diff --git a/app/query_results_models.py b/app/query_results_models.py
deleted file mode 100644
index 132a4cc32158a121b94d3d9df0908471a7fa6896..0000000000000000000000000000000000000000
--- a/app/query_results_models.py
+++ /dev/null
@@ -1,58 +0,0 @@
-class QueryResult(FileMixin, HashidMixin, db.Model):
-    __tablename__ = 'query_results'
-    # Primary key
-    id = db.Column(db.Integer, primary_key=True)
-    # Foreign keys
-    user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
-    # Fields
-    description = db.Column(db.String(255))
-    query_metadata = db.Column(db.JSON())
-    title = db.Column(db.String(32))
-    # Backrefs: user: User
-
-    def __repr__(self):
-        '''
-        String representation of the QueryResult. For human readability.
-        '''
-        return f'<QueryResult {self.title}>'
-
-    @property
-    def download_url(self):
-        return url_for(
-            'corpora.download_query_result', query_result_id=self.id)
-
-    @property
-    def jsonpatch_path(self):
-        return f'{self.user.jsonpatch_path}/query_results/{self.hashid}'
-
-    @property
-    def path(self):
-        return os.path.join(
-            self.user.path, 'query_results', str(self.id), self.filename)
-
-    @property
-    def url(self):
-        return url_for('corpora.query_result', query_result_id=self.id)
-
-    @property
-    def user_hashid(self):
-        return self.user.hashid
-
-    def delete(self):
-        shutil.rmtree(self.path, ignore_errors=True)
-        db.session.delete(self)
-
-    def to_json(self, backrefs=False, relationships=False):
-        _json = {
-            'id': self.hashid,
-            'corpus_title': self.query_metadata['corpus_name'],
-            'description': self.description,
-            'filename': self.filename,
-            'query': self.query_metadata['query'],
-            'query_metadata': self.query_metadata,
-            'title': self.title,
-            **self.file_mixin_to_json(
-                backrefs=backrefs, relationships=relationships)
-        }
-        if backrefs:
-            _json['user'] = self.user.to_json(backrefs=True, relationships=False)
diff --git a/app/services/forms.py b/app/services/forms.py
index 96caecc4b6d77c84ef4bbee59da5740522f35d04..562696eb6320f35089cd6458101b144bc1fa48e0 100644
--- a/app/services/forms.py
+++ b/app/services/forms.py
@@ -72,11 +72,9 @@ class CreateTesseractOCRPipelineJobForm(CreateJobBaseForm):
         self.ocropus_nlbin_threshold.render_kw['disabled'] = True
         if 'methods' in service_info:
             if 'binarization' in service_info['methods']:
-                if 'disabled' in self.binarization.render_kw:
-                    del self.binarization.render_kw['disabled']
+                del self.binarization.render_kw['disabled']
             if 'ocropus_nlbin_threshold' in service_info['methods']:
-                if 'disabled' in self.ocropus_nlbin_threshold.render_kw:
-                    del self.ocropus_nlbin_threshold.render_kw['disabled']
+                del self.ocropus_nlbin_threshold.render_kw['disabled']
         models = [
             x for x in TesseractOCRPipelineModel.query.order_by(TesseractOCRPipelineModel.title).all()
             if version in x.compatible_service_versions and (x.shared == True or x.user == current_user)
@@ -118,8 +116,7 @@ class CreateTranskribusHTRPipelineJobForm(CreateJobBaseForm):
         self.binarization.render_kw['disabled'] = True
         if 'methods' in service_info:
             if 'binarization' in service_info['methods']:
-                if 'disabled' in self.binarization.render_kw:
-                    del self.binarization.render_kw['disabled']
+                del self.binarization.render_kw['disabled']
         self.model.choices = [('', 'Choose your option')]
         self.model.choices += [(x['modelId'], x['name']) for x in transkribus_htr_pipeline_models]
         self.model.default = ''
@@ -157,8 +154,7 @@ class CreateSpacyNLPPipelineJobForm(CreateJobBaseForm):
         self.encoding_detection.render_kw['disabled'] = True
         if 'methods' in service_info:
             if 'encoding_detection' in service_info['methods']:
-                if 'disabled' in self.encoding_detection.render_kw:
-                    del self.encoding_detection.render_kw['disabled']
+                del self.encoding_detection.render_kw['disabled']
         models = [
             x for x in SpaCyNLPPipelineModel.query.order_by(SpaCyNLPPipelineModel.title).all()
             if version in x.compatible_service_versions and (x.shared == True or x.user == current_user)
diff --git a/app/templates/services/spacy_nlp_pipeline.html.j2 b/app/templates/services/spacy_nlp_pipeline.html.j2
index 219ac025b076eedf0b7d09c4ee651f966b3839f5..6443c506ca9915f1fc24aaa9d66287ad37cbc1e9 100644
--- a/app/templates/services/spacy_nlp_pipeline.html.j2
+++ b/app/templates/services/spacy_nlp_pipeline.html.j2
@@ -87,6 +87,7 @@
               <div class="col s12">
                 <span class="card-title">Preprocessing</span>
               </div>
+              {% if 'disabled' not in form.encoding_detection.render_kw or not form.encoding_detection.render_kw['disabled'] %}
               <div class="col s9">
                 <p>{{ form.encoding_detection.label.text }}</p>
                 <p class="light">If the input files are not created with the nopaque OCR service or you do not know if your text files are UTF-8 encoded, check this switch. We will try to automatically determine the right encoding for your texts to process them.</p>
@@ -99,6 +100,7 @@
                   </label>
                 </div>
               </div>
+              {% endif %}
               <!--
               Seperate each setting with the following
               <div class="col s12"><p>&nbsp;</p></div>
diff --git a/app/templates/services/tesseract_ocr_pipeline.html.j2 b/app/templates/services/tesseract_ocr_pipeline.html.j2
index 9114b729e2635574ed0e65cc09257179210395e2..3bb14254cef558585aed5dba9ec1af462acaf221 100644
