{"id":179,"date":"2024-12-09T18:53:36","date_gmt":"2024-12-09T17:53:36","guid":{"rendered":"https:\/\/www.ibspan.waw.pl\/~explainme\/?page_id=179"},"modified":"2026-03-19T08:16:29","modified_gmt":"2026-03-19T07:16:29","slug":"scientific-publications","status":"publish","type":"page","link":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/results\/scientific-publications\/","title":{"rendered":"Scientific publications"},"content":{"rendered":"<style>.kadence-column179_aa0d1d-fb > .kt-inside-inner-col,.kadence-column179_aa0d1d-fb > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column179_aa0d1d-fb > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column179_aa0d1d-fb > .kt-inside-inner-col{flex-direction:column;}.kadence-column179_aa0d1d-fb > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column179_aa0d1d-fb > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column179_aa0d1d-fb{position:relative;}@media all and (max-width: 1024px){.kadence-column179_aa0d1d-fb > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column179_aa0d1d-fb > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column179_aa0d1d-fb\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id179_b21fba-a4 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id179_b21fba-a4 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id179_b21fba-a4 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, calc(20% - ((var(--global-kb-gap-md, 2rem) * 1 )\/2)))minmax(0, calc(80% - ((var(--global-kb-gap-md, 2rem) * 1 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.kt-inside-inner-col{flex-direction:column;}.kadence-column179_d55dc7-9f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column179_d55dc7-9f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column179_d55dc7-9f{position:relative;}@media all and (max-width: 1024px){.kadence-column179_d55dc7-9f > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column179_d55dc7-9f > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column179_d55dc7-9f\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n\n<style>.kadence-column179_3e96dd-ef > .kt-inside-inner-col,.kadence-column179_3e96dd-ef > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column179_3e96dd-ef > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column179_3e96dd-ef > 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.kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover 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.kt-blocks-accordion-header.kt-accordion-panel-active{color:#444444;background:#ffffff;border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}.kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id179_32beeb-83:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}@media all and (max-width: 1024px){.kt-accordion-id179_32beeb-83 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id179_32beeb-83 .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;}}@media all and (max-width: 1024px){.kt-accordion-id179_32beeb-83 .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id179_32beeb-83 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id179_32beeb-83 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id179_32beeb-83 .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}}@media all and (max-width: 767px){.kt-accordion-id179_32beeb-83 .kt-accordion-inner-wrap{display:block;}.kt-accordion-id179_32beeb-83 .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:10px;}.kt-accordion-id179_32beeb-83 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}.kt-accordion-id179_32beeb-83 .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;}.kt-accordion-id179_32beeb-83 .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id179_32beeb-83 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}.kt-accordion-id179_32beeb-83 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id179_32beeb-83 .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-accordion alignnone\"><div class=\"kt-accordion-wrap kt-accordion-id179_32beeb-83 kt-accordion-has-2-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right\" style=\"max-width:none\"><div class=\"kt-accordion-inner-wrap\" data-allow-multiple-open=\"false\" data-start-open=\"none\">\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane179_287018-26\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\"><strong>Marcin Ostrowski, Janusz Rze\u017aniczak, Jan Budzianowski, Pawe\u0142 Burchardt &amp; Katarzyna Kaczmarek-Majer (2025). <\/strong><em>Fuzzy Weighted Shapley Values based on Nearest Neighbor Classification <\/em>In <em>Proceedings of 16th European Symposium on Computational Intelligence and Mathematics.<\/em><br><br><strong>Marcin Ostrowski &amp; Olgierd Hryniewicz<\/strong> (2025). <em>Beyond static importance: Quantifying stability and distribution drift<\/em>. In <em>Proceedings of the Second Workshop on Explainable Artificial Intelligence for the Medical Domain<\/em>, co-located with <em>ECAI 2025<\/em>, Bologna, Italy, <br>https:\/\/ceur-ws.org\/Vol-4059\/paper14.pdf<br><br><strong>Marcin Ostrowski, Katarzyna Kaczmarek-Majer &amp; Olgierd\u00a0 Hryniewicz<\/strong> (2026). <em>Measuring the Temporal Stability of Fuzzy Linguistic Summaries about Time Series with Drifts<\/em>. In <em>Proceedings of The Eighteenth International Conference on Fuzzy Set Theory and Applications.<\/em><br><br><strong>Katarzyna Kaczmarek-Majer &amp; Martina Da\u0148kov\u00e1<\/strong> (2026). <em>On the Dissimilarity of Fuzzy Information Granules<\/em>. In <em>Proceedings of The Eighteenth International Conference on Fuzzy Set Theory and Applications.<\/em><br><br><strong>Katarzyna Mi\u015b, Katarzyna Kaczmarek-Majer &amp; Micha\u0142 Baczy\u0144ski <\/strong>(2026). <em>Qualitative Criteria for Fuzzy Linguistic Summaries with Absolute Linguistic Expressions<\/em>. In <em>Proceedings of The Eighteenth International Conference on Fuzzy Set Theory and Applications<\/em> .