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index a3a221dc..b464709c 100644
--- a/docs/20240203_fosdem.html
+++ b/docs/20240203_fosdem.html
@@ -107,102 +107,176 @@
       </section>
 
       <section>
-        <h2 style="font-size:1.2em">Objectives</h2>
-        <div style="font-size:0.85em">
-          Since the launch of the <b>National Plan for Open Science</b> in July 2018, the monitor has been designed as:
-          <div style="width: 50%;float:left;">
-            <ul style="font-size:0.75em;line-height: 170%;">
+        <section>
+          <h3 style="font-size: 1.2em;">Objectives</h3>
+          <div style="font-size: 0.85em;">
+            Since the launch of the <b>National Plan for Open Science</b> in July 2018, the monitor has been designed
+            as:
+            <div style="width: 50%; float: left;">
+              <ul style="font-size: 0.75em; line-height: 170%;">
+                <br>
+                <li>
+                  👑 a <b>sovereign</b> and <b>evolving</b> tool for <b>assessing the impacts</b> of the open science
+                  public policy
+                </li>
+                <li>
+                  🔧 a strategic tool to refine and adjust open science <b>public policies</b>
+                </li>
+                <li>
+                  👩‍🔬 a <b>lever for improving knowledge of French scientific production</b>, beyond the Open Science
+                  aspects
+                </li>
+                <li>
+                  💾 the monitor now covers <b>publicatications, PhD thesis, clinical trials, research data, software
+                    and
+                    code</b>
+                </li>
+              </ul>
+            </div>
+            <div style="width: 50%; float:right;">
+              <img src="images/fosdem_national_plan_for_OS.png" alt="French nation plan for Open Science"
+                style="width: 75%">
+            </div>
+          </div>
+        </section>
+
+        <section>
+          <h3 style="font-size: 1.2em;">The FOSM is a command for monitoring and steering public policy</h3>
+          <div style="font-size: 0.85em;">
+            <ul style="font-size: 0.75em;line-height: 180%;">
               <br>
               <li>
-                👑 a <b>sovereign</b> and <b>evolving</b> tool for <b>assessing the impacts</b> of the open science
-                public policy
+                📔 Respecting several expectations, in particular
+                <ul style="line-height: 120%;">
+                  <li>taking into account <b>bibliodiversity</b></li>
+                  <li>sharing and openness to encourage <b>transparency and reproducibility</b></li>
+                </ul>
               </li>
-              <li>
-                🔧 a strategic tool to refine and adjust open science <b>public policies</b>
-              </li>
-              <li>
-                👩‍🔬 a <b>lever for improving knowledge of French scientific production</b>, beyond the Open Science
-                aspects
+              <li>⏳ That adapts to <b>constraints and changes in public policy</b>
+                <ul style='line-height: 120%;'>
+                  <li>first snapshot of the open access situation at the end of 2018</li>
+                  <li>gradual extension of indicators and scope</li>
+                </ul>
               </li>
-              <li>
-                💾 the monitor now covers <b>publicatications, PhD thesis, clinical trials, research data, software and
-                  code</b>
+              <br />
+              <li class="fragment fade-in">
+                🧗 These constraints led us to <b>choose the difficult path</b>
+                <ul style="line-height: 120%;">
+                  <li>at the methodological level, in particular for <b>detection of
+                      affiliations and disciplinary fields</b></li>
+                  <li>at the operational level, with a <b>IT infrastructure adapted</b></li>
               </li>
-            </ul>
-          </div>
-          <div style="width: 50%; float:right;">
-            <img src="images/fosdem_national_plan_for_OS.png" alt="French nation plan for Open Science"
-              style="width: 75%">
           </div>
-        </div>
+        </section>
       </section>
 
