Long history & earlier tests
One to two years of recurring diarrhea and blood in the stool. PCR and parasite tests were about four months earlier.
Exact day unknownFrom a passing observation to a continuing health history. Testing what Tamo preserves, updates, reasons, and brings back into the conversation.
Explore how Tamo records facts, follows context, and handles corrections.
Model · DeepSeek Flash · low thinking. Selective retraction scenarios ran with thinking off.
Every scenario has five recorded runs with saved model output. Each scenario lists its test purpose and checks; every check is applied to all five runs. Field-level F1 scores the same runs field by field, so a run can pass its checks and still contain field errors. English JSON is a display translation of the recorded output.
Scoring unit: one field value (one JSON path, e.g. fields.defecation_frequency) on an aligned record in one run’s output. Micro-F1 pools every value across all runs; Macro-F1 first scores each of the 44 field types, then averages them; missing values count as FN, extra values as FP, wrong values as both. Scoring judges whether the output faithfully preserves what the owner said, not whether every field is filled: vague wording may stay vague, and a field already expressed by another field in the same write is not required. Not scored: raw-quote fidelity, subtype wording, polarity, statement kind, interventions. These scenarios are regression tests used during prompt development and the scoring rules were set after reviewing outputs, so the figures describe this scenario set rather than an independent test. Download field-level audit JSON
Running once a day, a Course connects and reasons about observations across days to provide an overall assessment, possible triggers, and follow-up history, while organizing the original evidence by assessment and keeping it available for review. Course content is included in Tamo’s response prompt.
Model · DeepSeek Flash · low thinking, in both arms.
All observations are available as separate entries:
Different symptoms and dates are interleaved. The model must connect them when answering.
Overall picture: longstanding bowel symptoms with a brief normal observation, followed by renewed loose stool, blood and mucus. Vomiting is considered alongside the bowel history; a shared cause is not established.
Overall picture: right-eye redness and watering began on Oct 13. Redness has eased, but watering persists.
Original observations remain available under the relevant assessment. One day’s entry can support more than one history.
Illustrative example, not real recorded history or a scored test input. Both sides contain the same observations.
We compared answers across 8 complex scenarios, with and without saved Course context.
47 checks × 3 runs = 141 checks per arm
8 complex scenarios × 3 runs = 24 answers per arm.
Each answer must pass every check in that same run.
“Does Molly still have diarrhea?”
According to the records, bowel movements were confirmed normal on September 3 and 4, so there is currently no diarrhea. For the latest status, I suggest checking today’s condition.
According to the records, there is currently no diarrhea. The records confirm normal bowel movements on September 3 and 4.
The bowel record’s “active” status is only a system management status (not closed); it does not mean there are current symptoms. If you are asking about after September 4, the available facts are insufficient to determine the situation.
根据记录,9月3日和9月4日均确认排便正常,因此目前没有腹泻。若需要最新状态,建议确认今日情况。
根据记录,它现在没有腹泻。记录显示9月3日和9月4日排便已确认正常。
该排便记录的“active”仅是系统管理状态(未关闭),不等于当前有症状。如果你要问9月4日之后的情况,现有事实不足,无法判断。
Human reviewer
Choices made by LLM reviewers:
Claude Opus 5 · high effort
ChatGPT Astra · light
Molly is a cat with one to two years of recurring diarrhea and blood in her stool. The case follows flare-ups and partial improvements through September and early October, against this longer history.
Both arms received the same 16 facts, selected and injected manually all at once to create an artificial setting. Course also received a saved assessment with advice on diet, symptom monitoring, and veterinary follow-up.
Three consecutive questions, repeated across three runs: 9 answer pairs for each reviewer.
Run 1 · Complete answers translated into English. Other questions and runs are available in the full record.
Honestly, I cannot give her a definite cause from the records alone—that is precisely what makes chronic intestinal problems so difficult.
What I can piece together is this: blood, soft stool, and mucus for one or two years; a strongly positive coronavirus PCR four months ago, with negative results for Tritrichomonas foetus and parasites; four months on prescription food, with hypoallergenic prescription food added for a transition on September 24; normal stools while taking probiotics, followed by recurrence. Her stool was normal on October 2, then blood and mucus returned on October 3. This pattern of “improving and worsening, responding to food and probiotics without resolving” commonly points toward food-responsive enteropathy, chronic inflammatory enteropathy, chronic colonic inflammation, or recurring parasite/microbiome issues. Their symptoms overlap, and I cannot distinguish them through conversation. A strongly positive coronavirus result can also occur in many cats; that result alone cannot explain her bloody stool.