--- a/app/templates/services/tesseract_ocr_pipeline.html.j2
+++ b/app/templates/services/tesseract_ocr_pipeline.html.j2
@@ -72,6 +72,7 @@
               <div class="col s12">
                 <span class="card-title">Preprocessing</span>
               </div>
+              {% if 'disabled' not in form.binarization.render_kw or not form.binarization.render_kw['disabled'] %}
               <div class="col s9">
                 <p>{{ form.binarization.label.text }}</p>
                 <p class="light">Based on a brightness threshold pixels are converted into either black or white. It is useful to reduce noise in images. (<b>longer duration</b>)</p>
@@ -84,56 +85,14 @@
                   </label>
                 </div>
               </div>
-              <div class="col s12"><p>&nbsp;</p></div>  
-              <div class="col s9">
+              {% if 'disabled' not in form.ocropus_nlbin_threshold.render_kw or not form.ocropus_nlbin_threshold.render_kw['disabled'] %}
+              <div class="col s9 hide" id="create-job-form-ocropus_nlbin_threshold-container">
+                <br>
                 <p>Intensity (between 0 and 1)</p>
                 <p class="range-field">{{ form.ocropus_nlbin_threshold() }}</p>
               </div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s12 divider"></div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s9">
-                <p>Page range</p>
-                <p class="light"></p>
-              </div>
-              <div class="col s3 right-align">
-                <div class="switch">
-                  <label>
-                    <input disabled type="checkbox">
-                    <span class="lever"></span>
-                  </label>
-                </div>
-              </div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s12 divider"></div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s9">
-                <p>Page rotation</p>
-                <p class="light"></p>
-              </div>
-              <div class="col s3 right-align">
-                <div class="switch">
-                  <label>
-                    <input disabled type="checkbox">
-                    <span class="lever"></span>
-                  </label>
-                </div>
-              </div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s12 divider"></div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s9">
-                <p>Page split</p>
-                <p class="light"></p>
-              </div>
-              <div class="col s3 right-align">
-                <div class="switch">
-                  <label>
-                    <input disabled type="checkbox">
-                    <span class="lever"></span>
-                  </label>
-                </div>
-              </div>
+              {% endif %}
+              {% endif %}
               <!--
               Seperate each setting with the following
               <div class="col s12"><p>&nbsp;</p></div>
@@ -185,3 +144,12 @@
   </div>
 </div>
 {% endblock modals %}
+
+{% block scripts %}
+{{ super() }}
+<script>
+document.querySelector('#create-job-form-binarization').addEventListener('change', (event) => {
+  document.querySelector('#create-job-form-ocropus_nlbin_threshold-container').classList.toggle('hide');
+});
+</script>
+{% endblock scripts %}
diff --git a/app/templates/services/transkribus_htr_pipeline.html.j2 b/app/templates/services/transkribus_htr_pipeline.html.j2
index d54d990664e95904eef520f13399c581340acb7d..da14d53c6125e4247e2b51c1fdefa2232e090ace 100644
--- a/app/templates/services/transkribus_htr_pipeline.html.j2
+++ b/app/templates/services/transkribus_htr_pipeline.html.j2
@@ -76,6 +76,7 @@
               <div class="col s12">
                 <span class="card-title">Preprocessing</span>
               </div>
+              {% if 'disabled' not in form.binarization.render_kw or not form.binarization.render_kw['disabled'] %}
               <div class="col s9">
                 <p>{{ form.binarization.label.text }}</p>
                 <p class="light">Based on a brightness threshold pixels are converted into either black or white. It is useful to reduce noise in images. (<b>longer duration</b>)</p>
@@ -88,51 +89,7 @@
                   </label>
                 </div>
               </div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s12 divider"></div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s9">
-                <p>Page range</p>
-                <p class="light"></p>
-              </div>
-              <div class="col s3 right-align">
-                <div class="switch">
-                  <label>
-                    <input disabled type="checkbox">
-                    <span class="lever"></span>
-                  </label>
-                </div>
-              </div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s12 divider"></div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s9">
-                <p>Page rotation</p>
-                <p class="light"></p>
-              </div>
-              <div class="col s3 right-align">
-                <div class="switch">
-                  <label>
-                    <input disabled type="checkbox">
-                    <span class="lever"></span>
-                  </label>
-                </div>
-              </div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s12 divider"></div>
-              <div class="col s12"><p>&nbsp;</p></div>
-              <div class="col s9">
-                <p>Page split</p>
-                <p class="light"></p>
-              </div>
-              <div class="col s3 right-align">
-                <div class="switch">
-                  <label>
-                    <input disabled type="checkbox">
-                    <span class="lever"></span>
-                  </label>
-                </div>
-              </div>
+              {% endif %}
               <!--
               Seperate each setting with the following
               <div class="col s12"><p>&nbsp;</p></div>