       <section>
-        <h2 style='font-size:1.2em'>The FOSM is a command for monitoring and steering public policy</h2>
-        <div style='font-size:0.85em'>
-          <ul style='font-size:0.75em;line-height: 180%;'>
-            <br>
-            <li>
-              📔 Respecting several expectations, in particular
-              <ul style="line-height: 120%;">
-                <li>taking into account <b>bibliodiversity</b></li>
-                <li>sharing and openness to encourage <b>transparency and reproducibility</b></li>
-              </ul>
-            </li>
-            <li>⏳ That adapts to <b>constraints and changes in public policy</b>
-              <ul style='line-height: 120%;'>
-                <li>first snapshot of the open access situation at the end of 2018</li>
-                <li>gradual extension of indicators and scope</li>
-              </ul>
-            </li>
-            <br />
-            <li class="fragment fade-in">
-              🧗 These constraints led us to <b>choose the difficult path</b>
-              <ul style="line-height: 120%;">
-                <li>at the methodological level, in particular for <b>detection of
-                    affiliations and disciplinary fields</b></li>
-                <li>at the operational level, with a <b>IT infrastructure adapted</b></li>
-            </li>
-        </div>
-      </section>
+        <section>
+          <h1>Publications</h1>
+        </section>
 
-      <section>
-        <h2>Current situation</h2>
-        <img src="images/fosdem_methodology.png">
-      </section>
+        <section>
+          <h3>Current situation</h3>
+          <img src="images/fosdem_methodology.png">
+        </section>
 
-      <section>
-        <h2>#1 Extract data</h2>
-        <img src="images/fosdem_methodo_01.png">
-      </section>
+        <section>
+          <h3>#1 Extract data</h3>
+          <img src="images/fosdem_methodo_01.png">
+          <ul>
+            <li>PubMed, Crossref, HAL</li>
+            <li class="fragment fade-in">🏗️ Automatic country detection (affiliation-matcher)</li>
+          </ul>
+        </section>
 
-      <section>
-        <h2>#2 Detect the country of affiliations</h2>
-        <img src="images/fosdem_methodo_02.png">
-      </section>
+        <section>
+          <h3>#2 Detect the country of affiliations</h3>
+          <img src="images/fosdem_methodo_02.png" style="width: 80%;">
+          <ul>
+            <li class="fragment fade-in">🏗️ Automatic country detection (affiliation-matcher)</li>
+          </ul>
+        </section>
 
-      <section>
-        <h2>#3 Consolidate the opening status</h2>
-        <img src="images/fosdem_methodo_03.png">
-      </section>
+        <section>
+          <h3>#3 Consolidate the opening status</h3>
+          <img src="images/fosdem_methodo_03.png">
+          <ul>
+            <li>Open access detection: Unpaywall</li>
+            <li class="fragment fade-in">🏗️ Classification of open access types</li>
+          </ul>
+        </section>
 
-      <section>
-        <h2>#3 Consolidate the disciplinary classification</h2>
-        <img src="images/fosdem_methodo_04.png">
-      </section>
+        <section>
+          <h3>#3 Consolidate the disciplinary classification</h3>
+          <img src="images/fosdem_methodo_04.png" style="width: 78%;">
+          <ul>
+            <li>Training data : Pascal and Francis, Field of Research (FoR)</li>
+            <li class="fragment fade-in">🏗️ Automatic classification models (fastText)</li>
+          </ul>
+        </section>
 
-      <section>
-        <h2>#4 Share the results</h2>
-        <img src="images/fosdem_methodo_05.png">
+        <section>
+          <h3>#4 Share the results</h3>
+          <img src="images/fosdem_methodo_05.png">
+        </section>
+
+        <section>
+          <h3>#4 Share the results</h3>
+          <img src="images/fosdem_methodo_06.png">
+          <ul>
+            <li>200 local variations</li>
+          </ul>
+        </section>
+
+        <section>
+          <h3>Indicators</h3>
+          <img src="images/fosdem_results_publications_01.png">
+        </section>
+
+        <section>
+          <h3>Indicators</h3>
+          <img src="images/fosdem_results_publications_02.png">
+        </section>
       </section>
 
