diff --git a/.gitignore b/.gitignore
index 3df010a..edb0446 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,12 +1,13 @@
-*.egg-info/
-__pycache__/
-.pytest_cache/
+.coverage
+.DS_Store
 .mypy_cache/
+.pytest_cache/
 .venv/
 .vscode/
-dist/
-*.py[cod]
-.DS_Store
-*.egg
-.coverage
+__pycache__/
 *.bak
+*.egg
+*.egg-info/
+*.py[cod]
+build/
+dist/
diff --git a/app.py b/app.py
index c44996b..e97b57d 100644
--- a/app.py
+++ b/app.py
@@ -1,9 +1,3 @@
-"""Top-level Streamlit entrypoint.
-
-This shim makes the app runnable from the repository root without requiring
-manual PYTHONPATH tweaks.
-"""
-
 import sys
 from pathlib import Path
 
diff --git a/pyproject.toml b/pyproject.toml
index e13a489..36d69f0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,4 +33,4 @@ title = "EpiCON Cost Calculator"
 mount_dirs = ["src"]
 text_suffixes = [".py", ".yaml", ".yml", ".css", ".js", ".html"]
 css_url = "https://cdn.jsdelivr.net/npm/@stlite/browser@0.85.1/build/stlite.css"
-js_url = "https://cdn.jsdelivr.net/npm/@stlite/browser@0.85.1/build/stlite.js"
\ No newline at end of file
+js_url = "https://cdn.jsdelivr.net/npm/@stlite/browser@0.85.1/build/stlite.js"
diff --git a/src/epicc/__main__.py b/src/epicc/__main__.py
index 94d82a2..7161d98 100644
--- a/src/epicc/__main__.py
+++ b/src/epicc/__main__.py
@@ -1,7 +1,10 @@
+import hashlib
 import importlib.resources
+import re
 from typing import Any
 
 import streamlit as st
+from pydantic import BaseModel, ValidationError
 
 from epicc.config import CONFIG
 from epicc.formats import VALID_PARAMETER_SUFFIXES
@@ -14,6 +17,7 @@
 from epicc.utils.model_loader import get_built_in_models
 from epicc.utils.parameter_loader import load_model_params
 from epicc.utils.parameter_ui import (
+    item_level,
     render_parameters_with_indent,
     reset_parameters_to_defaults,
 )
@@ -50,11 +54,17 @@ def _render_excel_parameter_inputs(
         st.sidebar.info("Upload an Excel model file to edit parameters.")
         return params, label_overrides
 
-    uploaded_excel_name = uploaded_excel_model.name
-    if st.session_state.get("excel_active_name") != uploaded_excel_name:
-        st.session_state.excel_active_name = uploaded_excel_name
+    upload_bytes = uploaded_excel_model.getvalue()
+    upload_hash = hashlib.sha1(upload_bytes).hexdigest()
+    excel_identity = (uploaded_excel_model.name, len(upload_bytes), upload_hash)
+    should_refresh_params = False
+    if st.session_state.get("excel_active_identity") != excel_identity:
+        st.session_state.excel_active_identity = excel_identity
         st.session_state.params = {}
         params = st.session_state.params
+        should_refresh_params = True
+
+    uploaded_excel_name = uploaded_excel_model.name
 
     editable_defaults, _ = load_excel_params_defaults_with_computed(
         uploaded_excel_model, sheet_name=None, start_row=3
@@ -66,6 +76,9 @@ def handle_reset_excel() -> None:
         for col_letter, default_text in current_headers.items():
             st.session_state[f"label_override_{col_letter}"] = default_text
 
+    if should_refresh_params:
+        handle_reset_excel()
+
     st.sidebar.button("Reset Parameters", on_click=handle_reset_excel)
 
     if current_headers:
@@ -96,34 +109,53 @@ def _render_python_parameter_inputs(
     model: BaseSimulationModel,
     model_key: str,
     params: dict[str, Any],
-) -> tuple[dict[str, Any], dict[str, str]]:
+) -> tuple[dict[str, Any], dict[str, str], dict[str, Any], bool]:
     label_overrides: dict[str, str] = {}
 
     sorted_suffixes = sorted(VALID_PARAMETER_SUFFIXES)
     uploaded_params = st.sidebar.file_uploader(
-        "Optional parameter override file",
+        "Optional parameter file",
         type=sorted_suffixes,
         help="If omitted, model defaults are used.",
+        accept_multiple_files=False,
     )
 
