[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmenu-items?{\"menus\":147,\"_fields\":\"title,parent,id,url,slug\",\"language\":\"nl\"}":3,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fprojecten?{\"slug\":\"automatisch-extraheren-van-weigeringsgronden-uit-woo-besluiten\",\"language\":\"nl\"}":27,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmenu-items?{\"menus\":148,\"_fields\":\"title,parent,id,url,acf\",\"language\":\"nl\"}":107,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedewerkers\u002F11325?{\"_fields\":\"slug,acf,link\",\"language\":\"nl\"}":334,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmenu-items?{\"menus\":149,\"_fields\":\"title,parent,id,url\",\"language\":\"nl\"}":339,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F15655?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":346,"HEAD::\u002Fapi\u002Fwp\u002Fv2\u002F?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":401,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F16445?{\"_fields\":\"title,source_url\",\"language\":\"nl\"}":402,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedewerkers?{\"_fields\":\"id,slug,title,featured_media,acf,link\",\"per_page\":100,\"include\":\"11325,5036\",\"orderby\":\"title\",\"order\":\"asc\",\"language\":\"nl\"}":406,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fprojecten?{\"_fields\":\"id,title,date,excerpt,slug,date_gmt,type,featured_media,acf,link\",\"per_page\":3,\"domeinen\":\"117,46,164\",\"exclude\":[15653],\"language\":\"nl\"}":430,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F15344?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":492,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F16355?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":585,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F16167?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":625,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F15843?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":660,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F14408?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":695,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F16444?{\"_fields\":\"title,source_url\",\"language\":\"nl\"}":742,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F16269?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":746,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F15783?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":784,"GET::\u002Fapi\u002Fwp\u002Fv2\u002Fmedia\u002F15844?{\"_fields\":\"source_url,media_details,alt_text,caption,title\",\"language\":\"nl\"}":819},{"items":4,"total":26},[5,11,16,21],{"id":6,"title":7,"url":9,"parent":10},12653,{"rendered":8},"Algemene voorwaarden","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fmeta\u002Falgemene-voorwaarden\u002F",0,{"id":12,"title":13,"url":15,"parent":10},12868,{"rendered":14},"Privacyverklaring","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fmeta\u002Fprivacyverklaring\u002F",{"id":17,"title":18,"url":20,"parent":10},16329,{"rendered":19},"Informatiebeveiliging","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fmeta\u002Finformatiebeveiliging\u002F",{"id":22,"title":23,"url":25,"parent":10},12568,{"rendered":24},"Lopende onderzoeken","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Flopende-onderzoeken\u002F","4",{"items":28,"total":106},[29],{"id":30,"date":31,"date_gmt":32,"guid":33,"modified":35,"modified_gmt":36,"slug":37,"status":38,"type":39,"link":40,"title":41,"featured_media":10,"template":43,"domeinen":44,"class_list":48,"acf":56,"_links":76},15653,"2026-01-15T16:11:42","2026-01-15T15:11:42",{"rendered":34},"https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002F?post_type=projecten&p=15653","2026-09-07T18:38:31","2026-09-07T16:38:31","automatisch-extraheren-van-weigeringsgronden-uit-woo-besluiten","publish","projecten","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fprojecten\u002Fautomatisch-extraheren-van-weigeringsgronden-uit-woo-besluiten\u002F",{"rendered":42},"Automatische