<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<h4 class=\"wp-block-heading\">Abstract<\/h4>\n\n\n\n<p><strong>Introduction<\/strong><br>Voice features could be a sensitive marker of affective state in bipolar disorder (BD). Smartphone apps offer an excellent opportunity to collect voice data in the natural setting and become a useful tool in phase prediction in BD.<\/p>\n\n\n\n<p><strong>Aims of the Study<br><\/strong>We investigate the relations between the symptoms of BD, evaluated by psychiatrists, and patients&#8217; voice characteristics. A smartphone app extracted acoustic parameters from the daily phone calls of n\u2009=\u200951 patients. We show how the prosodic, spectral, and voice quality features correlate with clinically assessed affective states and explore their usefulness in predicting the BD phase.<\/p>\n\n\n\n<p><strong>Methods<\/strong><br>A smartphone app (BDmon) was developed to collect the voice signal and extract its physical features. BD patients used the application on average for 208\u2009days. Psychiatrists assessed the severity of BD symptoms using the Hamilton depression rating scale \u221217 and the Young Mania rating scale. We analyze the relations between acoustic features of speech and patients&#8217; mental states using linear generalized mixed-effect models.<\/p>\n\n\n\n<p><strong>Results<\/strong><br>The prosodic, spectral, and voice quality parameters, are valid markers in assessing the severity of manic and depressive symptoms. The accuracy of the predictive generalized mixed-effect model is 70.9%\u201371.4%. Significant differences in the effect sizes and directions are observed between female and male subgroups. The greater the severity of mania in males, the louder (\u03b2\u2009=\u20091.6) and higher the tone of voice (\u03b2\u2009=\u20090.71), more clearly (\u03b2\u2009=\u20091.35), and more sharply they speak (\u03b2\u2009=\u20090.95), and their conversations are longer (\u03b2\u2009=\u20091.64). For females, the observations are either exactly the opposite\u2014the greater the severity of mania, the quieter (\u03b2\u2009=\u2009\u22120.27) and lower the tone of voice (\u03b2\u2009=\u2009\u22120.21) and less clearly (\u03b2\u2009=\u2009\u22120.25) they speak \u2014 or no correlations are found (length of speech). On the other hand, the greater the severity of bipolar depression in males, the quieter (\u03b2\u2009=\u2009\u22121.07) and less clearly they speak (\u03b2\u2009=\u2009\u22121.00). In females, no distinct correlations between the severity of depressive symptoms and the change in voice parameters are found.<\/p>\n\n\n\n<p><strong>Conclusions<\/strong><br>Speech analysis provides physiological markers of affective symptoms in BD and acoustic features extracted from speech are effective in predicting BD phases. This could personalize monitoring and care for BD patients, helping to decide whether a specialist should be consulted.<\/p>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p><strong><span style=\"text-decoration: underline;\">Related papers:<\/span><\/strong><\/p>\n\n\n<style>.kb-row-layout-id179_820729-35 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id179_820729-35 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id179_820729-35 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, calc(20% - ((var(--global-kb-gap-md, 2rem) * 1 )\/2)))minmax(0, calc(80% - ((var(--global-kb-gap-md, 2rem) * 1 )\/2)));}.kb-row-layout-id179_820729-35 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id179_820729-35 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr) minmax(0, 2fr);}}@media all and (max-width: 767px){.kb-row-layout-id179_820729-35 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id179_820729-35 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-right-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column179_f27f77-58 > .kt-inside-inner-col,.kadence-column179_f27f77-58 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column179_f27f77-58 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column179_f27f77-58 > .kt-inside-inner-col{flex-direction:column;}.kadence-column179_f27f77-58 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column179_f27f77-58 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column179_f27f77-58{position:relative;}@media all and (max-width: 1024px){.kadence-column179_f27f77-58 > .kt-inside-inner-col{flex-direction:column;}}@media all and (max-width: 767px){.kadence-column179_f27f77-58 > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column179_f27f77-58\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedbtn.kb-btns179_55ae3d-c9{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:center;align-items:center;}.kt-btns179_55ae3d-c9 .kt-button{font-weight:normal;font-style:normal;}.kt-btns179_55ae3d-c9 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns179_55ae3d-c9 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns179_55ae3d-c9 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns179_55ae3d-c9 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.wp-block-kadence-advancedbtn .kb-btn179_a8b3b8-e2.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn179_a8b3b8-e2.kb-button{text-transform:none;}@media all and (max-width: 1024px){.kb-btn179_a8b3b8-e2.kb-button .kb-svg-icon-wrap{display:block;}}<\/style><a class=\"kb-button kt-button button kb-btn179_a8b3b8-e2 kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-true wp-block-kadence-singlebtn\" href=\"https:\/\/onlinelibrary.wiley.com\/doi\/epdf\/10.1111\/acps.13735\"><span class=\"kt-btn-inner-text\">PDF<\/span><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_file-pdf kt-btn-icon-side-right\"><svg viewBox=\"0 0 384 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M181.9 256.1c-5-16-4.9-46.9-2-46.9 8.4 0 7.6 36.9 2 46.9zm-1.7 47.2c-7.7 20.2-17.3 43.3-28.4 62.7 18.3-7 39-17.2 62.9-21.9-12.7-9.6-24.9-23.4-34.5-40.8zM86.1 428.1c0 .8 13.2-5.4 34.9-40.2-6.7 6.3-29.1 24.5-34.9 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767px){.kadence-column179_83a246-93 > .kt-inside-inner-col{flex-direction:column;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column179_83a246-93\"><div class=\"kt-inside-inner-col\"><style>.kt-accordion-id179_17e484-8e .