-    param_identity = (
-        "upload" if uploaded_params else "default",
-        uploaded_params.name if uploaded_params else None,
-    )
+    if uploaded_params:
+        upload_bytes = uploaded_params.getvalue()
+        upload_hash = hashlib.sha1(upload_bytes).hexdigest()
+        param_identity = (
+            "upload",
+            uploaded_params.name,
+            len(upload_bytes),
+            upload_hash,
+        )
+    else:
+        param_identity = ("default", None, 0, None)
+    should_refresh_params = False
     if st.session_state.get("active_param_identity") != param_identity:
         st.session_state.active_param_identity = param_identity
         st.session_state.params = {}
         params = st.session_state.params
+        should_refresh_params = True
 
-    model_defaults = load_model_params(
-        model,
-        uploaded_params=uploaded_params or None,
-        uploaded_name=uploaded_params.name if uploaded_params else None,
-    )
+    try:
+        model_defaults = load_model_params(
+            model,
+            uploaded_params=uploaded_params or None,
+            uploaded_name=uploaded_params.name if uploaded_params else None,
+        )
+    except ValidationError as exc:
+        _render_validation_error_details(model.human_name(), exc, sidebar=True)
+        return params, label_overrides, {}, True
+    except ValueError as exc:
+        st.sidebar.error(
+            f"Could not read parameter file for {model.human_name()}: {exc}"
+        )
+        return params, label_overrides, {}, True
 
     if not model_defaults:
         st.sidebar.info("No default parameters defined for this model.")
-        return params, label_overrides
+        return params, label_overrides, {}, True
 
     current_headers = model.scenario_labels
 
@@ -135,6 +167,9 @@ def handle_reset_python() -> None:
         for key, default_text in current_headers.items():
             st.session_state[f"py_label_{model_key}_{key}"] = default_text
 
+    if should_refresh_params:
+        handle_reset_python()
+
     st.sidebar.button("Reset Parameters", on_click=handle_reset_python)
 
     if current_headers:
@@ -156,7 +191,92 @@ def handle_reset_python() -> None:
                 )
 