analyse van weigeringsgronden uit Woo-besluiten","",[45,46,47],117,46,164,[49,39,50,51,52,53,54,55],"post-15653","type-projecten","status-publish","hentry","domeinen-data-science-en-ai","domeinen-informatiesamenleving","domeinen-openbaar-bestuur",{"projectnummer":57,"opdrachtgevers":58,"projectleden":61,"loopt":64,"sleutelwoorden":65,"omschrijving":66,"rapporttitel":67,"bestand":68,"publicatienummer":69,"extra_downloads":70,"slider":74,"slider_fallback":43,"prominentie":75,"interviews":43,"slogan":43,"onder_slogan":43,"slogan_titel":43,"slogan_links":43},"2025.125",[59],{"opdrachtgever":60},"Maatschappelijke Coalitie Over Informatie Gesproken",[62,63],11325,5036,false,"AI Woo ","Dialogic onderzocht samen met de Universiteit Leiden, de Universiteit van Amsterdam en de Universiteit Utrecht \u003Cem>hoe\u003C\u002Fem> en \u003Cem>hoe vaak\u003C\u002Fem> de verschillende \u003Ca href=\"https:\u002F\u002Fwetten.overheid.nl\u002FBWBR0045754\u002F2026-02-20#Hoofdstuk5\">uitzonderingsgronden\u003C\u002Fa> uit de \u003Cstrong>Wet open overheid (Woo)\u003C\u002Fstrong> worden gebruikt om documenten of onderdelen daarvan niet openbaar te maken. Met dit onderzoek willen we inzicht geven in patronen en verschillen in toepassing en interpretatie, zodat het gesprek over transparantie en zorgvuldige belangenafweging beter kan worden gevoerd op basis van feiten.\r\n\r\nDit onderzoek is deel van een Actiepunt van het \u003Cstrong>Actieplan Open Overheid\u003C\u002Fstrong>. In het kader van het Open Government Partnership (OGP) – een wereldwijde beweging met meer dan 75 aangesloten landen sinds 2011 – stelt Nederland eens per twee jaar een actieplan op. Het doel is dat overheidsorganisaties, maatschappelijke organisaties en burgers samenwerken aan een opener overheid: een effectievere overheid die burgers en maatschappelijke organisaties beter in positie brengt om gezamenlijk maatschappelijke vraagstukken aan te pakken. In het actieplan staan de ambities van het kabinet en andere actiehouders beschreven.\r\n\r\nWe brengen het gebruik van uitzonderingsgronden zowel kwantitatief als kwalitatief in kaart. Hierin komt vanuit Dialogic o.a. de toepassing van AI als expertise naar voren. We hebben een methode ontwikkeld waarmee we patronen in kaart kunnen brengen in het gebruik van uitzonderingsgronden in Woo-besluiten. Dialogic heeft in het onderzoek 6.746 Woo-dossiers geanalyseerd. Hieronder vielen 8.774 besluitdocumenten die naar fragmenten zijn opgeknipt. Een taalmodel bepaalde of er een uitzonderingsgrond in het fragment werd aangehaald en welke uitzonderingsgronden er in het fragment genoemd werden. Hierbij zijn enkel de fragmenten waar een grond in wordt gedetecteerd relevant. Op WooZM (de Woo zoekmachine) is er door de Universiteit van Amsterdam een integratie gemaakt waarmee je door deze fragmenten heen kunt zoeken, om te zien hoe de inzet van de grond per fragment gemotiveerd wordt.\r\n\r\nOm op grote schaal hier patronen in te vinden, is er een soort \"landkaart\" gemaakt. Daarbij zijn alle relevante fragmenten gekleurd op genoemde uitzonderingsgrond en zijn ze geclusterd op tekstuele inhoud. Fragmenten die tekstueel op elkaar lijken, liggen dus dicht bij elkaar. Hierdoor krijg je redelijk snel een beeld van de inhoud van de toelichtingen, zonder dat je handmatig door alle fragmenten heen hoeft te lezen.\r\n\r\n\u003Ca href=\"https:\u002F\u002Fdialogic.