diff --git a/poetry.lock b/poetry.lock
index e81257dde..85b4ed3b5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -517,17 +517,17 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.35.8"
+version = "1.35.18"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.8-py3-none-any.whl", hash = "sha256:06eac4757de2a9c6020381205cb902f05964caad80b56e58c8931284a133b4cb"},
-    {file = "boto3-1.35.8.tar.gz", hash = "sha256:b9587131372a808bf6f99c5ed8b11be55cd113261cc3b437a917b4acc6c30bfe"},
+    {file = "boto3-1.35.18-py3-none-any.whl", hash = "sha256:71e237d3997cf93425947854d7b121c577944f391ba633afb0659e1015364704"},
+    {file = "boto3-1.35.18.tar.gz", hash = "sha256:fd130308f1f49d748a5fc63de92de79a995b51c79af3947ddde8815fcf0684fe"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.8,<1.36.0"
+botocore = ">=1.35.18,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -536,13 +536,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.8"
+version = "1.35.18"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.8-py3-none-any.whl", hash = "sha256:adf389eb8fd87775f193300e3431d1353f925807ad3a39958172cb644f0d60a1"},
-    {file = "botocore-1.35.8.tar.gz", hash = "sha256:4b820cf680ab5d778bd2fe4feeef1ff8a2b96d5c535d4638ab30f703ade282f8"},
+    {file = "botocore-1.35.18-py3-none-any.whl", hash = "sha256:1027083aeb1fe74057273410fd768e018e22f85adfbd717b5a69f578f7812b80"},
+    {file = "botocore-1.35.18.tar.gz", hash = "sha256:e59da8b91ab06683d2725b6cbbb0383b30c68a241c3c63363f4c5bff59b3c0c0"},
 ]
 
 [package.dependencies]
@@ -554,7 +554,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.21.2)"]
+crt = ["awscrt (==0.21.5)"]
 
 [[package]]
 name = "cachetools"
@@ -584,13 +584,13 @@ watchdog = ">=2.3.1"
 
 [[package]]
 name = "cattrs"
-version = "24.1.0"
+version = "24.1.1"
 description = "Composable complex class support for attrs and dataclasses."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "cattrs-24.1.0-py3-none-any.whl", hash = "sha256:043bb8af72596432a7df63abcff0055ac0f198a4d2e95af8db5a936a7074a761"},
-    {file = "cattrs-24.1.0.tar.gz", hash = "sha256:8274f18b253bf7674a43da851e3096370d67088165d23138b04a1c04c8eaf48e"},
+    {file = "cattrs-24.1.1-py3-none-any.whl", hash = "sha256:ec8ce8fdc725de9d07547cd616f968670687c6fa7a2e263b088370c46d834d97"},
+    {file = "cattrs-24.1.1.tar.gz", hash = "sha256:16e94a13f9aaf6438bd5be5df521e072b1b00481b4cf807bcb1acbd49f814c08"},
 ]
 
 [package.dependencies]
@@ -610,89 +610,89 @@ ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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-    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
 name = "cffi"
-version = "1.17.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -823,13 +823,13 @@ files = [
 
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 [package.dependencies]
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 [package.extras]
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 numpy = ["numpy"]
 optuna = ["optuna"]
 ray = ["ray[tune] (<2.0.0)"]
@@ -1228,13 +1227,13 @@ test = ["pytest (>=6)"]
 
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 [package.extras]
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 [[package]]
 name = "flask"
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 [[package]]
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 [package.extras]
@@ -1734,69 +1733,77 @@ test = ["coverage", "pytest (>=7,<8.1)", "pytest-cov", "pytest-mock (>=3)"]
 
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 [package.extras]
@@ -1909,13 +1916,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.24.6"
+version = "0.24.7"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -2068,32 +2075,36 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
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+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
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+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
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 perf = ["ipython"]
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+type = ["pytest-mypy"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.4"
+version = "6.4.5"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2109,13 +2120,13 @@ type = ["pytest-mypy"]
 
 [[package]]
 name = "inflect"
-version = "7.3.1"
+version = "7.4.0"
 description = "Correctly generate plurals, singular nouns, ordinals, indefinite articles"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2123,8 +2134,12 @@ more-itertools = ">=8.5.0"
 typeguard = ">=4.0.1"
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
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+enabler = ["pytest-enabler (>=2.2)"]
+test = ["pygments", "pytest (>=6,!=8.1.*)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "inflection"
@@ -2596,23 +2611,22 @@ files = [
 
 [[package]]
 name = "jupyter"
-version = "1.0.0"
+version = "1.1.1"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
 ipykernel = "*"
 ipywidgets = "*"
 jupyter-console = "*"
+jupyterlab = "*"
 nbconvert = "*"
 notebook = "*"
-qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
@@ -2893,115 +2907,125 @@ prefixmaps = ">=0.2.0,<0.3.0"
 