     render_parameters_with_indent(model_defaults, params, model_id=model_key)
-    return params, label_overrides
+    return params, label_overrides, model_defaults, False
+
+
+def _unflatten_indented_params(flat_params: dict[str, Any]) -> dict[str, Any]:
+    root: dict[str, Any] = {}
+    stack: list[dict[str, Any]] = [root]
+
+    for raw_key, value in flat_params.items():
+        level = item_level(raw_key)
+        label = raw_key.strip()
+
+        while len(stack) > level + 1:
+            stack.pop()
+
+        parent = stack[-1]
+        if value is None:
+            node: dict[str, Any] = {}
+            parent[label] = node
+            stack.append(node)
+            continue
+
+        parent[label] = value
+
+    return root
+
+
+def _merge_sidebar_values(
+    nested_defaults: dict[str, Any], params: dict[str, Any]
+) -> dict[str, Any]:
+    merged: dict[str, Any] = {}
+    for key, value in nested_defaults.items():
+        if isinstance(value, dict):
+            merged[key] = _merge_sidebar_values(value, params)
+            continue
+
+        merged[key] = params.get(key, value)
+
+    return merged
+
+
+def _build_typed_params(
+    model: BaseSimulationModel,
+    model_defaults_flat: dict[str, Any],
+    params: dict[str, Any],
+) -> BaseModel:
+    nested_defaults = _unflatten_indented_params(model_defaults_flat)
+    payload = _merge_sidebar_values(nested_defaults, params)
+    return model.parameter_model().model_validate(payload)
+
+
+def _render_validation_error_details(
+    model_name: str, exc: ValidationError, sidebar: bool
+) -> None:
+    target = st.sidebar if sidebar else st
+    issues = exc.errors()
+    issue_count = len(issues)
+    target.error(f"Parameters do not match {model_name} schema ({issue_count} issues).")
+
+    details = target.expander("Validation details", expanded=False)
+    with details:
+        preview_count = 8
+        for issue in issues[:preview_count]:
+            loc_parts = issue.get("loc", [])
+            path = " > ".join(str(p) for p in loc_parts) if loc_parts else "(root)"
+            msg = issue.get("msg", "Invalid value")
+            st.write(f"- {path}: {msg}")
+
+        if issue_count > preview_count:
+            st.caption(f"...and {issue_count - preview_count} more.")
+
+        safe_model_name = re.sub(r"[^a-z0-9]+", "_", model_name.lower()).strip("_")
+        full_details = exc.json(indent=2)
+        detail_digest = hashlib.sha1(full_details.encode("utf-8")).hexdigest()[:10]
+        st.text_area(
+            "Full details (copyable)",
+            value=full_details,
+            height=180,
+            key=f"{safe_model_name}_{'sidebar' if sidebar else 'main'}_validation_text_{detail_digest}",
+        )
+        st.download_button(
+            "Download full error details",
+            data=full_details,
+            file_name=f"{safe_model_name}_validation_error.json",
+            mime="application/json",
+            key=f"{safe_model_name}_{'sidebar' if sidebar else 'main'}_validation_download_{detail_digest}",
+        )
 
 
 def _run_excel_simulation(
@@ -183,25 +303,18 @@ def _run_excel_simulation(
 def _run_python_simulation(
     selected_label: str,
     model: BaseSimulationModel,
-    params: dict[str, Any],
+    typed_params: BaseModel,
     label_overrides: dict[str, str],
 ) -> None:
     with st.spinner(f"Running {selected_label}..."):
         st.title(model.model_title or CONFIG.app.title)
         st.write(model.model_description or CONFIG.app.description)
-        results = model.run(params, label_overrides=label_overrides)
+        results = model.run(typed_params, label_overrides=label_overrides)
         render_sections(model.build_sections(results))
 
 
-st.set_page_config(
-    page_title="EpiCON Cost Calculator",
-    layout="wide",
-    initial_sidebar_state="expanded",
-)
-
 _load_styles()
 
-st.sidebar.title("EpiCON Cost Calculator")
 st.sidebar.header("Simulation Controls")
 
 built_in_models = get_built_in_models()
@@ -218,22 +331,44 @@ def _run_python_simulation(
 
 st.sidebar.subheader("Input Parameters")
 
+has_input_errors = False
+typed_params: BaseModel | None = None
+
 if is_excel_model:
     params, label_overrides = _render_excel_parameter_inputs(params)
+    model_defaults_flat: dict[str, Any] = {}
 else:
-    params, label_overrides = _render_python_parameter_inputs(
-        model_registry[selected_label],
-        model_key,
-        params,
+    params, label_overrides, model_defaults_flat, has_input_errors = (
+        _render_python_parameter_inputs(
+            model_registry[selected_label],
+            model_key,
+            params,
+        )
     )
 
-if not st.sidebar.button("Run Simulation"):
+    if not has_input_errors:
+        try:
+            typed_params = _build_typed_params(
+                model_registry[selected_label], model_defaults_flat, params
+            )
+        except ValidationError as exc:
+            _render_validation_error_details(selected_label, exc, sidebar=True)
+            has_input_errors = True
+
+if not st.sidebar.button("Run Simulation", disabled=has_input_errors):
     st.stop()
 
 if is_excel_model:
     _run_excel_simulation(params, label_overrides)
     st.stop()
 