       <section>
-        <h2>#4 Share the results</h2>
-        <img src="images/fosdem_methodo_06.png">
+        <section>
+          <h1>Data, code and software</h1>
+        </section>
+        
+        <section>
+          <h3>#1 Collect data</h3>
+          <img src="images/fosdem_data_methodo_01.png">
+        </section>
+
+        <section>
+          <h3>#2 Download PDFs, the open ones</h3>
+          <img src="images/fosdem_data_methodo_02.png">
+        </section>
+
+        <section>
+          <h3>#2 Download PDFs, the closed ones</h3>
+          <img src="images/fosdem_data_methodo_03.png">
+        </section>
+
+        <section>
+          <h3>#3 Consolidate metadata - Grobid</h3>
+          <img src="images/fosdem_data_methodo_04.png">
+        </section>
+
+        <section>
+          <h3>#3 Consolidate metadata - DataStet & Softcite</h3>
+          <img src="images/fosdem_data_methodo_05.png">
+        </section>
+
+        <section>
+          <h3>#4 Indicators</h3>
+          <img src="images/fosdem_data_methodo_06.png">
+        </section>
       </section>
 
       <section data-visibility="hidden">
-        <h2 style='font-size:1.2em'>... capitalizing on and complementing existing open sources</h2>
+        <h3 style='font-size:1.2em'>... capitalizing on and complementing existing open sources</h3>
         <div style='display:block;font-size:0.4em;float:right'>🏗️ Built at MESR within the FOSM framework</div>
         <div style='font-size:0.85em'>
           <ul style='font-size:0.75em;line-height: 180%;'>
@@ -226,7 +300,7 @@ <h2 style='font-size:1.2em'>... capitalizing on and complementing existing open
       </section>
 
       <section data-visibility="hidden">
-        <h2 style='font-size:1.2em'>A modular approach ...</h2>
+        <h3 style='font-size:1.2em'>A modular approach ...</h3>
         <div style='font-size:0.85em'>
           <ul style='font-size:0.75em;line-height: 180%;'>
             <br>
@@ -236,7 +310,7 @@ <h2 style='font-size:1.2em'>A modular approach ...</h2>
       </section>
 
       <section data-visibility="hidden">
-        <h2 style='font-size:1.2em'>Comparison with major international databases</h2>
+        <h3 style='font-size:1.2em'>Comparison with major international databases</h3>
         <div style="display: block; font-size: 0.4em; float: right;">
           Lauranne Chaignon, Daniel Egret; Identifying scientific
           publications countrywide and measuring their open access: The case of the French Open Science Monitor (FOSM).
@@ -254,9 +328,9 @@ <h2 style='font-size:1.2em'>Comparison with major international databases</h2>
       </section>
 
       <section data-visibility="hidden">
-        <h2 style="font-size: 1.2em;">
+        <h3 style="font-size: 1.2em;">
           Sensitivity of open access rate measurement (1/3)
-        </h2>
+        </h3>
         <div style="display: block; float: right; font-size: 0.4em;">Lauranne Chaignon, Daniel Egret; Identifying
           scientific
           publications countrywide and measuring their open access: The case of the French Open Science Monitor (FOSM).
@@ -271,7 +345,7 @@ <h2 style="font-size: 1.2em;">
       </section>
 
       <section data-visibility="hidden">
-        <h2 style="font-size: 1.2em;">Sensitivity of open access rate measurement (2/3)</h2>
+        <h3 style="font-size: 1.2em;">Sensitivity of open access rate measurement (2/3)</h3>
         <div>
           The OA rate varies according to the date of observation (which is rarely specified).
           <img src="images/fosdem_benchmark_oa_2022.png" alt="FOSM observation dates" style="width: 65%;">
@@ -279,7 +353,7 @@ <h2 style="font-size: 1.2em;">Sensitivity of open access rate measurement (2/3)<
       </section>
 
