update

api/services.py

@@ -51,7 +51,7 @@ def analyze_project(
 
     for _, row in results.iterrows():
         orig_score = round(float(row.get("originality_score", 0)), 2)
-        sim_percent = round(100.0 - orig_score, 2)
+        sim_percent = round(float(row.get("hybrid_score", 0)) * 100, 2)
 
         top_projects.append({
             "project_title": row.get("project_title", ""),

src/similarity_model/hybrid_ranker.py

@@ -217,9 +217,10 @@ def compare_single_candidate(
         unique_query_count=unique_query_count
     )
 
-    originality_score = round(
-        (1.0 - base_similarity) * 100,
-        2
+    originality_score = compute_originality(
+        hybrid_score=base_similarity,
+        unique_query_features=unique_query_count,
+        total_query_features=total_query_features
     )
 
     hybrid_score = base_similarity