+if typed_params is None:
+    st.error("Cannot run simulation until parameter validation errors are fixed.")
+    st.stop()
+
 _run_python_simulation(
-    selected_label, model_registry[selected_label], params, label_overrides
+    selected_label,
+    model_registry[selected_label],
+    typed_params,
+    label_overrides,
 )
diff --git a/src/epicc/formats/yaml.py b/src/epicc/formats/yaml.py
index 061dc9f..3f25124 100644
--- a/src/epicc/formats/yaml.py
+++ b/src/epicc/formats/yaml.py
@@ -81,9 +81,6 @@ def write_template(self, model: BaseModel) -> bytes:
         return self.write(model.model_dump())
 
 
-__all__ = ["YAMLFormat"]
-
-
 def _merge_mapping(target: CommentedMap, updates: dict[str, Any]) -> None:
     """Recursively merge plain updates into a CommentedMap template."""
     for key, value in updates.items():
@@ -91,3 +88,6 @@ def _merge_mapping(target: CommentedMap, updates: dict[str, Any]) -> None:
             _merge_mapping(target[key], value)
         else:
             target[key] = value
+
+
+__all__ = ["YAMLFormat"]
diff --git a/src/epicc/model/base.py b/src/epicc/model/base.py
index b1db798..3cff3f9 100644
--- a/src/epicc/model/base.py
+++ b/src/epicc/model/base.py
@@ -3,6 +3,8 @@
 from abc import ABC, abstractmethod
 from typing import Any
 
+from pydantic import BaseModel
+
 
 class BaseSimulationModel(ABC):
     """Abstract contract for Python-defined simulation models."""
@@ -29,7 +31,7 @@ def scenario_labels(self) -> dict[str, str]:
     @abstractmethod
     def run(
         self,
-        params: dict[str, Any],
+        params: BaseModel,
         label_overrides: dict[str, str] | None = None,
     ) -> dict[str, Any]:
         """Run the model and return result payload for rendering."""
@@ -38,6 +40,10 @@ def run(
     def default_params(self) -> dict[str, Any]:
         """Return the model's default parameters as a raw (unflattened) dict."""
 
+    @abstractmethod
+    def parameter_model(self) -> type[BaseModel]:
+        """Return a Pydantic model used to validate uploaded parameter files."""
+
     @abstractmethod
     def build_sections(self, results: dict[str, Any]) -> list[dict[str, Any]]:
         """Transform run results into section payloads for UI rendering."""
diff --git a/src/epicc/models/measles_outbreak.py b/src/epicc/models/measles_outbreak.py
index e71ac01..9324654 100644
--- a/src/epicc/models/measles_outbreak.py
+++ b/src/epicc/models/measles_outbreak.py
@@ -3,11 +3,40 @@
 from typing import Any
 
 import pandas as pd
+from pydantic import BaseModel, ConfigDict, Field
 from ruamel.yaml import YAML
 
 from epicc.model.base import BaseSimulationModel
 
 
+class MeaslesOutbreakParams(BaseModel):
+    model_config = ConfigDict(populate_by_name=True, extra="forbid")
+
+    cost_measles_hospitalization: float = Field(
+        alias="Cost of measles hospitalization", ge=0.0
+    )
+    proportion_hospitalized: float = Field(
+        alias="Proportion of cases hospitalized", ge=0.0, le=1.0
+    )
+    proportion_missed_workdays: float = Field(
+        alias="Proportion of quarantine days that would be a missed day of work",
+        ge=0.0,
+        le=1.0,
+    )
+    hourly_wage_worker: float = Field(alias="Hourly wage for worker", ge=0.0)
+    hourly_wage_contract_tracer: float = Field(
+        alias="Hourly wage for contract tracer", ge=0.0
+    )
+    hours_contact_tracing_per_contact: float = Field(
+        alias="Hours of contact tracing per contact", ge=0.0
+    )
+    contacts_per_case: float = Field(alias="Number of contacts per case", ge=0.0)
+    vaccination_rate: float = Field(
+        alias="Vaccination rate in community", ge=0.0, le=1.0
+    )
+    quarantine_days: int = Field(alias="Length of quarantine (days)", ge=0)
+
+
 class MeaslesOutbreakModel(BaseSimulationModel):
     def human_name(self) -> str:
         return "Measles Outbreak"
@@ -36,9 +65,12 @@ def default_params(self) -> dict[str, Any]:
         ):
             return dict(YAML().load(f))
 
