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Author SHA1 Message Date
e9e094c6a4 feat: Enhance nutrition and activity metrics with new data layers
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- Added new functions for BMI and goal weight/body fat percentage retrieval in `body_metrics.py`.
- Introduced training frequency and inter-session gap calculations in `activity_metrics.py`.
- Updated placeholder registrations to include new metrics for nutrition and activity.
- Improved data handling in `placeholder_resolver.py` for better integration of new metrics.
- Enhanced documentation across modules to reflect the new functionalities.

These updates improve the accuracy and comprehensiveness of health and fitness assessments within the application.
2026-04-11 20:46:17 +02:00
ffdf9074c3 fix: Part C OutputType - use STRING instead of TEXT
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Fixed AttributeError: OutputType has no attribute TEXT.
Correct enum values are: NUMERIC, STRING, BOOLEAN, JSON, LIST, TEXT_SUMMARY.

Affected placeholders:
- energy_deficit_surplus: OutputType.STRING
- intake_volatility: OutputType.STRING

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-02 12:56:13 +02:00
ffb30eaff5 feat: Placeholder Registry Part C - Nutrition Consistency & Balance
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Registers 5 nutrition-related placeholders with complete metadata:
- macro_consistency_score: CV-based Makro-Konsistenz Score (0-100)
- energy_balance_7d: Energiebilanz (kcal/day avg, intake - TDEE)
- energy_deficit_surplus: Status (deficit/maintenance/surplus)
- intake_volatility: Klassifikation (stable/moderate/high)
- nutrition_days: Anzahl valider Ernährungstage (30d)

All placeholders with evidence-based tagging:
- 22 metadata fields per placeholder
- CODE_DERIVED: Technical fields, formulas from code inspection
- DRAFT_DERIVED: Semantic fields from canonical requirements
- MIXED: Calculation logic (TDEE model, thresholds, formulas)
- TO_VERIFY: Architecture layer decisions

Critical details documented:
- macro_consistency_score: CV formula + thresholds explicitly documented
- energy_balance_7d: TDEE model (weight_kg × 32.5), unit clarified (kcal/day avg)
- energy_deficit_surplus: Status thresholds (<-200, -200 to +200, >+200)
- intake_volatility: Category mapping from macro_consistency_score
- nutrition_days: Validation criteria (any entry = valid day)

Known limitations captured:
- TDEE model is simplified (no activity/age/gender adjustment)
- Thresholds are somewhat arbitrary (e.g., 200 kcal for deficit/surplus)
- High volatility not necessarily bad (context-dependent)

Registry now contains 14 placeholders total:
- Part A: 4 (kcal_avg, protein_avg, carb_avg, fat_avg)
- Part B: 5 (protein targets + adequacy)
- Part C: 5 (consistency + balance + meta)

Framework: PLACEHOLDER_REGISTRY_FRAMEWORK.md (verbindlich ab 2026-04-02)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-02 12:55:03 +02:00