What I cannot access is an abdominal examination, a complete blood count and biochemistry (to assess anemia, inflammation, and protein loss), ultrasound findings for the intestinal wall and lymph nodes, and a fresh stool examination. These are key to narrowing down “chronic intestinal problems.” The PCR was four months ago; the answer now may be different.
So I would like to ask: apart from that PCR, has she since had blood tests or an abdominal ultrasound? If so, those results would help me more than another round of guessing.
I cannot give you the “definitive” answer—chronic intestinal problems often involve several factors rather than a single cause. What I can do is explain which direction currently looks most likely.
From the records: chronic diarrhea with blood and mucus for one or two years, recurrence despite four months on prescription food, a normal stool on October 2 followed by blood and mucus again from October 3. This pattern of “chronic + recurrent + only a partial response to dietary adjustment” currently looks most like chronic enteropathy, such as inflammatory bowel disease or post-infectious enteropathy. Another possibility has been fairly well ruled out: the May PCR was strongly positive for coronavirus, with parasites and Tritrichomonas foetus both at 0, so parasites can largely be set aside. The hypoallergenic food transition began on September 24, about nine days before the October 3 recurrence; the timing fits, and the dietary change may have helped trigger this recurrence.
But I want to be clear about what I cannot access: abdominal examination, ultrasound, blood results, stool microscopy and culture, or whether she has a fever. These are precisely the key checks needed to narrow “chronic enteropathy” down to a specific cause—so going further would be guessing.
The abdominal ultrasound and stool examination the doctor previously mentioned are meant to do exactly that. Have these been done? Whether there are results directly determines how far I can help you assess this.
说实话,单凭记录我没法给它一个确定的病因——慢性肠道问题最难的地方恰在这里。
我能拼出来的是:便血、软便、粘液持续了一两年;4个月前PCR冠状病毒强阳性、胎儿三毛滴虫和寄生虫都是阴性;换成处方粮4个月,9月24日又加进低敏处方粮做过渡;益生菌吃着能正常,之后又反复。10月2日大便正常,3日又见血和粘液。这种「时好时坏、对食物和益生菌有反应但不根治」的模式,常见方向有食物反应性肠病、慢性炎症性肠病、结肠段慢性炎症,以及寄生虫/菌群反复——它们症状互相重叠,我不可能靠对话把它们分开。另外,冠状病毒强阳性本身在很多猫身上都查得到,单凭这一条解释不了它的便血。
我够不到的是:腹部触感、血常规和生化(贫血、炎症、蛋白丢失都看这些)、B超下的肠壁和淋巴结、以及一次新鲜的粪便检查。这几项才是把「慢性肠道问题」拆开的关键。那份PCR是4个月前的,现在未必还是同一个答案。
所以想问一句:除了那次PCR,后来有没有做过血检或者腹部B超?如果有,结果对我来说比再猜一轮有用得多。
「到底」这个答案我给不了——慢性肠道问题往往不是单一原因,是几个因素叠在一起。我能做的是说清现在最像往哪个方向走。
从记录看:一两年慢性拉稀便血带粘液,换成处方粮4个月仍在反复,10月2日大便一度正常、3日起又带血带粘液,这个「慢性+反复+对饮食调整只有部分反应」的形态,目前最像的方向是慢性肠病这一类,比如炎症性肠病或感染后肠病。另一条线也排得比较干净:5月PCR冠状强阳、寄生虫和胎儿三毛滴虫都是0,所以寄生虫这条基本可以放一边。而9月24日开始低敏粮过渡、10月3日复发,中间隔了约九天,时间上吻合,饮食结构改变有可能参与诱发这次复发。
但我要说清楚我够不到什么:腹部触感、超声、血象、粪便镜检培养、有没有发烧,这些我都没有。而这些恰恰是把「慢性肠病」再往具体病因分的关键检查——所以再往细走,我就是在猜了。
之前医生提到的腹部超声和粪便检查,其实就是干这件事的。这两项做过吗?有没有结果,直接决定我能帮你判断到哪一层。
A complex history, maintained across days. Molly’s bowel symptoms had been recurring for one to two years; 10 sessions and 9 daily rounds over approximately one month follow the history as earlier events are reported.