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:10px;}.kt-accordion-id179_17e484-8e .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;background:#ffffff;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kt-accordion-id179_17e484-8e .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid 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.kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{color:#444444;background:#ffffff;border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}.kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id179_17e484-8e:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}@media all and (max-width: 1024px){.kt-accordion-id179_17e484-8e .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id179_17e484-8e .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;}}@media all and (max-width: 1024px){.kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}}@media all and (max-width: 767px){.kt-accordion-id179_17e484-8e .kt-accordion-inner-wrap{display:block;}.kt-accordion-id179_17e484-8e .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:10px;}.kt-accordion-id179_17e484-8e .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:1px solid transparent;border-bottom:1px solid transparent;border-left:1px solid transparent;}.kt-accordion-id179_17e484-8e .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:1px solid #eeeeee;border-right:1px solid #eeeeee;border-bottom:1px solid #eeeeee;border-left:2px solid #eeeeee;}.kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}.kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id179_17e484-8e .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-accordion alignnone\"><div class=\"kt-accordion-wrap kt-accordion-id179_17e484-8e kt-accordion-has-2-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right\" style=\"max-width:none\"><div class=\"kt-accordion-inner-wrap\" data-allow-multiple-open=\"false\" data-start-open=\"none\">\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane179_374dd9-79\"><div class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\">Acoustic features from speech as markers of depressive and manic symptoms in bipolar disorder: A prospective study<\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/div><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\">\n<h4 class=\"wp-block-heading\">Abstract<\/h4>\n\n\n\n<p><strong>Introduction<\/strong><br>Voice features could be a sensitive marker of affective state in bipolar disorder (BD). Smartphone apps offer an excellent opportunity to collect voice data in the natural setting and become a useful tool in phase prediction in BD.<\/p>\n\n\n\n<p><strong>Aims of the Study<br><\/strong>We investigate the relations between the symptoms of BD, evaluated by psychiatrists, and patients&#8217; voice characteristics. A smartphone app extracted acoustic parameters from the daily phone calls of n\u2009=\u200951 patients. We show how the prosodic, spectral, and voice quality features correlate with clinically assessed affective states and explore their usefulness in predicting the BD phase.<\/p>\n\n\n\n<p><strong>Methods<\/strong><br>A smartphone app (BDmon) was developed to collect the voice signal and extract its physical features. BD patients used the application on average for 208\u2009days. Psychiatrists assessed the severity of BD symptoms using the Hamilton depression rating scale \u221217 and the Young Mania rating scale. We analyze the relations between acoustic features of speech and patients&#8217; mental states using linear generalized mixed-effect models.<\/p>\n\n\n\n<p><strong>Results<\/strong><br>The prosodic, spectral, and voice quality parameters, are valid markers in assessing the severity of manic and depressive symptoms. The accuracy of the predictive generalized mixed-effect model is 70.9%\u201371.4%. Significant differences in the effect sizes and directions are observed between female and male subgroups. The greater the severity of mania in males, the louder (\u03b2\u2009=\u20091.6) and higher the tone of voice (\u03b2\u2009=\u20090.71), more clearly (\u03b2\u2009=\u20091.35), and more sharply they speak (\u03b2\u2009=\u20090.95), and their conversations are longer (\u03b2\u2009=\u20091.64). For females, the observations are either exactly the opposite\u2014the greater the severity of mania, the quieter (\u03b2\u2009=\u2009\u22120.27) and lower the tone of voice (\u03b2\u2009=\u2009\u22120.21) and less clearly (\u03b2\u2009=\u2009\u22120.25) they speak \u2014 or no correlations are found (length of speech). On the other hand, the greater the severity of bipolar depression in males, the quieter (\u03b2\u2009=\u2009\u22121.07) and less clearly they speak (\u03b2\u2009=\u2009\u22121.00). In females, no distinct correlations between the severity of depressive symptoms and the change in voice parameters are found.<\/p>\n\n\n\n<p><strong>Conclusions<\/strong><br>Speech analysis provides physiological markers of affective symptoms in BD and acoustic features extracted from speech are effective in predicting BD phases. This could personalize monitoring and care for BD patients, helping to decide whether a specialist should be consulted.<\/p>\n<\/div><\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Related papers:<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":177,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"default","_kad_post_title":"default","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"class_list":["post-179","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/pages\/179","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/comments?post=179"}],"version-history":[{"count":9,"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/pages\/179\/revisions"}],"predecessor-version":[{"id":644,"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/pages\/179\/revisions\/644"}],"up":[{"embeddable":true,"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/pages\/177"}],"wp:attachment":[{"href":"https:\/\/www.ibspan.waw.pl\/~explainme\/index.php\/wp-json\/wp\/v2\/media?parent=179"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}