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FDialogic-Uitzonderingsgronden-in-beeld-Verkenner-tekstfragmenten-uitzonderingsgronden.html\">\u003Cimg class=\"aligncenter wp-image-16446\" src=\"https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FScreenshot-Tekstfragmenten-met-uitzonderingsgronden-in-Woo-besluiten-1536x854.png\" alt=\"Screenshot - Tekstfragmenten met uitzonderingsgronden in Woo-besluiten\" width=\"493\" height=\"274\" \u002F>\u003C\u002Fa>\r\n\u003Cdiv>\r\n\u003Cdiv class=\"___be36l80 fbotcpb fy77jfu f6dzj5z\">\r\n\u003Cdiv class=\"fai-CopilotMessage r1f6yzd6 ___1fjo9g7 f1g2tzg5 fgct6un fy77jfu f2c7lf3\" tabindex=\"0\" role=\"article\" aria-labelledby=\"copilot-message-_r_qkv_-title copilot-message-_r_qkv_\" aria-setsize=\"4\" aria-posinset=\"4\" data-tabster=\"{"groupper":{"tabbability":2},"focusable":{}}\">\r\n\u003Cdiv id=\"copilot-message-_r_qkv_\" class=\"fai-CopilotMessage__content r1izxv8h ___7qar2c0 fcthzvy\" dir=\"auto\">\r\n\u003Cdiv>\r\n\u003Cdiv dir=\"auto\">\r\n\u003Cdiv class=\"___1vve6yh f22iagw f1vx9l62 f122n59 f3bhgqh f1mnxvew fly5x3f\">\r\n\u003Cdiv class=\"___j4vmuw0 f22iagw f1vx9l62 f1869bpl fly5x3f fbc6vix\">\r\n\u003Cdiv tabindex=\"-1\" data-testid=\"loading-message\">\r\n\u003Cdiv>\r\n\u003Cdiv>\r\n\u003Cdiv id=\"response-id_r_qkt_\" class=\"___1yop6mf f336tjw f9ijwd5 fz7g6wx fod5ikn f1s184ao\" data-testid=\"lastChatMessage\">\r\n\u003Cdiv class=\"___1peis63 f22iagw f1063pyq f6jr5hl f1c88k3p\">\r\n\u003Cdiv class=\"___4htdyp0 fz7g6wx fy77jfu\">\r\n\u003Cdiv class=\"___1j4t0a1 f1lmfglv f1abmfm4\" dir=\"auto\" aria-hidden=\"false\" data-testid=\"markdown-reply\" data-message-id=\"9e2305b9-0421-4da9-932d-e7e65bd5efb6\" data-message-type=\"Chat\">\r\n\u003Cdiv class=\"___1ddt6wa f22iagw f1vx9l62 fkmyikg fk15e71 f1k953kz f137keqj f1rncccw f1stllg3 f1w4kmmc f1tric3v f10dk5ic fx8cdsv f16nlwsl f1eookvz fhjrts3 fqugt2f f18d18k8 f1v1vhmp f1hdmul3 f198vjnp f2dshw1 fjpjndq fnmj2pj ffrrb40 f1mon110 fhajzam fimndk6 fxv4dng fb1rn9k f59wlhv f1xmfh30 f18yf5o5 fmr6chf fw8qy2q ff161sd f1qr7t77 f1yyogn1 foogchg fp5872b f1tpb8gf f1hdgrc8 f1vatr43 frkxccd f9pdzkb f158oiaz ft5kggy f5l4ui7 f13j03li f18xdoka f8off4e f1go6zfc f128n2ra f1jpxw2j f1lwd9n0 fy0b8hm f1g2633v fx4kvgi fkvolse f1gxrt3a f1os76ua f1js9cnw f1g87ej0 freluf8 f1yggaq6 f2i3chp f1151osp florpoh f35kzfz ftp9m57 f1e288vi fz62hnz fixvuys f1nmofwh fc1c6mv f18a2er7 fhvkrdl fhxnn68 f1oce4bo fvhlfan f7tc0t0 f1ngf1n2 ffrzq6x f1yjiq2m f1aqdgql f1huvaf f10ij78l f1k94sa4 fkmfumq f1jvzkyl f1eu24ob f1xbfc1f fmf0lwf f107dsy8 f3w566c f4648sl f13zpkng f7unjfp f8p1rz fzu6h1w f1i1bi6h f1smo7hi f1sk1xod f1kgogdq f1gjktkp ft608jz f1o9wiiv fg3xr24 fhd155k f1b8gl2e fg4b9ou flb4lo fdicbfk fgwcyh1 f1jbds0d f1fb9uea f1stuka4 fcrtu6g fwqh0xn f11w66yg f6e0e65 f1vvgu0 f1607507 fgct6un f1ec1nbe fg3fpv7 f1m9bycv f1ntoah8 f1b694rt faql4r2 fpjuhzh fmavl6h f1d9bsk fmzhlt0 f145l92p fwkyaqm f129obh1 f19la9g f127w39w fr0ux9m fxhidck f1cu4h9j f1wnbo7v f1eueg4z fy9c24f f1h2o91j f1iw08fq f19n0e5 f196z6ca fsbhmxc f1mth4z6\">\r\n\r\nHet onderzoek laat zien dat taalmodellen uitzonderingsgronden in Woo-besluiten goed automatisch kunnen herkennen. Daarnaast blijkt dat motiveringen rondom dezelfde uitzonderingsgrond vaak sterke inhoudelijke overeenkomsten vertonen, waardoor met clustering duidelijke patronen en terugkerende formuleringen zichtbaar kunnen worden gemaakt. Zo blijken bepaalde uitzonderingsgronden, zoals de bescherming van persoonlijke beleidsopvattingen, bedrijfs- en fabricagegegevens en de persoonlijke levenssfeer, regelmatig terug te keren in Woo-besluiten. Daarnaast zijn er verschillende thema's te zien binnen eenzelfde uitzonderingsgrond. Dit laat zien dat een grond voor verschillende doeleinden wordt ingezet. Op vormniveau valt op dat besluiten vaak een vergelijkbare structuur hanteren, met vaste onderdelen voor de beoordeling, afweging en onderbouwing van uitzonderingsgronden.\r\n\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\n\u003C\u002Fdiv>\r\nLees het \u003Ca href=\"https:\u002F\u002Fdialogic.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FRapportage-Dialogic-Uitzonderingsgronden-in-beeld-Een-aanpak-met-taalmodellen.pdf\">rapport\u003C\u002Fa> om toelichting te krijgen bij de methode en resultaten. Verken ook interactief de \"\u003Ca href=\"https:\u002F\u002Fdialogic.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FDialogic-Uitzonderingsgronden-in-beeld-Verkenner-tekstfragmenten-uitzonderingsgronden.html\">landkaart\u003C\u002Fa>\".