Dates below are benchmark replay dates. Events follow the user’s account; approximate and unknown dates remain unresolved.
The axes preserve elapsed time. Dashed links mark an unknown event day, placed on its report date.
One to two years of recurring diarrhea and blood in the stool. PCR and parasite tests were about four months earlier.
Exact day unknownFour months on prescription food: bleeding became less frequent, but diarrhea persisted.
Exact day unknownLoose stool followed by bright red blood and mucus, with repeated litter-box visits.
Amoxicillin–clavulanate was given from September 15 through September 18.
After the course, repeated visits stopped, but soft stool, blood and mucus did not all disappear. The improvement date was not specified.
Exact day unknownA full week of probiotics; stool became normal at the start. The exact start and improvement dates were not specified.
Exact day unknownSoft yellow stool with a little blood returned “over the past two days.” The user reported no food change or treats.
Exact day unknownStool was normal.
Blood and mucus returned.
A few small pieces of thawed raw beef were fed.
On October 8, the user reported starting a gradual hypoallergenic food transition “two weeks earlier,” around September 24. The exact day was not specified.
Exact day unknownAround October 8, another hairball episode occurred and some blood remained in the stool. Reported on October 9.
Exact day unknownFormed stool, without mucus or blood.
Soft stool with mucus returned.
The condition remained similar to the preceding days.
Stealing raw beef and receiving cooked beef a few days later were also reported. Neither event has an established date.
Exact day unknownRecurring bowel symptoms are recorded as a chronic problem.
病程摘要:慢性便血、腹泻持续一两年,近期仍反复。
The round retains the chronic assessment after the dietary history is added.
本轮摘要:更换处方粮 4 个月后仍反复拉稀,今日再次确认仍常拉稀。
The round adds the new bleeding and repeated visits to the chronic history, and advises prompt veterinary assessment.
本轮摘要:稀便后排鲜红血及黏液,反复进出猫砂盆,伴里急后重。
The round describes no new reports; it does not confirm that bleeding has stopped.
本轮摘要:急性出血性发作后近一周无新报告,转入背景观察。
The round retains the observation phase.
本轮摘要:急性出血性发作后两周无新报告,维持背景观察。
Soft stool and a little blood are incorporated as recurrence after improvement.
本轮摘要:好转后再次出现软便伴少量便血,提示复发。
No new bowel records are noted since the previous recurrence.
本轮摘要:上次复发后 9 天无新记录,转入静默观察。
The October 8 round described a period without new reports. Once the earlier observations are reported, the next round describes active symptoms again.
与上次相比:判断从「静默观察」回到「正在活动、需要每天盯」;换粮过渡可能参与诱发本轮复发,需在复诊时向医生说明进度,但现有记录不能据此确定病因。
The round preserves the normal day and the later recurrence, describing continued activity rather than uninterrupted worsening or recovery.
本轮摘要:短暂好转后再次波动,当前仍在活动期。
Everyday, conversational messages from the user, translated into English. The final message asks for a summary of the history.
Benchmark inputs preserve conversational wording; some were combined or minimally reconstructed, with dates shifted for replay.
On October 15, each system was asked to summarize Molly’s history, distinguish observed improvement from treatment effects, compare her current condition with the worst episode, and explain what remained uncertain.
Usually 4–6 sentences, generally no more than 8. More may be used for complex illness, multiple factors, or to fully explain risks and actions. Prioritize the conclusion, key evidence and next steps; do not retell the entire history or list unrelated knowledge.
Complete English translations of the source’s four October 15 comparison texts. Claims and uncertainties are preserved as written, including errors; Chinese originals are available below each answer. The source aligns Claude and ChatGPT dates to the replay calendar.
Under each answer, a fidelity check on two axes: whether the facts are presented accurately, and whether the causal reasoning holds. Both are judged against the ten frozen session texts above and the owner’s account of what actually happened. Tamo is this project’s own system.
I will put the records I have in time order so you can check them.
