{"id":3943,"date":"2021-08-13T13:28:36","date_gmt":"2021-08-13T11:28:36","guid":{"rendered":"https:\/\/trentinosalutedigitale.com\/blog\/2021\/08\/13\/covibot-il-chatbot-che-risponde-su-vaccinazioni-tamponi-e-isolamenti\/"},"modified":"2021-08-20T11:27:29","modified_gmt":"2021-08-20T09:27:29","slug":"covibot-il-chatbot-che-risponde-su-vaccinazioni-tamponi-e-isolamenti","status":"publish","type":"post","link":"https:\/\/trentinosalutedigitale.com\/en\/blog\/covibot-il-chatbot-che-risponde-su-vaccinazioni-tamponi-e-isolamenti\/","title":{"rendered":"COVIBOT: the chatbot that provides answers on vaccinations, testing and isolation"},"content":{"rendered":"<p><span style=\"font-size: 1rem\"><em><strong>APSS\/FBK\/TS4.0<\/strong> <strong>PRESS RELEASE<\/strong><\/em><\/span><\/p>\n<p><strong>Trial version has been replaced by final one<\/strong><\/p>\n<p><strong>Over 150 Faqs, 8 thousand alternative questions and over 100,000 actual user questions were used as training. To become what it is today &#8211; a chatbot that automatically responds to user questions with an accuracy of over 90% &#8211; Covibot has &#8220;processed&#8221; a huge number of questions. The Trento Province Healthcare System (APSS) and Fondazione Bruno Kessler, as part of the TrentinoSalute4.0 digital health competence center, worked hard during the months of the pandemic to give life to Covibot, a chatbot visible from the APSS website that can answer questions about the vaccination campaign and respond to the many questions that are still being received on isolation, quarantine, case contacts and testing. Covibot was published on an experimental basis in April and after a two-month &#8220;running in&#8221; (actual questions from users are essential in bot training), it has been online in its final version since late July.<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-3902 size-medium\" src=\"https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot2-1-300x178.png\" alt=\"\" width=\"300\" height=\"178\" srcset=\"https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot2-1-300x178.png 300w, https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot2-1.png 761w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>In times of crisis, the demand for information from users grows, who increasingly need clear references and quick answers. Traditional interface channels with citizens are not always able to satisty the &#8220;hunger for knowledge&#8221; and keep up with the many questions (partially because the physical restrictions imposed by the pandemic have actually shifted the flow of questions from physical help desks to telephone and digital channels). And it is thanks to the practical application of artificial intelligence that help desks, Relations with the public Offices and toll-free numbers can find a precious ally. The success and dizzying growth in instant messaging systems has led to radical changes in people&#8217;s communication preferences. In this sense, chatbots, messaging services that mimic human conversations, represent a practical application of artificial intelligence in the service of users&#8217; needs, capable of providing answers quickly and logically.<\/p>\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-3904 size-medium\" src=\"https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot3-1-1-300x145.png\" alt=\"\" width=\"300\" height=\"145\" srcset=\"https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot3-1-1-300x145.png 300w, https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot3-1-1-1024x496.png 1024w, https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot3-1-1-768x372.png 768w, https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot3-1-1-1536x744.png 1536w, https:\/\/trentinosalutedigitale.com\/wp-content\/uploads\/2021\/08\/covibot3-1-1.png 1765w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/strong><\/p>\n<p><strong>Covibot<\/strong> &#8211; that originated from an idea of Apss and was developed by FBK &#8211; is the result of a long process of system training, both in terms of contents and technical interventions. Basically, the Apss-Fbk project that involved in particular the &#8220;Future Media&#8221; research unit &#8211; led by <strong>Claudio Giuliano<\/strong> &#8211; and the Apss communication office went through three stages: the<strong> first stage<\/strong>, dedicated to training, started from the <strong>more than 130 questions<\/strong> published on the Apss site and rephrased into over<strong> three thousand training questions<\/strong>. Phase two took into consideration real user questions instead to make the chatbot experience even more realistic. As much as we can put ourselves in people&#8217;s shoes and outline their information needs, there still remain unexplored areas and cognitive gaps to be filled. The real feedback provided by user