diff --git a/.github/workflows/lint_sqlfluff.yml b/.github/workflows/lint_sqlfluff.yml
index 0986785b..d6e1c3f0 100644
--- a/.github/workflows/lint_sqlfluff.yml
+++ b/.github/workflows/lint_sqlfluff.yml
@@ -1,11 +1,17 @@
 name: SQLFluff
 
+# Lints changed mimic-iv/concepts/*.sql on pull requests and posts GitHub
+# annotations. Fork PRs skip Annotate — GITHUB_TOKEN cannot create check runs
+# from forks (Resource not accessible by integration / 403).
 on:
   - pull_request
 
 jobs:
   lint-mimic-iv:
     runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      checks: write
     steps:
       - name: checkout
         uses: actions/checkout@v7
@@ -35,8 +41,14 @@ jobs:
         shell: bash
         run: sqlfluff lint --format github-annotation --annotation-level failure --nofail ${{ steps.get_files_to_lint.outputs.lintees }} > annotations.json
       - name: Annotate
+        # Same-repo PRs only: fork tokens get 403 creating check runs, and
+        # ignore-unauthorized-error does not treat that as unauthorized.
+        if: >
+          steps.get_files_to_lint.outputs.lintees != '' &&
+          github.event.pull_request.head.repo.full_name == github.repository
         uses: yuzutech/annotations-action@v0.6.0
         with:
           repo-token: "${{ secrets.GITHUB_TOKEN }}"
           title: "SQLFluff Lint"
-          input: "./annotations.json"
\ No newline at end of file
+          input: "./annotations.json"
+          ignore-unauthorized-error: true
diff --git a/mimic-iii/concepts/severityscores/lods.sql b/mimic-iii/concepts/severityscores/lods.sql
index b5c3a7cb..bdb640ca 100644
--- a/mimic-iii/concepts/severityscores/lods.sql
+++ b/mimic-iii/concepts/severityscores/lods.sql
@@ -134,7 +134,7 @@ left join `physionet-data.mimiciii_derived.labs_first_day` labs
 (
 select
   cohort.*
-  -- Below code calculates the component scores needed for SAPS
+  -- Below code calculates the component scores needed for LODS
 
   -- neurologic
   , case
diff --git a/mimic-iii/concepts_postgres/severityscores/lods.sql b/mimic-iii/concepts_postgres/severityscores/lods.sql
index 55422d67..a879dfdb 100644
--- a/mimic-iii/concepts_postgres/severityscores/lods.sql
+++ b/mimic-iii/concepts_postgres/severityscores/lods.sql
@@ -102,7 +102,7 @@ WITH cpap AS (
     ON ie.icustay_id = labs.icustay_id
 ), scorecomp AS (
   SELECT
-    cohort.*, /* Below code calculates the component scores needed for SAPS */ /* neurologic */
+    cohort.*, /* Below code calculates the component scores needed for LODS */ /* neurologic */
     CASE
       WHEN mingcs IS NULL
       THEN NULL
diff --git a/mimic-iv/concepts/score/lods.sql b/mimic-iv/concepts/score/lods.sql
index bc105402..f6c74ba3 100644
--- a/mimic-iv/concepts/score/lods.sql
+++ b/mimic-iv/concepts/score/lods.sql
@@ -128,7 +128,7 @@ WITH cpap AS (
 , scorecomp AS (
     SELECT
         cohort.*
-  -- Below code calculates the component scores needed for SAPS
+  -- Below code calculates the component scores needed for LODS
 
         -- neurologic
         , CASE
diff --git a/mimic-iv/concepts_postgres/score/lods.sql b/mimic-iv/concepts_postgres/score/lods.sql
index db27acc2..edaa0c74 100644
--- a/mimic-iv/concepts_postgres/score/lods.sql
+++ b/mimic-iv/concepts_postgres/score/lods.sql
@@ -101,7 +101,7 @@ WITH cpap AS (
     ON ie.stay_id = labs.stay_id
 ), scorecomp AS (
   SELECT
-    cohort.*, /* Below code calculates the component scores needed for SAPS */ /* neurologic */
+    cohort.*, /* Below code calculates the component scores needed for LODS */ /* neurologic */
     CASE
       WHEN gcs_min IS NULL
       THEN NULL