+    def parameter_model(self) -> type[BaseModel]:
+        return MeaslesOutbreakParams
+
     def run(
         self,
-        params: dict[str, Any],
+        params: MeaslesOutbreakParams,
         label_overrides: dict[str, str] | None = None,
     ) -> dict[str, Any]:
         getcontext().prec = 28
@@ -57,31 +89,15 @@ def q2(x: Decimal) -> Decimal:
                 return x.quantize(one, rounding=ROUND_HALF_EVEN)
             return x.quantize(cent, rounding=ROUND_HALF_EVEN)
 
-        def getp(default: float | int, *names: str) -> Decimal:
-            for n in names:
-                if n in params and params[n] != "":
-                    try:
-                        return Decimal(str(params[n]))
-                    except Exception:
-                        pass
-            return Decimal(str(default))
-
-        cost_hosp = getp(0, "Cost of measles hospitalization")
-        prop_hosp = getp(0, "Proportion of cases hospitalized")
-        missed_ratio = getp(
-            1.0,
-            "Proportion of quarantine days that would be a missed day of work",
-        )
-        wage_worker = getp(
-            0,
-            "Hourly wage of worker (hourly_wage_worker)",
-            "Hourly wage for worker",
-        )
-        wage_tracer = getp(0, "Hourly wage for contract tracer")
-        hrs_tracing = getp(0, "Hours of contact tracing per contact")
-        contacts = getp(0, "Number of contacts per case")
-        vacc_rate = getp(0, "Vaccination rate in community")
-        quarantine = int(getp(21, "Length of quarantine (days)"))
+        cost_hosp = Decimal(str(params.cost_measles_hospitalization))
+        prop_hosp = Decimal(str(params.proportion_hospitalized))
+        missed_ratio = Decimal(str(params.proportion_missed_workdays))
+        wage_worker = Decimal(str(params.hourly_wage_worker))
+        wage_tracer = Decimal(str(params.hourly_wage_contract_tracer))
+        hrs_tracing = Decimal(str(params.hours_contact_tracing_per_contact))
+        contacts = Decimal(str(params.contacts_per_case))
+        vacc_rate = Decimal(str(params.vaccination_rate))
+        quarantine = int(params.quarantine_days)
 
         hosp_22 = q2(22 * prop_hosp * cost_hosp)
         hosp_100 = q2(100 * prop_hosp * cost_hosp)
diff --git a/src/epicc/models/tb_isolation.py b/src/epicc/models/tb_isolation.py
index 3a8f86b..69820aa 100644
--- a/src/epicc/models/tb_isolation.py
+++ b/src/epicc/models/tb_isolation.py
@@ -3,11 +3,75 @@
 from typing import Any
 
 import pandas as pd
+from pydantic import BaseModel, ConfigDict, Field
 from ruamel.yaml import YAML
 