Stages
The long-term background is the one or two years of chronic diarrhea and bloody stool you described. The May 10 PCR was strongly positive for coronavirus and negative for parasites and Tritrichomonas foetus. On May 11, the doctor recommended changing food, followed by about four months on intestinal prescription food alone, without lickable treats and similar foods.
The worst episode was September 12: yellowish loose stool, one or two drops of bright red blood afterward, then repeated litter-box visits within one or two minutes, passing bloody mucus that faded to pink and then clear. Amoxicillin–clavulanate was used September 15–18 (an antibacterial drug, with responses generally assessed within a few days). From September 18–19, repeated visits stopped, but soft stool, blood and mucus did not all clear together. Probiotics began around September 19 for a continuous week; on September 26, stool was recorded as normal, smooth and soft, sausage-shaped. From September 24, hypoallergenic prescription food was gradually mixed with the intestinal prescription food. Soft stool with a little blood returned September 29; stool was normal October 2, then bloody with mucus October 3. On October 8, you fed a few small pieces of thawed raw beef (there had also been an earlier stealing incident), with hairball vomiting around then. Stool was formed with no blood or mucus October 10; soft stool with mucus returned October 11; October 14 and today were similar to the preceding days.
Which improvements are supported by the records
There are two recorded improvements: first, repeated litter-box visits really did stop from September 18–19, and were not mentioned again; second, normal or formed stool without blood or mucus on September 26, October 2 and October 10. These are three isolated days, not several consecutive stable days.
Which are only temporal associations
• The four antibiotic days overlap with the disappearance of tenesmus on September 18–19. But the course lasted only four days, and soft stool, blood and mucus did not resolve together; we cannot distinguish a drug effect from that episode passing on its own.
• A week of probiotics coincided with normal stool September 26, but hypoallergenic food was also introduced September 24, and the baseline was already fluctuating.
• Hypoallergenic food began September 24, only nine days before bloody stool returned October 3. Such food usually takes weeks to show an effect; this timing does not tell us whether it helped or made things worse.
• Beef is the trickiest: raw beef October 8, soft stool with mucus October 11, three days later—but October 10 was still normal. That intervening day does not fit, so this is only a temporal association, not proof it caused the episode.
Now compared with the worst point
Clearly milder than September 12. That episode involved bright red blood, repeated visits and not reaching the litter box in time. This episode, from October 11 onward, has no blood or tenesmus in the records, just mushy soft stool with mucus that has persisted for days without easing. So the intensity is lower, but it has not ended—the fluctuation continues.
What remains uncertain
I do not have abdominal ultrasound, stool examinations apart from that PCR, or a complete blood count; I cannot assess intestinal-wall structure, the microbiome or inflammatory markers. The records are sparse, with many blank days, and blank does not mean nothing happened. I can say “a chronic intestinal problem is fluctuating, at a lower intensity than the September peak”; going further into its cause would be guessing.
Since there has been no improvement for several days, I would lean toward another discussion with the treating vet. First: has there been any more blood since October 11? How are energy and appetite compared with normal? Those two points directly change how urgent this episode is.
我把手上的记录按时间串一遍,你对着看。
阶段脉络
