{"id":4456,"date":"2025-11-03T01:45:13","date_gmt":"2025-11-03T01:45:13","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=4456"},"modified":"2025-11-03T01:45:13","modified_gmt":"2025-11-03T01:45:13","slug":"chain-of-thought-for-classifiers-evidentiary-trails-in-rf-operations","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=4456","title":{"rendered":"Chain-of-Thought for Classifiers: Evidentiary Trails in RF Operations"},"content":{"rendered":"\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Chain-of-Thought-for-Classifiers-Evidentiary-Trails-in-RF-Operations-bgilbert1984.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Chain-of-Thought for Classifiers Evidentiary Trails in RF Operations bgilbert1984.\"><\/object><a id=\"wp-block-file--media-431ee163-ab5e-4e02-9f7e-d311735da36c\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Chain-of-Thought-for-Classifiers-Evidentiary-Trails-in-RF-Operations-bgilbert1984.pdf\">Chain-of-Thought for Classifiers Evidentiary Trails in RF Operations bgilbert1984<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Chain-of-Thought-for-Classifiers-Evidentiary-Trails-in-RF-Operations-bgilbert1984.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-431ee163-ab5e-4e02-9f7e-d311735da36c\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We present a lightweight provenance layer for RF<br>signal classifiers that records each label update as a verifiable<br>trail: old\/new labels, confidences, timestamps, and operator<br>or system update rationale. Anchored in a production-grade<br>method (update_signal_classification) that appends to<br>a classification_history, the system enables courtroomgrade telemetry by mapping directly to the electronic-evidence<br>checklist in Lorraine v. Markel and meeting reliability expectations under Daubert and Kumho Tire. We contribute: (1) a<br>schema and pipeline for provenance-safe RF ops; (2) reproducible<br>scripts that transform real classification_history logs<br>into figures and tables; (3) a press-once build that emits a citable<br>PDF.<\/p>\n\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Chain-of-Thought-for-Classifiers-Evidentiary-Trails-in-RF-Operations-Rev2-bgilbert1984-1.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Chain-of-Thought for Classifiers Evidentiary Trails in RF Operations Rev2 bgilbert1984.\"><\/object><a id=\"wp-block-file--media-f84abffc-4388-47f8-92fe-a6b02858be4b\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Chain-of-Thought-for-Classifiers-Evidentiary-Trails-in-RF-Operations-Rev2-bgilbert1984-1.pdf\">Chain-of-Thought for Classifiers Evidentiary Trails in RF Operations Rev2 bgilbert1984<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Chain-of-Thought-for-Classifiers-Evidentiary-Trails-in-RF-Operations-Rev2-bgilbert1984-1.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-f84abffc-4388-47f8-92fe-a6b02858be4b\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We present a lightweight provenance layer for RFsignal classifiers that records each label update as a verifiabletrail: old\/new labels, confidences, timestamps, and operatoror system update rationale. Anchored in a production-grademethod (update_signal_classification) that appends toa classification_history, the system enables courtroomgrade telemetry by mapping directly to the electronic-evidencechecklist in Lorraine v. Markel and meeting reliability expectations under&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":117,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-4456","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4456","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4456"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4456\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/117"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4456"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}