# AI医学入门书良医利器作者 (@9819927609) on xiaohongshu

- id: koinon:creator:xiaohongshu_9819927609
- url: https://koinonlink.com/kol/xiaohongshu/9819927609
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 9819927609
- platform_url: https://www.xiaohongshu.com/user/profile/6541a24e0000000030030b9d
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3300
- posts_observed: 2
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: lifestyle
- subcategory: beauty
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: 中医月经调理与妇科辨证, 养生食物与饮食油脂选择, 皮肤问题与过敏管理, AI医学入门与Python应用, 传统方剂科普
- bio: RED ID: 9819927609

## Audience (inferred)
- status: present
- description: female users interested in traditional Chinese medicine for gynecology and menstrual health, as well as general consumers passionate about traditional wellness, dietary health, and skin concerns
- roles: consumer
- seniority: consumer
- pain_points: recurring discomforts like headaches, insomnia, bloating, light or heavy menstrual flow due to irregular periods, chronic skin itching issues such as hives or eczema that keep coming back with little relief from treatments, lack of clear understanding about dietary risks like trans fats and chronic inflammation, desire to use TCM formulas or food-based remedies for调理 but lacking systematic guidance
- posts_analysed: 39
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: platform_default
- credibility_score: 38
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [xiaohongshu_9819927609#55dfb84a] 《良医利器：人工智能技术在医疗健康领域的应用及Python 实现》 (https://www.xiaohongshu.com/user/profile/6541a24e0000000030030b9d)
- [xiaohongshu_9819927609#d4727e06] 本书是一本医学人工智能的入门书，涵盖了对机器学习的介绍，对疾病诊断、疾病治疗及疾病管理过程等医疗健康领域相关知识的介绍。本书筛选了高 / 好书推荐《良医利器》 / 什么是鹿茸？ 和鹿一起锻炼身体 / 荨麻 蝎子草 / #荨麻[话题]#  蝎子草 承德 绮望楼 / #荨麻疹[话题]# #湿疹[话题]# #皮炎[话题]# #皮肤瘙痒[话题]# #软膏[话题]# #可的松[话题]# #中医[话题]# #组胺[话题]# / 荨麻疹 湿疹 为什么发病？为什么痒？不能挠 / #经期浮肿[话题]# #浮肿[话题]# #月经[话题]# #大姨妈[话题]# #妇科[话题]

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=101, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=54, method=Fixed value 58, pending engagement collection. Not a measurement. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=101, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=101, method=platform_profile

## Freshness
- profile_checked_days_ago: 101
- content_analysed_days_ago: 54
- audience_updated_days_ago: 54

## AI retrieval
- indexing_requests: 6
- user_triggered_requests: 1
- last_user_triggered_day: 2026-09-01
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=xiaohongshu_9819927609
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_9819927609
- Terms: https://koinonlink.com/for-ai