长期底色是你说的慢性拉稀便血一两年;5月10日的PCR是冠状病毒强阳性、寄生虫和胎三毛滴虫都是阴性,5月11日医生建议换粮,之后大约4个月单一肠道处方粮、停掉猫条这类食物。
最重的一次是9月12日:稀便偏黄,排完拉一两滴鲜红血,然后一两分钟内反复进出猫砂盆,排出带血粘液,血色渐弱转粉红、再转透明。9月15到18日用了阿莫西林克拉维酸(这类药是抗菌的,一般几天内看反应)。9月18、19日起频繁进出砂盆消失,但软便、血、粘液没有一起退干净。9月19日前后开始连续喂一周益生菌,9月26日记录到大便正常、光滑柔软腊肠状。9月24日起把低敏处方粮和肠道处方粮按比例过渡。9月29日又软便加一点点血,10月2日大便正常,10月3日便血伴粘液。10月8日你喂了几小块解冻生牛肉(之前还有一次偷吃),前后也吐了毛。10月10日大便成形、无粘液无血,10月11日转成软便带粘液,10月14日、今天跟前几天相仿。
哪些改善有记录支持
真正落在记录里的好转有两处:一是9月18、19日起频繁进出砂盆这一项确实停了,且此后没再提到;二是9月26日和10月2日、10月10日这几天大便正常/成形无粘液无血。注意这是三个孤立的日子,不是连续多天的稳定。
哪些只能说时间相关
- 抗生素那4天和9月18、19日里急后重消失时间重合,但只有4天疗程,软便、血、粘液并没有同步消失,分不清是药起效还是本身那阵过去了。
- 益生菌一周与9月26日大便正常时间吻合,可9月24日同时开始换低敏粮,基线也本来就在波动。
- 低敏粮9月24日开始,到10月3日又便血只隔9天——低敏粮通常要几周才看得出效果,这个时间点反而说不清它是帮忙还是添乱。
- 牛肉这条最拧巴:10月8日喂了生牛肉,10月11日软便带粘液,隔3天;但10月10日还是正常的,中间那一天对不上,所以只能说时间上吻合,不能说是它引起的。
现在比最严重时
比9月12日明显轻。那次是鲜红血、反复进出砂盆、来不及到砂盆就排;这一波从10月11日到现在,记录里没有血、也没有里急后重,只是软便糊状带粘液,且持续几天没松动。所以是强度降下来了,但没结束——这股波动还在。
不能确定的
我没有腹部超声、粪便检查(除那次PCR外)、血常规这些东西,够不到肠壁结构、菌群和炎症指标;记录本身也稀疏,中间很多天是空的,空不等于没事。所以我能说到"慢性肠道问题在波动、强度低于9月最高点",再往病因深走我就是在猜了。
这几天一直没好转,我倾向于跟主治医生复诊聊一次。想先问一句:10月11日之后到现在,还有没有再见到血?精神和食欲跟平时比怎么样?这两点会直接改变现在这波该多急。
Factual accuracy · Accurate
Everything it states can be traced to the records.
One gap: it counts “two” documented improvements and leaves out the one the question named — after four months on ordinary prescription food, bleeding became significantly less frequent while loose stool persisted.
Causal inference · Robust
The only answer that keeps “the repeated litter-box visits stopped” apart from “the antibiotic stopped them,” and names the alternative that the episode passed on its own.
Probiotics, the hypoallergenic food and the beef all stay at temporal association. Days with no entry are treated as unknown rather than normal, and “no blood in the records” is written as an absence of entries, not as a confirmed negative.
After reading all the records, here is the timeline:
Stages
1. May–early September: ordinary intestinal prescription food (the product name remains unknown) plus four months without treats → bleeding became significantly less frequent; diarrhea did not improve.
2. September 12: a second acute episode—fresh blood after loose stool, repeated litter-box visits passing bloody → pink → clear mucus (typical colitis and tenesmus).
3. September 15–18: amoxicillin–clavulanate, 12.5 mg once daily for four days → tenesmus disappeared; soft stool, blood and mucus did not.
4. Saccharomyces boulardii for a week from September 19 (a full week by September 26); hypoallergenic prescription food began being mixed in around September 24; on September 28–29, stool returned to an “intermediate state,” with a little blood.
5. Normal on October 2 → blood and mucus on October 3 → hairballs and blood around October 8; several beef exposures around this period (raw and cooked; the number itself is uncertain).
6. One completely normal stool on October 10 → back to the soft-stool-with-mucus baseline on October 11–14.
Which improvements are supported by the records
Only one is relatively firm: antibiotics → disappearance of tenesmus. A single intervention, close timing, a specific symptom, and no immediate rebound after stopping. The four months of prescription food provide moderate evidence—a long duration with treats strictly excluded, but no daily stool records, no food name, and natural fluctuation cannot be ruled out.
Which are only temporal associations
• S. boulardii: antibiotics stopped September 18 and supplementation began September 19, without a gap. It is impossible to separate how much of “normal as soon as I gave it” was a residual antibiotic effect; the September 24 food change adds a third simultaneous variable.
• Hypoallergenic prescription food: it has always been mixed with the old food, so the elimination-trial clock has never started; effectiveness cannot be assessed.
• Beef: the good stool on October 10 was an isolated day; October 11 simply returned to baseline. It supports neither harm nor benefit and is noise.