\r\n\r\n ","Uitzonderingsgronden in beeld:  Een aanpak met taalmodellen",16445,"2025.125-11047",[71],{"extra_naam":72,"extra_bestand":73},"Verkenner 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bestuur","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fthema\u002Fgoed-bestuur\u002F",{"menu_image":64,"menu_slogan":43},{"id":186,"title":187,"url":189,"parent":145,"acf":190},12582,{"rendered":188},"Innovatiebeleid","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fthema\u002Finnovatie\u002F",{"menu_image":64,"menu_slogan":43},{"id":192,"title":193,"url":195,"parent":145,"acf":196},15659,{"rendered":194},"Justitie en veiligheid","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fthema\u002Fjustitie-en-veiligheid\u002F",{"menu_image":64,"menu_slogan":43},{"id":198,"title":199,"url":201,"parent":145,"acf":202},12581,{"rendered":200},"Klimaat en energie","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fthema\u002Fklimaat-en-energie\u002F",{"menu_image":64,"menu_slogan":43},{"id":204,"title":205,"url":207,"parent":145,"acf":208},15736,{"rendered":206},"Land- en 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onderzoek","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fthema\u002Fwetenschap-en-onderzoek\u002F",{"menu_image":64,"menu_slogan":43},{"id":234,"title":235,"url":237,"parent":145,"acf":238},12584,{"rendered":236},"Zorg","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fthema\u002Fzorg\u002F",{"menu_image":64,"menu_slogan":43},{"id":240,"title":241,"url":243,"parent":10,"acf":244},12570,{"rendered":242},"Diensten","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fdienst\u002Fbeleidsonderzoek\u002F",{"menu_image":64,"menu_slogan":43},{"id":246,"title":247,"url":243,"parent":240,"acf":249},12571,{"rendered":248},"Beleidsonderzoek",{"menu_image":64,"menu_slogan":43},{"id":251,"title":252,"url":254,"parent":240,"acf":255},12572,{"rendered":253},"Data- & AI-oplossingen","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fdienst\u002Fdata-en-ai-oplossingen\u002F",{"menu_image":64,"menu_slogan":43},{"id":257,"title":258,"url":260,"parent":240,"acf":261},12574,{"rendered":259},"Dashboards","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fdienst\u002Fdashboards\u002F",{"menu_image":64,"menu_slogan":43},{"id":263,"title":264,"url":266,"parent":240,"acf":267},14311,{"rendered":265},"Evaluatie en monitoring","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fdienst\u002Fevaluatie-en-monitoring\u002F",{"menu_image":64,"menu_slogan":43},{"id":269,"title":270,"url":272,"parent":240,"acf":273},12575,{"rendered":271},"Infographics","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fdienst\u002Finfographics-en-visualisaties\u002F",{"menu_image":64,"menu_slogan":43},{"id":275,"title":276,"url":278,"parent":240,"acf":279},12576,{"rendered":277},"Strategisch advies","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fdienst\u002Fstrategisch-advies\u002F",{"menu_image":64,"menu_slogan":43},{"id":281,"title":282,"url":284,"parent":10,"acf":285},13322,{"rendered":283},"Onderzoeken","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fonderzoeken\u002F",{"menu_image":64,"menu_slogan":43},{"id":287,"title":288,"url":290,"parent":10,"acf":291},12589,{"rendered":289},"Over ons","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fover-dialogic\u002Forganisatie\u002F",{"menu_image":64,"menu_slogan":43},{"id":293,"title":294,"url":296,"parent":287,"acf":297},12656,{"rendered":295},"Contact","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fover-dialogic\u002Fcontact\u002F",{"menu_image":64,"menu_slogan":43},{"id":299,"title":300,"url":302,"parent":287,"acf":303},13058,{"rendered":301},"Geschiedenis","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fover-dialogic\u002Fgeschiedenis\u002F",{"menu_image":64,"menu_slogan":43},{"id":305,"title":306,"url":308,"parent":287,"acf":309},15730,{"rendered":307},"Maatschappelijke