experience was therefore strategic to make the chatbot&#8217;s answers even more accurate and allowed to create from scratch dozens of Faqs that added to the knowledge base of the virtual assistant. In this phase, the training questions were over 8 thousand and were found to be essential: the phase-two training has in fact made it possible to reach a level of answer accuracy of almost 90%. In this phase, the working group that trained the assistant worked hard to define in which cases the chatbot should refrain from responding, in order to avoid as much as possible &#8220;wrong&#8221; answers that are too risky. Finally, phase three saw some IT adjustments and the deployment of the final box dedicated to the chatbot on the Apss website.<\/p>\n<p>As for the type of questions, most of them concern vaccinations (Covid certification, type of vaccine, second dose rescheduling, vaccines for tourists an workers, etc.), but there are also questions on quarantine and isolation and obviously those relating to travel abroad. There are also several generic health-related questions (primary care doctor change, health card, exemptions, etc.) currently considered out of target (but to which the chatbot still responds by suggesting an answer or a site to visit\/a number to call). In this sense, it is interesting to try to imagine a use of the bot also in a beyond Covid, looking with hope at a post-pandemic future.<\/p>\n<p>The <strong>Covibot project<\/strong> is the only one of its kind in Italy and was developed in the context of the <strong>TrentinoSalute4.0<\/strong> joint laboratory (which sees Apss, Fbk and the Autonomous Province of Trento work side by side): it is the tool for cohesion between the health planning target, the innovation needs expressed by the provincial healthcare system and the opportunities offered by research and new digital technologies.<\/p>\n<p>(edited by the Apss communication office and TS4)<\/p>\n<p><em>For more information: <\/em><\/p>\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1GteXJQvIZyXRYYqumxOMbriz1R1ICroP?usp=sharing\"><strong><em>[PHOTOS AND VIDEOS] <\/em><\/strong><\/a><\/p>\n<div class=\"lyte-wrapper fourthree\" title=\"COVIBOT: IL CHATBOT CHE RISPONDE SU VACCINAZIONI,TAMPONI E ISOLAMENTI COVID in Trentino\" style=\"width:420px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_NSNPnXvEuF4\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/i.ytimg.com\/vi\/NSNPnXvEuF4\/hqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/NSNPnXvEuF4\" \/><meta itemprop=\"duration\" content=\"PT2M46S\" \/><meta itemprop=\"uploadDate\" content=\"2021-08-13T11:25:41Z\" \/><\/div><div id=\"lyte_NSNPnXvEuF4\" data-src=\"https:\/\/i.ytimg.com\/vi\/NSNPnXvEuF4\/hqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">COVIBOT: IL CHATBOT CHE RISPONDE SU VACCINAZIONI,TAMPONI E ISOLAMENTI COVID in Trentino<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/NSNPnXvEuF4\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i.ytimg.com\/vi\/NSNPnXvEuF4\/0.jpg\" alt=\"COVIBOT: IL CHATBOT CHE RISPONDE SU VACCINAZIONI,TAMPONI E ISOLAMENTI COVID in Trentino\" width=\"420\" height=\"295\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"COVIBOT: IL CHATBOT CHE RISPONDE SU VACCINAZIONI, TAMPONI E ISOLAMENTI (Intervista a Claudio Giuliano, ricercatore FBK e responsabile dell&#039;Unit\u00e0 di ricerca &quot;Future Media&quot; che ha realizzato Covibot) - Giugno 2021 Oltre 160 Faq, migliaia di domande alternative e oltre 100mila richieste effettive degli utenti utilizzate come training. Per arrivare ad essere quello che \u00e8 oggi - un chatbot che risponde in automatico alle richieste degli utenti con un grado di accuratezza di oltre il 90% - Covibot ne ha \u00abmacinate\u00bb di domande. L\u2019Azienda provinciale per i servizi sanitari e la Fondazione Bruno Kessler, nell\u2019ambito del centro di competenza sulla sanit\u00e0 digitale TrentinoSalute4.0, hanno lavorato a lungo nei mesi della pandemia per dare vita a Covibot, un chatbot visibile dal sito di Apss in grado di rispondere a domande sulla campagna vaccinale e alle tante richieste che ancora arrivano sugli isolamenti, le quarantene, i contatti con i positivi e i tamponi. Covibot \u00e8 stato pubblicato in via sperimentale ad aprile e dopo oltre due mesi di \u00abrodaggio\u00bb (le effettive domande degli utenti sono un fondamentale aiuto per addestrare il bot) \u00e8 online nella versione definitiva dalla fine di giugno. Nelle crisi cresce la richiesta di informazioni degli utenti, che hanno sempre pi\u00f9 bisogno di riferimenti chiari e risposte rapide. Non sempre i canali tradizionali di interfaccia con i cittadini riescono a colmare la \u00abfame di sapere\u00bb e a stare al passo con le tante richieste (anche perch\u00e9 le limitazioni fisiche imposte dalla pandemia hanno di fatto spostato il flusso di richieste dagli