 from epicc.model.base import BaseSimulationModel
 
 
+class TBProgressionParams(BaseModel):
+    model_config = ConfigDict(populate_by_name=True, extra="forbid")
+
+    first_2_years: float = Field(
+        alias="First 2 years (prob_latent_to_active_2yr)", ge=0.0, le=1.0
+    )
+    rest_of_lifetime: float = Field(
+        alias="Rest of lifetime (prob_latent_to_active_lifetime)", ge=0.0, le=1.0
+    )
+
+
+class TBCostParams(BaseModel):
+    model_config = ConfigDict(populate_by_name=True, extra="forbid")
+
+    cost_latent: float = Field(
+        alias="Cost of latent TB infection (cost_latent)", ge=0.0
+    )
+    cost_active: float = Field(
+        alias="Cost of active TB infection (cost_active)", ge=0.0
+    )
+    isolation_type: int = Field(
+        alias="Isolation type (1=hospital,2=motel,3=home)", ge=1, le=3
+    )
+    isolation_cost: float = Field(alias="Daily isolation cost (isolation_cost)", ge=0.0)
+    direct_medical_cost_day: float = Field(
+        alias="Direct medical cost of a day of isolation", ge=0.0
+    )
+    motel_room_cost: float = Field(alias="Cost of motel room per day", ge=0.0)
+    hourly_wage_worker: float = Field(alias="Hourly wage for worker", ge=0.0)
+    hourly_wage_nurse: float = Field(alias="Hourly wage for nurse", ge=0.0)
+    nurse_checkin_hours: float = Field(
+        alias="Time for nurse to check in w/ pt in motel or home (hrs)", ge=0.0
+    )
+    hourly_wage_public_health_worker: float = Field(
+        alias="Hourly wage for public health worker", ge=0.0
+    )
+
+
+class TBIsolationParams(BaseModel):
+    model_config = ConfigDict(populate_by_name=True, extra="forbid")
+
+    contacts_per_case: float = Field(
+        alias="Number of contacts for each released TB case", ge=0.0
+    )
+    prob_latent_if_14_day: float = Field(
+        alias="Probability that contact develops latent TB if 14-day isolation",
+        ge=0.0,
+        le=1.0,
+    )
+    infectiousness_multiplier: float = Field(
+        alias="Multiplier for infectiousness with 5-day vs. 14-day isolation", ge=0.0
+    )
+    workday_ratio: float = Field(
+        alias="Ratio of workdays to total days", ge=0.0, le=1.0
+    )
+    progression: TBProgressionParams = Field(
+        alias="Probability of transitioning from latent to active TB"
+    )
+    costs: TBCostParams = Field(alias="Costs")
+    discount_rate: float = Field(alias="Discount rate", ge=0.0)
+    remaining_years_of_life: int = Field(alias="Remaining years of life", ge=0)
+
+
 class TBIsolationModel(BaseSimulationModel):
     def human_name(self) -> str:
         return "TB Isolation"
@@ -35,9 +99,12 @@ def default_params(self) -> dict[str, Any]:
         ):
             return dict(YAML().load(f))
 
+    def parameter_model(self) -> type[BaseModel]:
+        return TBIsolationParams
+
     def run(
         self,
-        params: dict[str, Any],
+        params: TBIsolationParams,
         label_overrides: dict[str, str] | None = None,
     ) -> dict[str, Any]:
         getcontext().prec = 28
@@ -58,58 +125,30 @@ def q2(x: Decimal) -> Decimal:
         def q2n(x: Decimal) -> Decimal:
             return x.quantize(cent, rounding=ROUND_HALF_EVEN)
 
-        def getp(default: float | int, *names: str) -> Decimal:
-            normalized_params = {k.lower(): v for k, v in params.items()}
-
-            for n in names:
-                n_lower = n.lower()
-
-                if n_lower in normalized_params and normalized_params[n_lower] != "":
-                    return Decimal(str(normalized_params[n_lower]))
-
-                for key, val in normalized_params.items():
-                    if f"({n_lower})" in key and val != "":
-                        return Decimal(str(val))
-            return Decimal(str(default))
+        contacts_per_case = Decimal(str(params.contacts_per_case))
+        prob_latent_if_14day = Decimal(str(params.prob_latent_if_14_day))
+        infectiousness_multiplier = Decimal(str(params.infectiousness_multiplier))
+        workday_ratio = Decimal(str(params.workday_ratio))
 
-        contacts_per_case = getp(0, "Number of contacts for each released TB case")
-        prob_latent_if_14day = getp(
-            0,
-            "Probability that contact develops latent TB if 14-day isolation",
-        )
-        infectiousness_multiplier = getp(
-            1.5,
-            "Multiplier for infectiousness with 5-day vs. 14-day isolation",
-        )
-        workday_ratio = getp(0.714, "Ratio of workdays to total days")
-
-        prob_latent_to_active_2yr = getp(
-            0, "prob_latent_to_active_2yr", "First 2 years"
-        )
-        prob_latent_to_active_lifetime = getp(
-            0,
-            "prob_latent_to_active_lifetime",
-            "Rest of lifetime",
+        prob_latent_to_active_2yr = Decimal(str(params.progression.first_2_years))
+        prob_latent_to_active_lifetime = Decimal(
+            str(params.progression.rest_of_lifetime)
         )
 