Now, in mid-October, compared with the worst point
The intensity is lower: no dripping fresh blood, no repeated litter-box visits, intermittent “a little” blood, and yellow rather than tarry coloration. But baseline has not returned to normal—soft stool and mucus persist, bleeding has never truly stopped, and repeated hairballs in October add an upper-digestive signal. The accurate description is therefore reduced symptom intensity, but a wider area affected. This is not an improvement curve; it is a plateau suppressed by successive interventions.
What remains uncertain
① There is still no stool PCR/culture result free of antibiotic interference, and B12/folate, ultrasound and biopsy have not been done—the largest gap. ② Neither food has a name, so what was excluded over those four months cannot be assessed. ③ Two conflicts remain in the records (September 24 food change versus “no food change” on September 29; one or two beef incidents); the significance of the September 28–29 recurrence is unresolved until these are clarified. ④ Age, weight trajectory and vomiting frequency remain missing. ⑤ I have no data after October 14.
读完全部记录,按时间线梳理:
阶段
1. 5月–9月初:普通肠道处方粮(款名始终未知)+ 停所有零食四个月 → 便血次数显著改善,稀便未改善。
2. 9/12:第二次急性发作——稀便后滴鲜血、反复进出猫砂盆排血性→粉红→透明黏液(典型大肠炎+里急后重)。
3. 9/15–18:阿莫西林克拉维酸钾 12.5mg、一天一次、共4天 → 里急后重消失,软便/血/黏液未消失。
4. 9/19 起布拉迪一周(9/26 满周);9/24 前后开始混入低敏处方粮;9/28–29 软便回落到“中间态”,带一点点血。
5. 10/2 正常 → 10/3 便血+黏液 → 10/8 前后吐毛+带血;同期多次牛肉暴露(生、熟,次数本身存疑)。
6. 10/10 一次完全正常便 → 10/11–14 回到软便带黏液的基线。
哪些改善有记录支持
只有一条比较硬:抗生素 → 里急后重消失。单一干预、时间紧密、症状特异,且这一项在停药后也没马上反弹。处方粮那四个月属中等强度——时间够长、同期严格停零食,但没有逐日便型记录、没有粮的名称、也无法排除自然波动。
哪些只能说时间上相关
- 布拉迪:9/18 停抗生素、9/19 起喂,无缝衔接,“一喂就正常”里有多少是抗生素残留效应分不开;9/24 还叠了换粮,三个变量同时在跑。
- 低敏处方粮:一直和旧粮混喂,排除试验的时钟从未开始,谈不上有无效果。
- 牛肉:10/10 那次好便是孤立单日,10/11 只是回到基线,既不支持有害也不支持有益,属噪声。
现在(10月中)比最严重时
幅度更轻:没有滴鲜血、没有反复进出猫砂盆、血呈间歇的“一点点”、颜色是黄色不是柏油样。但基线没回到正常——软便+黏液持续存在,血从未真正断过,而且10月新增了反复吐毛这条上消化道信号。所以准确的说法是症状幅度被压低、但受累范围反而扩大了,这不是好转曲线,是被轮番干预压住的平台期。
仍不能确定的
① 至今没有一份非抗生素干扰下的粪便 PCR/培养结果,B12/叶酸、超声、活检也都没做——这是最大空洞;② 两款粮都没有名称,四个月到底排除了什么无法判断;③ 记录本身有两处冲突(9/24 换粮 vs 9/29“没换粮”;牛肉一次还是两次),未澄清前 9/28–29 那次复发的意义是悬空的;④ 年龄、体重曲线、呕吐频率三项基础数据仍是空白;⑤ 10/14 之后我这边没有任何数据。
Factual accuracy · Errors
Several beef exposures around October 8. Only one raw feeding on October 8 has a date; the stolen raw beef and the cooked beef do not.
The hypoallergenic food was “always mixed” with the old food. The record is a gradual transition in changing proportions, not indefinite mixed feeding.
“Bleeding has never truly stopped.” Stated as settled; October 10 was formed stool with no mucus and no blood.
“Repeated hairballs are new in October.” The vomiting was neither repeated nor new — the owner had already said she vomited from time to time before.
One genuine catch: it is the only answer to flag a conflict inside the records themselves, September 29’s “no food change” against October 8’s “started two weeks ago.”
Causal inference · Not robust
“A wider area affected.” Built on the vomiting misreading above, so the conclusion does not follow.