impact","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwerken-bij-dialogic\u002Fveelgestelde-vragen\u002Fimpact\u002F",{"menu_image":64,"menu_slogan":43},{"id":311,"title":312,"url":314,"parent":287,"acf":315},13323,{"rendered":313},"Nieuwsarchief","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fover-dialogic\u002Fnieuwsarchief\u002F",{"menu_image":64,"menu_slogan":43},{"id":317,"title":318,"url":290,"parent":287,"acf":320},12593,{"rendered":319},"Organisatie",{"menu_image":64,"menu_slogan":43},{"id":322,"title":323,"url":325,"parent":287,"acf":326},12597,{"rendered":324},"Opdrachtgevers","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fover-dialogic\u002Fopdrachtgevers\u002F",{"menu_image":64,"menu_slogan":43},{"id":328,"title":329,"url":331,"parent":287,"acf":332},12590,{"rendered":330},"Team","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fmedewerkers\u002F",{"menu_image":64,"menu_slogan":43},"37",{"code":335,"message":336,"data":337},"rest_forbidden","Je hebt geen toestemming om dat te doen.",{"status":338},403,{"items":340,"total":106},[341],{"id":342,"title":343,"url":345,"parent":10},13577,{"rendered":344},"Werken bij Dialogic","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwerken-bij-dialogic\u002F",{"title":347,"caption":349,"alt_text":43,"media_details":351,"source_url":390},{"rendered":348},"Electronic document management system concept, searching and business managing files online document database, efficient archiving and company information datum. Technology digital asset management.",{"rendered":350},"\u003Cp>Electronic document management system concept, searching and business managing files online document database, efficient archiving and company information datum. Technology digital asset management.\u003C\u002Fp>\n",{"width":352,"height":353,"file":354,"filesize":355,"sizes":356,"image_meta":391,"original_image":400},2560,1707,"2026\u002F01\u002FiStock-1902034840-scaled.jpg",395485,{"medium":357,"large":364,"thumbnail":370,"medium_large":375,"1536x1536":381,"2048x2048":382,"full":388},{"file":358,"width":359,"height":360,"filesize":361,"mime_type":362,"source_url":363},"iStock-1902034840-300x200.jpg",300,200,30960,"image\u002Fjpeg","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FiStock-1902034840-300x200.jpg",{"file":365,"width":366,"height":367,"filesize":368,"mime_type":362,"source_url":369},"iStock-1902034840-1536x1024.jpg",1536,1024,193461,"https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FiStock-1902034840-1536x1024.jpg",{"file":371,"width":372,"height":372,"filesize":373,"mime_type":362,"source_url":374},"iStock-1902034840-150x150.jpg",150,23001,"https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FiStock-1902034840-150x150.jpg",{"file":376,"width":377,"height":378,"filesize":379,"mime_type":362,"source_url":380},"iStock-1902034840-768x512.jpg",768,512,79982,"https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FiStock-1902034840-768x512.jpg",{"file":365,"width":366,"height":367,"filesize":368,"mime_type":362,"source_url":369},{"file":383,"width":384,"height":385,"filesize":386,"mime_type":362,"source_url":387},"iStock-1902034840-2048x1366.jpg",2048,1366,287278,"https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FiStock-1902034840-2048x1366.jpg",{"file":389,"width":352,"height":353,"mime_type":362,"source_url":390},"iStock-1902034840-scaled.jpg","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FiStock-1902034840-scaled.jpg",{"aperture":392,"credit":393,"camera":394,"caption":348,"created_timestamp":395,"copyright":43,"focal_length":396,"iso":397,"shutter_speed":398,"title":348,"orientation":106,"keywords":399},"2","Getty Images","Canon EOS R5","1705484989","50","200","0.008",[],"iStock-1902034840.jpg",null,{"title":403,"source_url":405},{"rendered":404},"Rapportage – Dialogic – Uitzonderingsgronden in beeld – Een aanpak met