-        cost_latent = getp(0, "cost_latent", "Cost of latent TB infection")
-        cost_active = getp(0, "cost_active", "Cost of active TB infection")
+        cost_latent = Decimal(str(params.costs.cost_latent))
+        cost_active = Decimal(str(params.costs.cost_active))
 
-        isolation_type = int(
-            getp(3, "isolation_type", "Isolation type (1=hospital,2=motel,3=home)")
-        )
-        daily_hosp_cost = getp(0, "isolation_cost", "Daily isolation cost")
-        direct_med_cost_day = getp(0, "Direct medical cost of a day of isolation")
+        isolation_type = int(params.costs.isolation_type)
+        daily_hosp_cost = Decimal(str(params.costs.isolation_cost))
+        direct_med_cost_day = Decimal(str(params.costs.direct_medical_cost_day))
 
-        cost_motel_room = getp(0, "Cost of motel room per day")
-        hourly_wage_nurse = getp(0, "Hourly wage for nurse")
-        time_nurse_checkin = getp(
-            0, "Time for nurse to check in w/ pt in motel or home (hrs)"
-        )
-        hourly_wage_worker = getp(0, "Hourly wage for worker")
+        cost_motel_room = Decimal(str(params.costs.motel_room_cost))
+        hourly_wage_nurse = Decimal(str(params.costs.hourly_wage_nurse))
+        time_nurse_checkin = Decimal(str(params.costs.nurse_checkin_hours))
+        hourly_wage_worker = Decimal(str(params.costs.hourly_wage_worker))
 
-        discount_rate = getp(0, "discount_rate", "Discount rate")
-        remaining_years = int(getp(40, "remaining_years", "Remaining years of life"))
+        discount_rate = Decimal(str(params.discount_rate))
+        remaining_years = int(params.remaining_years_of_life)
 
         if isolation_type == 1:
             daily_cost = (
diff --git a/src/epicc/utils/parameter_loader.py b/src/epicc/utils/parameter_loader.py
index d1f64c3..fc6f89d 100644
--- a/src/epicc/utils/parameter_loader.py
+++ b/src/epicc/utils/parameter_loader.py
@@ -3,16 +3,12 @@
 from pathlib import Path
 from typing import IO, Any
 
-from pydantic import RootModel
+from pydantic import BaseModel
 
-from epicc.formats import read_from_format
+from epicc.formats import get_format
 from epicc.model.base import BaseSimulationModel
 
 
-class OpaqueParameters(RootModel[dict[str, Any]]):
-    """Minimal typed envelope for opaque parameter payloads."""
-
-
 def flatten_dict(data: dict[str, Any], level: int = 0) -> dict[str, Any]:
     """Flatten nested dictionaries for the sidebar renderer using tab-indented labels."""
 
@@ -29,9 +25,13 @@ def flatten_dict(data: dict[str, Any], level: int = 0) -> dict[str, Any]:
     return flat
 
 
-def _load_typed_params(path: Path, data: IO[bytes]) -> dict[str, Any]:
-    typed, _ = read_from_format(path, data, OpaqueParameters)
-    return typed.root
+def _load_typed_params(
+    path: Path, data: IO[bytes], model: type[BaseModel]
+) -> dict[str, Any]:
+    reader = get_format(path)
+    opaque, _ = reader.read(data)
+    typed = model.model_validate(opaque)
+    return typed.model_dump(by_alias=True)
 
 
 def load_model_params(
@@ -45,6 +45,12 @@ def load_model_params(
         if not uploaded_name:
             raise ValueError("Uploaded parameter files must include a filename.")
         uploaded_params.seek(0)
-        return flatten_dict(_load_typed_params(Path(uploaded_name), uploaded_params))
+        return flatten_dict(
+            _load_typed_params(
+                Path(uploaded_name),
+                uploaded_params,
+                model.parameter_model(),
+            )
+        )
 
     return flatten_dict(model.default_params())
diff --git a/src/epicc/utils/parameter_ui.py b/src/epicc/utils/parameter_ui.py
index c815084..1c78946 100644
--- a/src/epicc/utils/parameter_ui.py
+++ b/src/epicc/utils/parameter_ui.py
@@ -3,7 +3,7 @@
 import streamlit as st
 