The antibiotic is rated the one solid piece of evidence for the tenesmus ending. The sole source is the owner’s September 19 statement, and at least two other explanations remain open: the repeated visits may be episodic and self-limiting, after only a short course; and the probiotics began on September 19, the day after the antibiotic ended — so which one acted cannot be told from this.
Chronologically, Molly’s problem has roughly four stages: initially one or two years of chronic soft stool/diarrhea with intermittent bleeding; after about four months on ordinary intestinal prescription food, the records clearly show significantly less frequent bleeding, but soft stool remained common; another marked worsening in mid-September, with fresh blood after loose stool, mucus and repeated litter-box visits within a short time; then a phase of “some relief but recurrent fluctuation.”
After amoxicillin–clavulanate (September 15–18), there is relatively clear documentation of improvement in repeated, frequent litter-box visits, but soft stool, blood and mucus did not disappear together, so it cannot be said to have resolved the intestinal problem. Evidence for S. boulardii probiotics is also fairly clear but short-lived—stool became normal soon after starting, but softened again about a week later, indicating at least a temporally associated short-term response, not proof of lasting efficacy. After hypoallergenic prescription food was gradually introduced around late September, there was one normal stool on October 2, followed by blood and mucus October 3 and further soft stool. At most, improvement occurred during the food transition; it cannot yet be attributed to the hypoallergenic food itself, especially while it was still mixed with the original prescription food.
Causal evidence for the beef incidents is weakest: after raw beef exposure, October 10 actually brought a very good formed stool, followed the next day by soft stool and mucus again; there was no stable, consistent change around the cooked beef either. These are therefore temporally related exposures, proving neither that beef triggered symptoms nor that it helped. Overall, things are clearly milder than September 12 at its worst, with continuous passage of blood and mucus and repeated litter-box visits, and improved compared with the “frequent bleeding” phase before ordinary prescription food. But there is no stable remission: recurrent soft stool/mucus and occasional blood remain central. The main uncertainties are whether this is primarily food-responsive enteropathy, chronic colitis/microbiome disturbance, or another underlying cause; and how much the ordinary intestinal food, probiotics and hypoallergenic food each contributed, because overlapping treatment and natural fluctuation prevent reliable separation from these records.
按时间看,Molly这段问题大致经历了四个阶段:最初是一两年的慢性软便/腹泻伴间歇便血;换普通肠道处方粮约4个月后,便血次数有明确记录为显著减少,但软便仍经常发生;9月中旬又出现一次明显加重,表现为稀便后鲜血、黏液以及短时间内反复进出猫砂盆;此后进入“有所缓解但反复波动”的阶段。
阿莫西林克拉维酸(9月15–18日)后,反复频繁进出猫砂盆这一点有较明确的改善记录,但软便、血和黏液并没有同步消失,所以不能说它解决了肠道问题;布拉迪益生菌的证据也比较明确但短暂——开始服用后大便很快恢复正常,但约一周后再次软便,说明至少存在时间上的短期响应,无法证明长期疗效。低敏处方粮从9月底左右逐渐加入后,10月2日曾出现一次正常便,但10月3日又重新便血、黏液,之后仍有软便,因此目前最多只能说换粮期间出现过好转,尚不能把改善归因于低敏粮本身,尤其当时仍在与原处方粮过渡混喂。
几次牛肉事件的因果证据最弱:生牛肉暴露后10月10日反而有一次状态很好的成形便,次日又恢复软便、黏液;熟牛肉附近也没有稳定一致的变化,所以这些只能记作时间上相关的暴露事件,既不能证明牛肉诱发,也不能证明牛肉有益。总体而言,现在比9月12日最严重、连续排血黏液并反复进猫砂盆的状态明显轻,且比换普通处方粮前“便血频繁”的阶段有所改善,但疾病并未稳定缓解,核心问题仍是反复软便/黏液及偶发血。现在最不能确定的是:究竟主要属于食物反应性肠病、慢性结肠炎/肠道菌群问题,还是还有其他基础病因;同时普通肠道粮、益生菌和低敏粮各自贡献了多少,也因治疗重叠和症状自然波动而无法从现有记录中可靠拆分。
Factual accuracy · Accurate, with one unsupported statement
Both halves of every split result survive, including the one Tamo drops: less frequent bleeding, loose stool unchanged.
