{"id":1606,"date":"2025-04-21T20:04:20","date_gmt":"2025-04-21T19:04:20","guid":{"rendered":"https:\/\/ihypnosis.org.uk\/wp\/?page_id=1606"},"modified":"2026-08-07T23:58:31","modified_gmt":"2026-08-07T22:58:31","slug":"pain-detector-windows-app","status":"publish","type":"page","link":"https:\/\/ihypnosis.org.uk\/wp2\/pain-detector-windows-app\/","title":{"rendered":"Speech Pain Detector"},"content":{"rendered":"<p><strong>Speech\u2011Based Pain Type Classifier<\/strong><br \/>\nIn seconds, pinpoint whether discomfort in someone\u2019s voice is physical or emotional.<\/p>\n<p><strong>Overview<\/strong><br \/>\nOur AI\u2011powered desktop tool analyses a short WAV recording of someone describing their pain or distress, then instantly tells you not only the likelihood that they\u2019re in pain, but also whether that pain is coming from a bodily injury or an emotional experience. It works entirely offline\u2014no sensitive audio ever leaves your computer.<\/p>\n<p><strong>Key Features<\/strong><\/p>\n<ul>\n<li><strong>Dual\u2011Mode Detection<\/strong>\n<ul>\n<li><strong>Pain Probability:<\/strong> A 0.0\u20131.0 score indicating how strongly the voice conveys pain.<\/li>\n<li><strong>Pain Type:<\/strong> Classifies pain as <strong>Physical<\/strong> (injury, ache, burn) or <strong>Emotional<\/strong> (sadness, anxiety, heartbreak).<\/li>\n<\/ul>\n<\/li>\n<li><strong>Rapid &amp; Easy<\/strong>\n<ul>\n<li>Record a 5\u201330 second WAV and run it through our intuitive launcher or via command\u2011line.<\/li>\n<li>Results appear in under a second\u2014no complex setup, no cloud delays.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Privacy\u2011First<\/strong>\n<ul>\n<li>Entirely self\u2011contained. No internet connection required after installation.<\/li>\n<li>All processing (denoising, feature extraction, classification) happens locally.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Versatile Integration<\/strong>\n<ul>\n<li>Use our batch\u2011file launcher for a drag\u2011&amp;\u2011drop GUI.<\/li>\n<li>Integrate the CLI (<code>pain_cli.exe)<\/code>into larger workflows or tele\u2011health pipelines.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>Who It\u2019s For<\/strong><\/p>\n<ul>\n<li><strong>Clinicians &amp; Therapists:<\/strong> Get an objective \u201csecond opinion\u201d on patients\u2019 pain levels.<\/li>\n<li><strong>Researchers:<\/strong> Rapidly label large speech datasets for pain studies.<\/li>\n<li><strong>Caregivers &amp; Coaches:<\/strong> Monitor emotional well-being and physical discomfort remotely.<\/li>\n<\/ul>\n<p><strong>How It Works (Under the Hood)<\/strong><\/p>\n<ol>\n<li><strong>Audio Denoising and Feature Extraction: This process cleans up background noise and computes voice\u2011signal statistics (energy, pitch, MFCCS).<\/strong><\/li>\n<li><strong>Machine Learning Models:<\/strong>\n<ul>\n<li>A Random\u00a0Forest regressor estimates pain intensity.<\/li>\n<li>A separate classifier distinguishes physical vs. emotional cues.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Output:<\/strong>\n<pre><code>Pain probability: 0.78  \nDetected pain type: Emotional (Physical: 0.32, Emotional: 0.68)\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<p><strong>System Requirements<\/strong><\/p>\n<ul>\n<li>Windows\u00a010 or later (64\u2011bit)<\/li>\n<li>WAV audio files (mono or stereo, speech\u2011only recommended)<\/li>\n<li>~785 MB disk space for models and bundled dependencies<\/li>\n<\/ul>\n<p><strong>Get Started<\/strong><\/p>\n<ol>\n<li><strong>Download &amp; Install:<\/strong> <a href=\"https:\/\/ihypnosis.org.uk\/dw\/PainDetector.msi\">Download the Pain Type Classifier (MSI)<\/a> and run it\u2014no admin rights are required.<\/li>\n<li><strong>Record &amp; Analyse:<\/strong> Use the desktop launcher or CLI to process any WAV file.<\/li>\n<li><strong>Interpret:<\/strong> View an immediate pain score and type classification.<\/li>\n<\/ol>\n<p>Elevate your pain\u2011assessment workflow with objective, AI\u2011driven insights\u2014download the Speech\u2011Based Pain Type Classifier today!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Speech\u2011Based Pain Type Classifier In seconds, pinpoint whether discomfort in someone\u2019s voice is physical or emotional. Overview Our AI\u2011powered desktop tool analyses a short WAV recording of someone describing their pain or distress, then instantly tells you not only the likelihood that they\u2019re in pain, but also whether that pain is coming from a bodily [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1606","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/ihypnosis.org.uk\/wp2\/wp-json\/wp\/v2\/pages\/1606","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihypnosis.org.uk\/wp2\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ihypnosis.org.uk\/wp2\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ihypnosis.org.uk\/wp2\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihypnosis.org.uk\/wp2\/wp-json\/wp\/v2\/comments?post=1606"}],"version-history":[{"count":1,"href":"https:\/\/ihypnosis.org.uk\/wp2\/wp-json\/wp\/v2\/pages\/1606\/revisions"}],"predecessor-version":[{"id":4088,"href":"https:\/\/ihypnosis.org.uk\/wp2\/wp-json\/wp\/v2\/pages\/1606\/revisions\/4088"}],"wp:attachment":[{"href":"https:\/\/ihypnosis.org.uk\/wp2\/wp-json\/wp\/v2\/media?parent=1606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}