{"id":1515,"date":"2026-06-14T03:18:33","date_gmt":"2026-06-13T19:18:33","guid":{"rendered":"https:\/\/aifed.now\/conference\/?page_id=1515"},"modified":"2026-06-14T03:18:33","modified_gmt":"2026-06-13T19:18:33","slug":"%e4%b8%bb%e9%a1%8c%e4%b8%80%ef%bc%9a%e6%95%99%e5%b8%ab%e8%b3%a6%e8%83%bd-%e5%90%b3%e5%9c%8b%e6%a6%ae-%e5%ad%b8%e7%bf%92%e6%89%b6%e5%8a%a9%e6%95%b8%e5%ad%b8%e6%8c%87%e6%a8%99%e6%a6%82%e5%bf%b5","status":"publish","type":"page","link":"https:\/\/aifed.now\/conference\/?page_id=1515","title":{"rendered":"\u4e3b\u984c\u4e00\uff1a\u6559\u5e2b\u8ce6\u80fd \/ \u5433\u570b\u69ae \/ \u5b78\u7fd2\u6276\u52a9\u6578\u5b78\u6307\u6a19\u6982\u5ff5\u968e\u5c64\u67e5\u8a62\u7cfb\u7d71"},"content":{"rendered":"<\/p>\n

\u5b78\u7fd2\u6276\u52a9\u6578\u5b78\u6307\u6a19\u6982\u5ff5\u968e\u5c64\u67e5\u8a62\u7cfb\u7d71<\/h3>\n<\/p>\n
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\"\u5433\u570b\u69ae\"<\/p>\n

\u8b1b\u8005\/Speaker\uff1a<\/strong> \u5433\u570b\u69ae, kuo Jung Wu <\/span> <\/p>\n<\/div>\n

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\u672c\u4f5c\u54c1\u70ba\u300c\u5b78\u7fd2\u6276\u52a9\u6578\u5b78\u6307\u6a19\u6982\u5ff5\u968e\u5c64\u67e5\u8a62\u7cfb\u7d71\u300d\uff0c\u7531\u66f4\u5bee\u570b\u5c0f\u5433\u570b\u69ae\u8001\u5e2b\u8a2d\u8a08\uff0c\u4ee5 Google Apps Script \u70ba\u6838\u5fc3\uff0c\u6574\u5408\u514d\u8cbb\u96f2\u7aef\u5de5\u5177\u6253\u9020\u800c\u6210\u3002<\/p>\n

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\n\u5b78\u6276\u7be9\u9078\u6e2c\u9a57\u7d50\u675f\u5f8c\uff0c\u6559\u5e2b\u96d6\u80fd\u5f9e\u5831\u8868\u5f97\u77e5\u5b78\u751f\u7684\u5f31\u6307\u6a19\uff0c\u537b\u96e3\u4ee5\u5feb\u901f\u91d0\u6e05\u5176\u524d\u7f6e\u77e5\u8b58\u8108\u7d61\u3002\u904e\u53bb\u9808\u4eba\u5de5\u7ffb\u67e5\u8ab2\u7db1\u3001\u9010\u689d\u5c0d\u7167\uff0c\u6bcf\u5b78\u671f\u8017\u8cbb\u6578\u5c0f\u6642\uff0c\u4e14\u6613\u6709\u76f2\u9ede\u3002<\/p>\n