taalmodellen","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fwp-content\u002Fuploads\u002F2026\u002F01\u002FRapportage-Dialogic-Uitzonderingsgronden-in-beeld-Een-aanpak-met-taalmodellen.pdf",{"items":407,"total":106},[408],{"id":63,"slug":409,"link":410,"title":411,"featured_media":413,"acf":414},"wazir-sahebali","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fmedewerkers\u002Fwazir-sahebali\u002F",{"rendered":412},"Wazir Sahebali",14408,{"voornaam":415,"tussenvoegsel":43,"achternaam":416,"functie":417,"e-mailadres":418,"telefoonnummer":419,"vakgebieden":420,"omschrijving":425,"foto_staand":426,"slider":427,"quote":428,"slogan_links":43,"linkedin":429,"twitter":43},"Wazir","Sahebali","Senior onderzoeker \u002F dataspecialist","sahebali@dialogic.nl","+31 30 215 05 67",[421,423],{"vakgebied":422},"Innovatiewetenschappen",{"vakgebied":424},"Data science","\u003Cspan data-contrast=\"auto\">Binnen mijn werk onderzoek ik graag vraagstukken op een \u003C\u002Fspan>\u003Ci>\u003Cspan data-contrast=\"auto\">creatieve manier\u003C\u002Fspan>\u003C\u002Fi>\u003Cspan data-contrast=\"auto\">. Door mijn interesse in \u003C\u002Fspan>\u003Ci>\u003Cspan data-contrast=\"auto\">kwantitatieve data\u003C\u002Fspan>\u003C\u002Fi>\u003Cspan data-contrast=\"auto\">, betreft dit al snel het bedenken van een, veelal technische of praktische, oplossing om informatie te verzamelen en\u002Fof te analyseren. Hierbij blijft de \u003C\u002Fspan>\u003Ci>\u003Cspan data-contrast=\"auto\">context\u003C\u002Fspan>\u003C\u002Fi>\u003Cspan data-contrast=\"auto\"> echter van groot belang.\u003C\u002Fspan>\u003Cspan data-ccp-props=\"{"201341983":0,"335559739":266,"335559740":319}\"> \u003C\u002Fspan>\r\n\r\n\u003Cspan data-contrast=\"auto\">Als onderzoeker heb ik ervaring in verschillende domeinen opgebouwd, zoals telecomonderzoeken voor het Ministerie van Economische Zaken, maar ook arbeidsmarktonderzoeken voor de Topsectoren. \u003C\u002Fspan>\u003Cspan data-ccp-props=\"{"201341983":0,"335559739":266,"335559740":319}\"> \u003C\u002Fspan>\r\n\r\n\u003Cspan data-contrast=\"auto\">In mijn onderzoeken werk ik met een breed scala aan databronnen, waaronder GIS-data (geografisch), \u003C\u002Fspan>\u003Ca href=\"https:\u002F\u002Fwww.cbs.nl\u002Fnl-nl\u002Fonze-diensten\u002Fmaatwerk-en-microdata\u002Fmicrodata-zelf-onderzoek-doen\u002F\">\u003Cspan data-contrast=\"none\">CBS Microdata\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan data-contrast=\"auto\">, \u003C\u002Fspan>\u003Cspan data-contrast=\"auto\">graph-data (w.o. bibliometrie) en naast gestructureerde data ook ongestructureerde data (tekst). Met behulp van onder andere Python en databases (SQL), pas ik hierop verschillende technieken toe om een vraagstuk te kunnen beantwoorden. Enkele voorbeelden hiervan zijn GIS-analyses, geautomatiseerde dataverzameling\u002F-verwerking en dashboarding.\u003C\u002Fspan>\u003Cspan data-ccp-props=\"{"201341983":0,"335559739":0,"335559740":319}\"> \u003C\u002Fspan>\r\n\r\n\u003Cspan data-contrast=\"auto\">In de loop der tijd is hier ook het toepassen van AI bij gekomen, zoals de inzet van LLM’s (large language models) bij webscraping, dataverrijking en het verkrijgen van inzicht in grote hoeveelheden tekstuele data. \u003C\u002Fspan>\u003Cspan data-ccp-props=\"{"201341983":0,"335559739":0,"335559740":319}\"> \u003C\u002Fspan>\u003Cspan data-contrast=\"auto\">Hiermee heb ik kennis opgebouwd van zowel de contextuele inhoud in onderzoeken als van de inzet en mogelijkheden van data(-analyses) daarin.\u003C\u002Fspan>\u003Cspan data-ccp-props=\"{"201341983":0,"335559739":0,"335559740":319}\"> \u003C\u002Fspan>\r\n\r\n\u003Cspan data-contrast=\"auto\">Ik heb een bacheloropleiding in Sustainable Innovation en een masteropleiding in Innovation Sciences gevolgd aan de \u003C\u002Fspan>\u003Ca href=\"https:\u002F\u002Fwww.tue.nl\u002Fen\u002F\">\u003Cspan data-contrast=\"none\">Technische Universiteit Eindhoven\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan data-contrast=\"auto\">, met een semester aan de \u003C\u002Fspan>\u003Ca href=\"https:\u002F\u002Fdtu.dk\u002F\">\u003Cspan data-contrast=\"none\">Technische Universiteit van Denemarken\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan data-contrast=\"auto\"> (DTU). Na mijn \u003C\u002Fspan>\u003Ca href=\"https:\u002F\u002Fresearch.tue.nl\u002Fen\u002FstudentTheses\u002Fcharacteristics-of-fibre-rollout-in-the-netherlands\">\u003Cspan data-contrast=\"none\">afstudeerscriptie\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan data-contrast=\"auto\"> over de uitrol van glasvezelaansluitingen in Nederland ben ik bij Dialogic blijven werken.