fix(ui): schema-driven form controls overhaul

Add Clinical Firewall HARD-LOCK + WhatIfScenarioCard frontend

fix: resolve 3 critical integration bugs causing 500 errors

fix(schemaToZod): reorder .or() after .min()/.max() to prevent ZodUnion TypeError

fix(emr): add null guard for selectedPatient to prevent avatar render crash

feat(emr): refactor ClinicalEmrMode for dynamic disease-aware clinical view

feat(chart): add maxVisible prop and Show All toggle to ShapBarChart

feat(data): restructure mockPatients for multi-disease support

feat(app): integrate DiseaseProvider, DiseaseSelector, and DynamicClinicalForm

feat(forms): add SchemaFieldFactory and DynamicClinicalForm engine

feat(components): add static UI widgets for schema-driven forms

feat(context): add DiseaseProvider with schema pre-fetching and disease hooks

feat(utils): add schema parsing, Zod validation, and feature categorization

feat(api): add getSchema() method and install form dependencies

feat(backend): add Literal types to categorical HeartDiseaseInput fields

docs: add schema-driven frontend refactor plan

chore: exclude *.kaggle_backup files (too large for HF Spaces)

chore: add LibreOffice lock files to .gitignore

docs: update debug and dataset replacement plans with latest findings

feat: add diabetes model artifacts, training pipelines, and feature engineering

fix: add schema discovery endpoint, strip internal keys from explain response, whitelist diabetes .pkl in .gitignore

feat: add diabetes Pydantic schemas and OmniDiagRouter integration

docs: add diabetes module planning, architecture, and XAI documentation

feat: add diabetes model artifacts, training pipelines, and feature engineering

feat: integrate diabetes module - counterfactual engine, ensemble loader, and configs

docs: add planning documents for project development and strategy

chore: add model diagnostic artifacts and evaluation plots

feat: add standalone feature diagnosis utility

feat: add experiment model training and analysis scripts for v5 pipeline

chore: update .gitignore to exclude backup files, .vscode/, and .gemini_context

chore: move heart11.csv to raw/ + update .gitignore + add transform_heart11.py & vercel.json

chore: bump Dockerfile build version to trigger HF Space rebuild

fix: add missing engineer_medical method to HeartDiseaseFeatureEngineer + update preprocessors

fix: StringDtype bug in engineer_medical_features + retrain model for 16-feature consistency

fix(explain): monkey-patch booster.save_raw() to strip base_score brackets for older SHAP

fix(explain): force SHAP >= 0.50.0 to handle XGBoost 3.x bracket-wrapped base_score

fix: patch XGBoost base_score immediately at model load time (not in explainer property)

fix: correct base_score patch condition in explainer property

fix: add base_score bracket patch in model_loader.py for XGBoost 3.x compatibility

debug: add detailed traceback logging to explain endpoint for diagnosing 500 error

fix: regenerate standard_scaler with correct params + auto-download model at Docker startup

feat: train production XGBoost model, harden Dockerfile, update dependencies

create The complete architectural guide for adding a new disease is saved at plans/adding_new_disease_guide.md.

deleted: plans/cleanup_experiment_files_plan.md

chore: clean up experiment files and adopt best XGBoost pipeline

delete the keys

Delete models/heart_disease/final_model.pkl with huggingface_hub

Delete models/final_model.pkl with huggingface_hub

Delete models/omni_diag_xgb_optimized.pkl with huggingface_hub

fix: resolve model path and finalize project restructuring