\u4e09\u5927\u6838\u5fc3\u529f\u80fd<\/p>\n

\u77e5\u8b58\u968e\u5c64\u5716\u8b5c\uff1a\u5229\u7528 AI \u6574\u7406 361 \u689d\u5148\u5099\u95dc\u806f\uff0c\u6559\u5e2b\u8f38\u5165\u5f31\u6307\u6a19\u5f8c\uff0c\u7cfb\u7d71\u5373\u4ee5\u4e92\u52d5\u5f0f\u5716\u8b5c\u5448\u73fe\u5b8c\u6574\u7684\u524d\u7f6e\u6982\u5ff5\u93c8\uff0c\u76f4\u63a5\u6307\u51fa\u88dc\u6551\u8d77\u9ede\u3002
\n\u8003\u53e4\u984c\u6574\u5408\u67e5\u8a62\uff1a\u6574\u5408 106\uff5e114 \u5e74\u5171 46 \u4efd\u5b78\u6276\u8a55\u91cf\u8003\u53e4\u984c\uff0c\u652f\u63f4\u4f9d\u5e74\u7d1a\u3001\u5e74\u5ea6\u3001\u984c\u865f\u67e5\u8a62\uff0c\u4e26\u63d0\u4f9b\u8003\u9ede\u983b\u7387\u6392\u884c\u699c\uff0c\u53ef\u76f4\u63a5\u958b\u555f\u539f\u59cb\u8a66\u5377\u3002
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\n\u5177\u9ad4\u6210\u6548<\/p>\n

\u88dc\u6551\u8d77\u9ede\u5f9e\u6191\u611f\u89ba\u8b8a\u70ba\u6709\u6839\u64da\uff0c\u6559\u5e2b\u80fd\u4f9d\u77e5\u8b58\u968e\u5c64\u5411\u524d\u8ffd\u6eaf\u771f\u6b63\u7684\u5b78\u7fd2\u65b7\u88c2\u9ede
\n\u6bcf\u5b78\u671f\u6578\u5c0f\u6642\u7684\u4eba\u5de5\u6574\u7406\u58d3\u7e2e\u70ba\u6578\u79d2\u81ea\u52d5\u5b8c\u6210
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\nhttps:\/\/script.google.com\/a\/macros\/apps.ntpc.edu.tw\/s\/AKfycby1XbfGkfnOy-mXHreGsRy9kmQ-gHX4ptsmNK0rR0ts-f-I9Hbb2bgvJGI6d8Qo9WdD\/exec<\/p>\n

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System Title: Learning Support Mathematics Indicator Concept Hierarchy Query System
\nDesigner: Wu Guo-Rong, Geng-Liao Elementary School<\/p>\n

Background
\nAfter administering learning support screening tests, teachers can identify which ability indicators a student is weak in \u2014 but determining the prerequisite knowledge behind those indicators remains a major bottleneck. Previously, teachers had to manually cross-reference the Ministry of Education's curriculum documents, a process that consumed several hours each semester and was prone to oversight.<\/p>\n

Three Core Features<\/p>\n

Knowledge Hierarchy Graph: Using AI to organize 361 prerequisite relationships, teachers input a weak indicator and the system instantly renders an interactive concept map showing the full chain of prerequisite knowledge, pointing directly to the correct remedial starting point.
\nHistorical Exam Integration: Integrates 46 learning support math assessments spanning 2017\u20132025, with indicator tagging for every item. Teachers can query by grade, year, or question number, view a frequency-ranked list of high-priority indicators, and open original exam papers directly.
\nOne-Click Remedial Planning: After uploading a class report, the system automatically generates \u2014 within seconds \u2014 a class-wide weakness overview, knowledge-hierarchy-based grouping suggestions, prerequisite knowledge audits per student, and a personalized remedial sequence for each learner.
\nImpact<\/p>\n

Remedial decisions shift from intuition to evidence, tracing learning gaps to their root causes via knowledge hierarchy
\nA semester's worth of manual data processing compressed from hours to seconds
\nBuilt entirely on free Google cloud tools (Google Apps Script + Sheets), requiring no additional budget or IT support \u2014 accessible to any learning support teacher
\nhttps:\/\/script.google.com\/a\/macros\/apps.ntpc.edu.tw\/s\/AKfycby1XbfGkfnOy-mXHreGsRy9kmQ-gHX4ptsmNK0rR0ts-f-I9Hbb2bgvJGI6d8Qo9WdD\/exec<\/p>\n

\u00a0<\/p>\n<\/div>\n

\u00a0<\/p>\n

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