 [[package]]
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-version = "1.4.5"
+version = "1.4.7"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
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 [[package]]
@@ -5045,13 +5075,13 @@ solrcloud = ["kazoo (>=2.5.0)"]
 
 [[package]]
 name = "pystow"
-version = "0.5.4"
+version = "0.5.5"
 description = "Easily pick a place to store data for your python package."
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -5061,7 +5091,7 @@ tqdm = "*"
 
 [package.extras]
 aws = ["boto3"]
-docs = ["sphinx", "sphinx-autodoc-typehints", "sphinx-automodapi", "sphinx-click", "sphinx-rtd-theme"]
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 pandas = ["pandas"]
 rdf = ["rdflib"]
 tests = ["coverage", "pytest", "requests-file"]
@@ -5069,13 +5099,13 @@ xml = ["lxml"]
 
 [[package]]
 name = "pytest"
-version = "8.3.2"
+version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5156,13 +5186,13 @@ sortedcontainers = "*"
 
 [[package]]
 name = "pytz"
-version = "2024.1"
+version = "2024.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
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 ]
 
 [[package]]
@@ -5400,47 +5430,6 @@ files = [
 [package.dependencies]
 cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
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-
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-doc = ["Sphinx (>=1.3)"]
-test = ["flaky", "pytest", "pytest-qt"]
-
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-
 [[package]]
 name = "ratelimit"
 version = "2.2.1"
@@ -5537,90 +5526,105 @@ rpds-py = ">=0.7.0"
 
 [[package]]
 name = "regex"
-version = "2024.7.24"
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 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
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 [[package]]
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 [[package]]
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+version = "74.1.2"
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 [[package]]
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 [[package]]
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 [package.dependencies]
@@ -6607,13 +6611,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
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 ]
 
 [package.dependencies]
@@ -6901,17 +6905,17 @@ files = [
 
 [[package]]
 name = "tox"
-version = "4.18.0"
+version = "4.18.1"
 description = "tox is a generic virtualenv management and test command line tool"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-cachetools = ">=5.4"
+cachetools = ">=5.5"
 chardet = ">=5.2"
 colorama = ">=0.4.6"
 filelock = ">=3.15.4"
@@ -6923,8 +6927,8 @@ tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 virtualenv = ">=20.26.3"
 
 [package.extras]
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 [[package]]
 name = "tqdm"
@@ -6982,13 +6986,13 @@ test = ["coverage[toml] (>=7)", "mypy (>=1.2.0)", "pytest (>=7)"]
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20240821"
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 description = "Typing stubs for python-dateutil"
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 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -7054,13 +7058,13 @@ six = "*"
 
 [[package]]
 name = "urllib3"
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+version = "1.26.20"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 [package.extras]
@@ -7089,13 +7093,13 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 
 [[package]]
 name = "validators"
-version = "0.33.0"
+version = "0.34.0"
 description = "Python Data Validation for Humans™"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -7103,13 +7107,13 @@ crypto-eth-addresses = ["eth-hash[pycryptodome] (>=0.7.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.26.3"
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 python-versions = ">=3.7"
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 [package.dependencies]
@@ -7134,41 +7138,41 @@ files = [
 
 [[package]]
 name = "watchdog"
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 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.extras]
@@ -7363,101 +7367,103 @@ files = [
 
 [[package]]
 name = "yarl"
-version = "1.9.4"
+version = "1.11.1"
 description = "Yet another URL library"
 optional = false
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 [[package]]
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@@ -7491,4 +7497,4 @@ web = ["Jinja2", "fastapi", "uvicorn"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.9.7 || >3.9.7,<4.0"
-content-hash = "8507f89e2620dd3aa16519c37a8ba880cbe05dd16d4568682d1af86fb602fc57"
+content-hash = "23105292b4f94656c32b0ec90cc9597a4a7eacd44c080d0f72290c3be5f67711"
diff --git a/pyproject.toml b/pyproject.toml
index 239edc20b..d2bd920c2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,7 +39,7 @@ dpath = "^2.1.6"
 toml = "^0.10.2"
 urllib3 = "<2"
 frontend = "^0.0.3"
-litellm = "^1.37.14"
+litellm = "^1.44.28"
 diskcache = "^5.6.3"
 pymupdf = "^1.24.9"
 
diff --git a/src/ontogpt/evaluation/drugmechdb/datamodel/drugmechdb.py b/src/ontogpt/evaluation/drugmechdb/datamodel/drugmechdb.py
index 712a36e2f..b7777a872 100644
--- a/src/ontogpt/evaluation/drugmechdb/datamodel/drugmechdb.py
+++ b/src/ontogpt/evaluation/drugmechdb/datamodel/drugmechdb.py
@@ -19,7 +19,6 @@ class ConfiguredBaseModel(
     WeakRefShimBaseModel,
     validate_assignment=True,
     validate_all=True,
-    underscore_attrs_are_private=True,
     extra="forbid",
     arbitrary_types_allowed=True,
 ):