\u003C\u002Fspan>\r\n\r\n\u003Cspan data-contrast=\"auto\">Buiten werk hobby ik graag met Raspberry Pi’s, (home) automation en toepassingen van AI-modellen. Technologie en data hebben dus ook nog eens een plek in mijn vrije tijd. \u003C\u002Fspan>\u003Cspan data-ccp-props=\"{"201341983":0,"335559739":266,"335559740":319}\"> \u003C\u002Fspan>",14225,14183,"Ik probeer techniek en de maatschappij met elkaar te verbinden, zodat deze met elkaar kunnen communiceren en elkaar kunnen begrijpen.","https:\u002F\u002Fnl.linkedin.com\u002Fin\u002Fwazir-sahebali-28a180112",{"items":431,"total":491},[432,452,472],{"id":433,"date":434,"date_gmt":435,"slug":436,"type":39,"link":437,"title":438,"featured_media":10,"acf":440},16268,"2026-06-10T09:48:18","2026-06-10T07:48:18","de-implementatie-en-het-gebruik-van-de-invoeringstoets-binnen-de-rijksoverheid","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fprojecten\u002Fde-implementatie-en-het-gebruik-van-de-invoeringstoets-binnen-de-rijksoverheid\u002F",{"rendered":439},"De implementatie en het gebruik van de invoeringstoets binnen de Rijksoverheid",{"projectnummer":441,"opdrachtgevers":401,"projectleden":442,"loopt":91,"sleutelwoorden":449,"omschrijving":450,"rapporttitel":43,"bestand":43,"publicatienummer":43,"extra_downloads":401,"slider":451,"slider_fallback":43,"prominentie":75,"interviews":43,"slogan":43,"onder_slogan":43,"slogan_titel":43,"slogan_links":43},"2026.056",[443,444,445,446,447,448],10883,548,9638,14990,15583,15832,"invoeringstoets regelgeving wet","De invoeringstoets is ontwikkeld in reactie op het rapport Ongekend onrecht uit 2021 over de toeslagenaffaire. Het idee achter de invoeringstoets is dat problemen die zich bij nieuwe regelgeving voordoen (in de uitvoering of bij de doelgroep) in een zo vroeg mogelijk stadium moeten worden gesignaleerd, opgepakt en opgelost, zodat een tweede toeslagenaffaire voorkomen kan worden. Met de invoeringstoets moet de overheid na inwerkingtreding van de regelgeving actief onderzoeken hoe deze in de praktijk uitpakt.\r\n\r\nIn dit onderzoek in opdracht van het WODC onderzoeken we hoe invoeringstoetsen momenteel worden uitgevoerd door verschillende organisaties binnen de Rijksoverheid en welke lessen daaruit kunnen worden getrokken voor de doorontwikkeling van het instrument.",16269,{"id":453,"date":454,"date_gmt":455,"slug":456,"type":39,"link":457,"title":458,"featured_media":10,"acf":460},16173,"2026-05-27T09:21:07","2026-05-27T07:21:07","ai-voor-dienstverlening-aan-ondernemers","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fprojecten\u002Fai-voor-dienstverlening-aan-ondernemers\u002F",{"rendered":459},"AI voor dienstverlening aan ondernemers",{"projectnummer":461,"opdrachtgevers":462,"projectleden":465,"loopt":91,"sleutelwoorden":469,"omschrijving":470,"rapporttitel":43,"bestand":43,"publicatienummer":43,"extra_downloads":401,"slider":471,"slider_fallback":401,"prominentie":75,"interviews":43,"slogan":43,"onder_slogan":43,"slogan_titel":43,"slogan_links":43},"2025.093",[463],{"opdrachtgever":464},"Ministerie van Economische Zaken",[466,467,468],526,14958,9701,"ai ondernemers overheid","\u003Cp style=\"font-weight: 400;\">\u003Cspan data-ogsc=\"rgb(77, 77, 77)\">In de \u003Ca href=\"https:\u002F\u002Fwww.rijksoverheid.nl\u002Fdocumenten\u002Frapporten\u002F2023\u002F11\u002F16\u002Factieagenda-mkb-dienstverlening-2024-2026\" data-ogsc=\"\" data-outlook-id=\"6da02c03-2c97-4fe4-80db-753fb444b5fe\">Actieagenda mkb-dienstverlening\u003C\u002Fa> (2024-2026) van