The exception: “no stable, consistent change around the cooked beef.” The cooked beef has no date and nothing was recorded around it, so there is no window to read either way.
Causal inference · Not robust on the antibiotic
“Relatively clear documentation of improvement in repeated, frequent litter-box visits.” Set in bold under the antibiotic’s name. The sole source is the owner’s September 19 statement; the visits may be episodic and self-limiting after a short course, and the probiotics began on September 19, the day after the antibiotic ended.
Its closing list of contributions that cannot be separated names the ordinary food, the probiotics and the hypoallergenic food — but not the antibiotic. Together, that reads as a partial drug effect.
Molly’s overall condition has clearly improved compared with the worst period of frequent bloody stool, mucus and severe soft stool; both episode frequency and mucus volume have significantly decreased.
Among the interventions, sustained relief from hypoallergenic prescription food and recurrence triggered by beef incidents have clear causal relationships (consistent with food-challenge assessment), forming the core evidence supported by the records. By contrast, short-term improvements during ordinary intestinal prescription food, probiotics and amoxicillin–clavulanate are more temporal associations; they may only have provided symptomatic support or temporarily suppressed secondary microbiome disturbance without addressing the underlying cause.
It remains uncertain whether there are other hidden allergens besides beef, and whether mild inflammatory bowel disease (IBD) or intermittent shedding of particular protozoa, such as Giardia or trichomonads, is also present. The next step is to maintain a single hypoallergenic prescription diet strictly for at least 8–12 weeks (no treats, stolen food or beef cross-contamination), with daily stool scoring. If symptoms continue to recur, further stool PCR pathogen screening and abdominal ultrasound are recommended.
Molly目前的整体状况较最严重时期(频繁血便、粘液与严重软便)已有明显好转,发作频率与粘液量均已显著下降。
在各项干预中,低敏处方粮带来的持续缓解以及牛肉事件引发的症状反复具有明确的因果关系(符合食物激发排查逻辑),属于有记录支持的核心证据。相对而言,普通肠道处方粮、益生菌及阿莫西林克拉维酸使用期间的短期改善更多属于时间上的相关性,可能仅起到对症辅助或暂时抑制继发菌群紊乱的作用,未触及底层病因。
目前尚无法完全确定的是:除了牛肉外是否存在其他隐匿过敏原,以及是否合并轻度慢性炎症性肠病(IBD)或特定原虫(如贾第鞭毛虫、滴虫)的间歇性排毒。下一步建议严格维持单一低敏处方粮至少8–12周(严禁任何零食、偷食及牛肉交叉污染),并做好每日粪便评分记录;若后续仍有反复,建议进一步行粪便PCR病原筛查与腹部超声检查。
Factual accuracy · Wrong on nearly every point
Sustained relief from the hypoallergenic food and recurrence caused by beef are stated as established. The records run the other way: the stool two days after the October 8 raw beef was formed, with no mucus and no blood, and October 11 returned to the existing baseline.
“Episode frequency and mucus volume have significantly decreased.” Nothing in the records says this.
The four months on ordinary prescription food lose their recorded result — less frequent bleeding, loose stool unchanged — and are demoted to a short-term temporal association.
Causal inference · Not robust
Sustained relief from the hypoallergenic food and recurrence caused by beef are promoted from temporal association to “clear causal relationships,” and the recommendation is then built on that premise — asking whether there are hidden allergens besides beef already assumes beef is one.
Tests used Chinese inputs; English text is a display translation. Recording tests: 28 scenarios, five runs each; field-level F1 covers the 24 scenarios scored field by field. Course tests: 8 complex scenarios, three runs per arm. Individual checks and whole-answer passes use different denominators; an answer passes only when it passes every check.
Molly’s blind comparison covers 9 answer pairs from three runs of a three-question conversation. Three reviewers assessed the same pairs; preference votes are not independent test runs.
The cross-session case uses 10 sessions and 9 daily rounds across approximately one month of replay dates. The four displayed answers address the October 15 summary question under the same output instructions.
Tamo uses DeepSeek Flash with low thinking; Claude uses Opus 5 with high effort. External account and memory settings were not fully documented, so this case does not establish a controlled ranking.
Source text is preserved, including historical assessments and known discrepancies. These evaluations concern information handling and longitudinal organization, not clinical validation.