       <section data-visibility="hidden">
-        <h2 style="font-size: 1.2em;">Sensitivity of open access rate measurement (3/3)</h2>
+        <h3 style="font-size: 1.2em;">Sensitivity of open access rate measurement (3/3)</h3>
         <div style="font-size: 0.85em;">
           Numerous dimensions analyzed in the FOSM: discplines, publication type, languages, distribution platform ...
           <img src="images/fosdem_scientific_fields.png" alt="FOSM scientific fields" style="width: 65%;">
@@ -287,7 +361,7 @@ <h2 style="font-size: 1.2em;">Sensitivity of open access rate measurement (3/3)<
       </section>
 
       <section data-visibility="hidden">
-        <h2 style='font-size:1.2em'>Information-sharing services for a variety of uses</h2>
+        <h3 style='font-size:1.2em'>Information-sharing services for a variety of uses</h3>
         <div style='font-size:0.85em'>
           <ul style='font-size:0.75em;line-height: 180%;'>
             <li><span style='font-weight:900'>"General" audience</span> : website, designed with the help of design
@@ -315,22 +389,24 @@ <h2 style='font-size:1.2em'>Information-sharing services for a variety of uses</
       </section>
 
       <section data-visibility="hidden">
-        <h2 style="font-size:1.2em">New for 2021: new website</h2>
-        <img src="images/bso_web_1.png" alt="bso web 1" style="width:80%">
+        <h3 style="font-size: 1.2em;">New for 2021: new website</h3>
+        <img src="images/bso_web_1.png" alt="bso web 1" style="width: 80%;">
       </section>
-      <section>
-        <h2 style="font-size:1.2em">New for 2021: analysis by observation date</h2>
-        <img src="images/bso_web_2.png" alt="bso web 2" style="width:75%">
+
+      <section data-visibility="hidden">
+        <h3 style="font-size:1.2em">New for 2021: analysis by observation date</h3>
+        <img src="images/bso_web_2.png" alt="bso web 2" style="width: 75%;">
       </section>
-      <section>
-        <h2 style="font-size:1.2em">New for 2021: health section</h2>
-        <img src="images/bso_web_3.png" alt="bso web 3" style="width:80%">
+
+      <section data-visibility="hidden">
+        <h3 style="font-size:1.2em">New for 2021: health section</h3>
+        <img src="images/bso_web_3.png" alt="bso web 3" style="width: 80%;">
       </section>
 
       <section data-visibility="hidden">
-        <h2 style='font-size:1.2em'>Next milestones</h2>
-        <div style='font-size:0.85em'>
-          <ul style='font-size:0.75em;line-height: 180%;'>
+        <h3 style="font-size: 1.2em;">Next milestones</h3>
+        <div style="font-size: 0.85em;">
+          <ul style="font-size: 0.75em; line-height: 180%;">
             <li>🗄️ Integration of indicators about ORCID integration in France</li>
             <li>🧑‍🎓 Thesis</li>
             <li>📍 New functions for local variations of the FOSM (funders, HAL identifiers)</li>
@@ -338,13 +414,15 @@ <h2 style='font-size:1.2em'>Next milestones</h2>
 
       <section>
         <section>
-          <h2>The Open Family</h2>
+          <h3>The Open outputs</h3>
           <ul>
-            <li>💾 <a href="https://github.com/orgs/dataesr/repositories?q=bso" target="_blank">Open Code</a></li>
+            <li>🐙 <a href="https://github.com/orgs/dataesr/repositories?q=bso" target="_blank">Open Code</a></li>
             <li>📊 <a href="https://data.enseignementsup-recherche.gouv.fr/pages/explorer/?q=bso&sort=modified"
                 target="_blank">Open Data</a></li>
-            <li>🧪 <a href="https://frenchopensciencemonitor.esr.gouv.fr/about/methodology" target="_blank">Transparent methodology</a></li>
-            <li>📢 <a href="https://dataesr.github.io/presentations/20240203_fosdem.html" target="_blank">Open talk</a></li>
+            <li>🧪 <a href="https://frenchopensciencemonitor.esr.gouv.fr/about/methodology" target="_blank">Transparent
+                methodology</a></li>
+            <li>📢 <a href="https://dataesr.github.io/presentations/20240203_fosdem.html" target="_blank">Open talk</a>
+            </li>
           </ul>
         </section>
 
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