het Ministerie van Economische Zaken (EZ) wordt benadrukt dat het aanbod van publieke dienstverleners onvoldoende aansluit op de vraag van ondernemers, wat hen hindert bij het vinden van passende ondersteuning. Ook blijkt de doorverwijzing tussen publieke dienstverleners (van eerste naar tweede lijn) problematisch te zijn. De Actieagenda streeft er daarom naar om met behulp van AI de verbinding tussen overheid en ondernemer te verbeteren. Dat kan leiden tot betere vindbaarheid en transparantie van regelingen en initiatieven, waardoor ondernemers effectiever geholpen worden, en de \"één overheid\"-beleving wordt versterkt.\u003C\u002Fspan>\u003C\u002Fp>\r\n\u003Cp style=\"font-weight: 400;\">\u003Cspan data-ogsc=\"rgb(77, 77, 77)\">Dialogic is samen met de ministeries van EZK en BZK, en de twaalf provincies \u003Cstrong>een AI-pilot\u003C\u002Fstrong> gestart om de vraag van ondernemers beter te koppelen aan het publieke aanbod aan ondernemersdienstverlening. In de pilot wordt ook samengewerkt met RVO, KVK en andere dienstverleners. Binnen het project wordt gewerkt aan een gelaagde en modulaire AI-infrastructuur die binnen de Generieke Digitale Infrastructuur (GDI) van de overheid past. Dialogic treedt op als project- en procesleider binnen dit samenwerkingsproject.\u003C\u002Fspan>\u003C\u002Fp>",15844,{"id":473,"date":474,"date_gmt":475,"slug":476,"type":39,"link":477,"title":478,"featured_media":10,"acf":480},15782,"2026-04-01T10:56:51","2026-04-01T08:56:51","kunstmatige-intelligentie-binnen-de-gemeente-katwijk","https:\u002F\u002Fcontent.dialogiconderzoek.nl\u002Fprojecten\u002Fkunstmatige-intelligentie-binnen-de-gemeente-katwijk\u002F",{"rendered":479},"Kunstmatige Intelligentie binnen de gemeente Katwijk",{"projectnummer":481,"opdrachtgevers":482,"projectleden":485,"loopt":91,"sleutelwoorden":486,"omschrijving":487,"rapporttitel":43,"bestand":43,"publicatienummer":43,"extra_downloads":401,"slider":488,"slider_fallback":43,"prominentie":75,"interviews":489,"slogan":43,"onder_slogan":43,"slogan_titel":43,"slogan_links":43},"2026.023",[483],{"opdrachtgever":484},"Rekenkamer Katwijk",[466,467],"kunstmatige intelligentie ai katwijk rekenkamer","In opdracht van de \u003Ca href=\"https:\u002F\u002Fextra.katwijk.nl\u002Frekenkamer\">Rekenkamer Katwijk\u003C\u002Fa> voert Dialogic een onderzoek uit naar de toepassing van Kunstmatige Intelligentie en algoritmen en (generatieve) AI binnen de gemeente Katwijk, en hoe de voorbereiding op een verantwoorde inzet daarvan organisatorisch en bestuurlijk is ingericht.\r\n\r\nDe inzet van algoritmen en (generatieve) AI binnen gemeenten ontwikkelt zich snel en raakt publieke waarden zoals transparantie, privacy, non-discriminatie en menselijke maat. Het groeiende gebruik van algoritmen brengt mogelijkheden en risico’s met zich mee. De gemeente Katwijk zet eerste stappen.\r\n\r\nIn het kader van dit onderzoek staan drie hoofdonderwerpen centraal:\r\n\u003Col>\r\n \t\u003Cli>Waar en waarvoor worden door of namens de gemeente (via leveranciers) algoritmen en AI-toepassingen ingezet (in gebruik, pilot of verkenning)?\u003C\u002Fli>\r\n \t\u003Cli>Hoe zijn verantwoordelijkheden, besluitvorming en ethische waarborgen rondom inzet, pilots en opschaling georganiseerd?\u003C\u002Fli>\r\n \t\u003Cli>Hoe bereidt de gemeente Katwijk zich beleidsmatig voor op (toekomstige) AI-toepassingen met mogelijke impact op inwoners, en hoe sluit dit aan bij wet-geving en landelijke kaders?\u003C\u002Fli>\r\n\u003C\u002Fol>\r\nDialogic zal in dit onderzoek gebruik maken van deskstudie, een schriftelijke uitvraag onder de gemeente en interviews met teams binnen de gemeente.",15783,[490],16425,"104",{"title":493,"caption":495,"alt_text":43,"media_details":497,"source_url":527},{"rendered":494},"Hofvijver lake and Binnenhof , The Hague",{"rendered":496},"\u003Cp>View of the Binnenhof House of Parliament and the Hofvijver lake with downtown skyscrapers in background. 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