit tests
* Merged main into bugfix/prov-info-issues
Approved-by: Katon Minhas
Bugfix/one to one and prov info
* Add post-processing logic to update PROV_INFO_JSON if needed; Updated prompt to verify the number of digitis in TIN and NPI
* Added update_prov_info_with_group_name to postprocessing_funcs.py
* Updated FIRST_PAGE_PROVIDER_NAME_TEMPLATE to ask LLM to explain resoning before answering
* Updated logic to use LLM to check if provider name matches
* Use only Hybrid Smart Chunking to get provider group name
* Cleaned up code
* Removed commented out code
* Updated unit test
* Merged main into bugfix/one_to_one_and_prov_info
* Edited prompt to distinguish provider names and to enclose answer in pipes
* Updated test_tin_npi_funcs
Approved-by: Katon Minhas
Fix LOB_PROGRAM_RELATIONSHIP extraction and preserve debugging code
* Fix LOB_PROGRAM_RELATIONSHIP extraction and preserve debugging code
- Add format requirements to LOB_RELATIONSHIP_INSTRUCTION for proper caching
- Strengthen LOB_RELATIONSHIP prompt with explicit pipe delimiter requirements
- Preserve all DEBUG blocks and print statements in dynamic_funcs.py and file_processing.py
- Update crosswalk mappings and gitignore
- Ensure format instructions are cached at API level to prevent missing pipe delimiters
* Merge main into bugfix/dynamic_issuefixes-clean and remove all debug print statements
* Remove redundant one_to_one_fields initialization to match main
Approved-by: Katon Minhas
Feature/cross exhibit dynamic
* Merge branch 'feature/deprecate-haiku-3' into feature/1toN-Optimization
* fix over-filtering of lesser of
* Merged in bugfix/UT-methodology-breakout (pull request #794)
Bugfix/UT methodology breakout
* updated valid values for AARETE_DERIVED_REIMB_METHOD
* removed example reimbursements
* prompt update
* prompt update
* Merged feature/1toN-Optimization into bugfix/nv_issue_fixes
* add service term in mb prompts
* Merged feature/1toN-Optimization into bugfix/UT-methodology-breakout
* print statement removed
* Merge branch 'bugfix/UT-methodology-breakout' of https://bitbucket.org/aarete/doczy.ai into bugfix/UT-methodology-breakout
* primary prompt update
* remove duplicate prompt
Approved-by: Katon Minhas
* Merge branch 'main' into feature/1toN-Optimization
* Merge branch 'main' into feature/1toN-Optimization
* Update preprocessing to make the exhibit_chunk_mapping start at first page
* Merge remote-tracking branch 'origin/feature/1toN-Optimization' into cross-exhibit-dynamic
* Address merge request comments: refactor prompt templates and logging
- Make DYNAMIC_PRIMARY_TEXT LOB-specific instructions conditional (only show when field_name is LOB)
- Remove MEDICAID FEE SCHEDULE point from DYNAMIC_ASSIGNMENT (point #2)
- Generalize SERVICE_TERM context guidance to apply to all fields (LOB, PROGRAM, NETWORK, PRODUCT)
- Refactor proximity guidance to emphasize contextual connection over strict section boundaries
- Update point #1 to explicitly prevent inferring LOB from Programs alone
- Change exhibit inheritance logging from info to debug level
* Move function to one_to_n_funcs
* Merge row_funcs.py changes from feature/cross-exhibit-dynamic
* Merged feature/1toN-Optimization into feature/cross-exhibit-dynamic
* Merged in bugfix/UT-grouper-issues (pull request #796)
Bugfix/UT grouper issues
* updated valid values for AARETE_DERIVED_REIMB_METHOD
* removed example reimbursements
* prompt update
* prompt update
* Merged feature/1toN-Optimization into bugfix/nv_issue_fixes
* add service term in mb prompts
* Merged feature/1toN-Optimization into bugfix/UT-methodology-breakout
* print statement removed
* Merge branch 'bugfix/UT-methodology-breakout' of https://bitbucket.org/aarete/doczy.ai into bugfix/UT-methodology-breakout
* primary prompt update
* prompt update
* Merge remote-tracking branch 'origin/feature/1toN-Optimization' into bugfix/UT-grouper-issues
* removed temp changes
* removed temp changes
* Update reimb primary
Approved-by: Katon Minhas
* Merged in bugfix/validation_fixes (pull request #795)
bugfix/validation_fixes to feature/1toN-Optimization
* updated validation of clean claims reimbursement
* Merged feature/1toN-Optimization into bugfix/validation_fixes
Approved-by: Katon Minhas
* Merge branch 'feature/1toN-Optimization' into feature/cross-exhibit-dynamic
* Re-add dynamic codes and reimb-info
* Re-structure empty reimbursement prompt
* Fix lesser of check overfiltering
* Merged feature/1toN-Optimization into feature/cross-exhibit-dynamic
* Update LOB inference logic and prompt guidance