sportelli fisici ai canali telefonici e digitali). Ed \u00e8 grazie all\u2019applicazione pratica dell\u2019intelligenza artificiale che sportelli informativi, Urp e numeri verdi possono trovare un alleato prezioso. Il successo e la crescita vertiginosa dell\u2019instant messaging ha portato a cambiamenti radicali nelle preferenze di comunicazione delle persone. In questo senso i chatbot, servizi di messaggistica che imitano le conversazioni umane, rappresentano un\u2019applicazione pratica di intelligenza artificiale al servizio dei bisogni degli utenti, in grado di fornire risposte in tempi rapidi e in modo logico. Covibot \u00e8 il risultato di un lungo processo di addestramento del sistema, sia a livello di contenuti sia di interventi tecnici. Il progetto di Apss e Fbk, in particolare dell\u2019Unit\u00e0 di ricerca \u201cFuture Media\u201d, guidata da Claudio Giuliano, ha vissuto sostanzialmente tre tappe: il primo step addestrativo \u00e8 partito dalle oltre 136 domande pubblicate sul sito Apss e riformulate in oltre tremila domande di addestramento. La fase due ha preso in considerazione invece le vere e proprie domande degli utenti per rendere l\u2019esperienza del chatbot ancora pi\u00f9 realistica. Per quanto ci si possa mettere nei panni delle persone e delineare i loro bisogni informativi rimangono pur sempre delle zone inesplorate e vuoti conoscitivi da colmare. Il feedback reale dell\u2019esperienza utente \u00e8 stato quindi strategico per rendere le risposte del chatbot ancora pi\u00f9 accurate e ha permesso di creare ex novo decine di Faq che hanno arricchito la base di conoscenza dell\u2019assistente virtuale. Le domande di addestramento sono state in questa fase oltre 8 mila e sono risultate fondamentali: il training della fase due ha infatti permesso di arrivare ad un livello di accuratezza delle risposte quasi del 90%. In questa fase il gruppo di lavoro che ha addestrato l&#039;assistente ha lavorato molto per definire in quali casi il chatbot dovesse astenersi dal rispondere, nell\u2019ottica di evitare il pi\u00f9 possibile risposte \u00aberrate\u00bb troppo rischiose. La fase tre, infine, coincider\u00e0 con alcuni aggiustamenti a livello informatico e la messa online del box definitivo dedicato al chatbot sul sito Apss. Per quanto riguarda la tipologia delle domande, la maggior parte delle richieste riguardano le vaccinazioni (spostamenti seconda dose, tipologia di vaccino, certificazione verde, etc.), ma non mancano le domande sulle quarantene e gli isolamenti e ovviamente quelle relative agli spostamenti da e per l\u2019estero. Diverse sono anche le domande generiche di tipo sanitario (cambio medico, tessera sanitaria, esenzioni, etc.) considerate al momento fuori target (ma alle quali il chatbot risponde comunque suggerendo una risposta o un sito\/numero a cui fare riferimento). In questo senso \u00e8 interessante provare ad immaginare un utilizzo del bot anche in chiave non Covid, guardando con speranza ad un futuro post pandemia. Il progetto Covibot \u00e8 unico nel suo genere in Italia ed \u00e8 stato sviluppato nell\u2019ambito del laboratorio congiunto TrentinoSalute4.0 (che vede lavorare fianco a fianco Apss, Fbk e Provincia autonoma di Trento): lo strumento di coesione tra gli indirizzi della programmazione sanitaria, i bisogni di innovazione espressi dal servizio sanitario provinciale e le opportunit\u00e0 offerte dalla ricerca e dalle nuove tecnologie digitali. Maggiori info su www.trentinosalutedigitale.it\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:420px;margin:5px;\"><\/div>\n<p><em><strong>Ascolta il PODCAST:<\/strong><\/em><\/p>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"COVIBOT: IL CHATBOT CHE RISPONDE SU VACCINAZIONI, TAMPONI E ISOLAMENTI - Le interviste di TrentinoSalute4.0\" src=\"https:\/\/widget.spreaker.com\/player?episode_id=45615259&#038;theme=light&#038;playlist=false&#038;cover_image_url=https%3A%2F%2Fd3wo5wojvuv7l.cloudfront.net%2Fimages.spreaker.com%2Foriginal%2Fecf59720a71e7bebe5aba4013e71317c.jpg#?secret=x4fgf7kdtl\" data-secret=\"x4fgf7kdtl\" width=\"1170\" height=\"1000\" frameborder=\"0\"><\/iframe><\/p>\n<div class=\"clearfix\"><\/div>","protected":false},"excerpt":{"rendered":"<p>APSS\/FBK\/TS4.0 PRESS RELEASE Trial version has been replaced by final one Over 150 Faqs, 8 thousand alternative questions and over 100,000 actual&#8230;<\/p>\n","protected":false},"author":1,"featured_media":3901,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"video","meta":{"footnotes":""},"categories":[340,18],"tags":[180,663],"class_list":["post-3943","post","type-post","status-publish","format-video","has-post-thumbnail","hentry","category-covid19-en","category-news","tag-apss-en","tag-tamponi-en","post_format-post-format-video"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - 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