 
-def _item_level(key: str) -> int:
+def item_level(key: str) -> int:
     return len(key) - len(key.lstrip("\t"))
 
 
@@ -26,7 +26,7 @@ def reset_parameters_to_defaults(
 
     while i < n:
         key, value = items[i]
-        level = _item_level(key)
+        level = item_level(key)
         label = key.strip()
 
         if value is not None:
@@ -37,7 +37,7 @@ def reset_parameters_to_defaults(
         j = i + 1
         while j < n:
             subkey, subval = items[j]
-            sublevel = _item_level(subkey)
+            sublevel = item_level(subkey)
             if sublevel <= level:
                 break
             if sublevel == level + 1 and subval is not None:
@@ -64,7 +64,7 @@ def render_parameters_with_indent(
 
     while i < n:
         key, value = items[i]
-        level = _item_level(key)
+        level = item_level(key)
         label = key.strip()
 
         if value is not None:
@@ -86,7 +86,7 @@ def render_parameters_with_indent(
         j = i + 1
         while j < n:
             subkey, subval = items[j]
-            sublevel = _item_level(subkey)
+            sublevel = item_level(subkey)
             if sublevel <= level:
                 break
             if sublevel == level + 1 and subval is not None:
diff --git a/uv.lock b/uv.lock
index 9e2d01c..7185347 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,4 +1,5 @@
 version = 1
+revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -20,148 +21,148 @@ dependencies = [
     { name = "packaging" },
     { name = "typing-extensions", marker = "python_full_version < '3.15'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f7/c0/184a89bd5feba14ff3c41cfaf1dd8a82c05f5ceedbc92145e17042eb08a4/altair-6.0.0.tar.gz", hash = "sha256:614bf5ecbe2337347b590afb111929aa9c16c9527c4887d96c9bc7f6640756b4", size = 763834 }
+sdist = { url = "https://files.pythonhosted.org/packages/f7/c0/184a89bd5feba14ff3c41cfaf1dd8a82c05f5ceedbc92145e17042eb08a4/altair-6.0.0.tar.gz", hash = "sha256:614bf5ecbe2337347b590afb111929aa9c16c9527c4887d96c9bc7f6640756b4", size = 763834, upload-time = "2025-11-12T08:59:11.519Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/db/33/ef2f2409450ef6daa61459d5de5c08128e7d3edb773fefd0a324d1310238/altair-6.0.0-py3-none-any.whl", hash = "sha256:09ae95b53d5fe5b16987dccc785a7af8588f2dca50de1e7a156efa8a461515f8", size = 795410 },
+    { url = "https://files.pythonhosted.org/packages/db/33/ef2f2409450ef6daa61459d5de5c08128e7d3edb773fefd0a324d1310238/altair-6.0.0-py3-none-any.whl", hash = "sha256:09ae95b53d5fe5b16987dccc785a7af8588f2dca50de1e7a156efa8a461515f8", size = 795410, upload-time = "2025-11-12T08:59:09.804Z" },
 ]
 
 [[package]]
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 version = "0.7.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081 }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
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+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
 ]
 
 [[package]]
 name = "attrs"
-version = "25.4.0"
+version = "26.1.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/6b/5c/685e6633917e101e5dcb62b9dd76946cbb57c26e133bae9e0cd36033c0a9/attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11", size = 934251 }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/8e/82a0fe20a541c03148528be8cac2408564a6c9a0cc7e9171802bc1d26985/attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32", size = 952055, upload-time = "2026-03-19T14:22:25.026Z" }
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 [[package]]
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 [[package]]
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