- Revert DYNAMIC_PRIMARY_TEXT to original template (remove LOB-specific conditional section)
- Add explicit guidance in DYNAMIC_ASSIGNMENT: presence of Medicaid programs does NOT imply LOB is Medicaid
- Update get_dynamic_one_to_one_fields to only check AARETE_DERIVED_LOB (not raw LOB) when skipping PROGRAM/PRODUCT/NETWORK
* Fix LOB_PROGRAM_RELATIONSHIP extraction: add pipe format instructions to LOB_RELATIONSHIP_INSTRUCTION
* Update Fidelis Essential Plan mappings in crosswalk_product_lob.json
- Add mappings for Essential Plan variants (Aliessa, EP-QHP, EP, Essential Plan)
- Essential Plan Aliessa and EP Aliessa map to Medicaid
- EP-QHP maps to Commercial
- EP and Essential Plan map to Medicaid|Commercial
* Remove debug logging statements from prompt_lob_relationship
* Merge main into feature/cross-exhibit-dynamic: resolved conflicts, removed debug statements, synced prompt_templates.py with main
* Sync non-exhibit-merge files with main before merge
* Remove test.py to match main
Approved-by: Katon Minhas
Bugfix/cpt codes
* formatting fix for revenue_cd
* format fix for procedure_codes
* bugfix for revenue_codes
* working version from code main
* code formatting from main and code main
* removed dubug prints
* removed local file paths
* standardize state fields
* updated test scenerios
* minor fix
* Merge branch 'main' into bugfix/cpt-codes
merging main into cpt code fix
* checks for all fields
* reused is_empty functionality
* moved normalize_to_json_list to utils
* Merge branch 'main' into bugfix/cpt-codes
merging upto date main
* minor touches
* pytest fix
Approved-by: Katon Minhas
Issuefix/hmk 1 to n
* Merge branch 'main' into feature/1toN-Optimization
* Merge branch 'main' into feature/1toN-Optimization
* Update preprocessing to make the exhibit_chunk_mapping start at first page
* Merge row_funcs.py changes from feature/cross-exhibit-dynamic
* Merged in bugfix/UT-grouper-issues (pull request #796)
Bugfix/UT grouper issues
* updated valid values for AARETE_DERIVED_REIMB_METHOD
* removed example reimbursements
* prompt update
* prompt update
* Merged feature/1toN-Optimization into bugfix/nv_issue_fixes
* add service term in mb prompts
* Merged feature/1toN-Optimization into bugfix/UT-methodology-breakout
* print statement removed
* Merge branch 'bugfix/UT-methodology-breakout' of https://bitbucket.org/aarete/doczy.ai into bugfix/UT-methodology-breakout
* primary prompt update
* prompt update
* Merge remote-tracking branch 'origin/feature/1toN-Optimization' into bugfix/UT-grouper-issues
* removed temp changes
* removed temp changes
* Update reimb primary
Approved-by: Katon Minhas
* Merged in bugfix/validation_fixes (pull request #795)
bugfix/validation_fixes to feature/1toN-Optimization
* updated validation of clean claims reimbursement
* Merged feature/1toN-Optimization into bugfix/validation_fixes
Approved-by: Katon Minhas
* Re-add dynamic codes and reimb-info
* Re-structure empty reimbursement prompt
* Fix lesser of check overfiltering
* Merged in bugfix/generic-methodology-breakout (pull request #797)
Bugfix/generic methodology breakout
* fee schedule fix
* carveout+special case prompt changed
* fee schedule changes
* prompt changes and column order
Approved-by: Katon Minhas
* pytest fix
* remove prints
* Update valid_carveouts.json to include level designations in PAYMENT_CARVEOUT definition and add adultBasic mapping for Highmark
* Fix REIMB_DATES extraction to capture only relevant date range per term
- Updated REIMB_DATES prompt to extract only the date range that applies to the specific reimbursement term
- Added proximity-based extraction: looks for dates in same section/table as the term
- Prevents cross-contamination from other contract sections
- Handles 'Same as Effective Date of Agreement' case
- Returns single date range instead of multiple comma-separated ranges
* Update prompt templates
* Update tracked files and add untracked_tests to gitignore
* Merge branch 'main' into issuefix/hmk-1-to-n
* complete merge
* complete merge
* Merge branch 'main' into issuefix/hmk-1-to-n
* Remove prints
* Update gitignore
* Revert BASE_COVERED_SERVICES and REIMB_DATES prompts to original definitions
- Revert BASE_COVERED_SERVICES definition to original concise version
- Revert REIMB_DATES prompt to original general description (specific assignment logic handled by dedicated template)
- Add DEBUG comment blocks around print statements in dynamic_funcs.py and file_processing.py for easy identification and toggling
* remove prints
* Merge branch 'main' into issuefix/hmk-1-to-n
Approved-by: Katon Minhas
Katon Minhas