1.Pathogenesis Reasoning Chain-of-thought Supervision for Large Language Models: Syndrome Manifestation Recognition and Multidimensional Evaluation in Spleen-stomach Disorders
Shu-Han YANG ; Yu-Xin HU ; Xin-Yu YU ; Yu-Ying TU ; Yi-Chang ZANG ; Pan-Fei LI
Progress in Biochemistry and Biophysics 2026;53(5):1240-1263
ObjectiveThe essence of syndrome manifestation recognition in traditional Chinese medicine (TCM) is to infer the body’s latent pathogenesis state from clinical observational information, rather than to perform simple label matching. However, previous studies have largely modeled this task as syndrome pattern classification within a fixed label space, which does not adequately reflect the cognition process of TCM syndrome differentiation centered on pathogenesis reasoning, and is also insufficient to capture the openness, semantic variability, and cross-disease reusability of syndrome manifestation expression. This study aimed to investigate whether introducing pathogenesis reasoning chain-of-thought (PR-CoT) supervision into large language models (LLMs) could improve the quality and cognitive consistency of syndrome manifestation recognition and support cross-disease transfer. MethodsSyndrome manifestation recognition was formulated as a conditional generation task under the framework of clinical observational information (X)→pathogenesis structure (Z)→syndrome pattern output (Y), where Z serves as an explicit intermediate structural variable linking the clinical evidence and syndrome judgment. Within this framework, a PR-CoT-supervised dataset for syndrome manifestation recognition was constructed based on medical case records of spleen-stomach disorders. After preprocessing, information extraction, manual proofreading, and data cleaning, the dataset comprised 4 800 training cases, 400 development cases, and 400 test cases. Each sample was annotated with a structured PR-CoT consisting of three progressive levels: clinical information summarization, comprehensive pathogenesis analysis, and syndrome pattern output. Supervised fine-tuning was conducted on open-source LLMs, with an end-to-end model serving as the baseline. Qwen3-32B was used as the primary experimental model, and Qwen3-14B as the scale comparison model. A progressive multidimensional evaluation framework was further established, comprising a structural parsing level, a semantic similarity level, and an expert blind review level. At the structural parsing level, syndrome pattern expressions were decomposed into structural elements and evaluated using Precision, Recall, F1 score, and Jaccard similarity. At the semantic similarity level, independent LLMs scored the theoretical proximity between predicted and reference syndrome patterns. At the expert blind review level, three TCM experts independently evaluated model outputs on two dimensions: syndrome differentiation consistency and terminology standardization of syndrome patterns. In addition, zero-shot cross-disease transfer evaluation was conducted on gynecological and heart-system disorder test sets. ResultsAt the structural parsing level, PR-CoT supervision did not lead to a stable improvement in the element-wise overlap of syndrome pattern structural components. Compared with the corresponding baselines, neither Qwen3-32B nor Qwen3-14B showed consistent advantages in structural matching metrics after the introduction of PR-CoT supervision. In contrast, at the semantic similarity level, PR-CoT supervision produced stable positive gains across different model scales and evaluation systems. The average semantic score of Qwen3-32B increased from 6.425 8 in the baseline model to 6.585 0 after PR-CoT supervision, and that of Qwen3-14B increased from 5.870 0 to 5.964 2. At the expert blind review level, the overall score of Qwen3-32B (PR-CoT) was 7.026 0±0.107 7, higher than 6.416 3±0.288 9 for its baseline. In zero-shot cross-disease testing, the PR-CoT model still showed advantages in semantic evaluation and expert evaluation on both gynecological and heart-system disorder test sets, indicating a certain degree of transferability. ConclusionThe benefits of PR-CoT supervision are mainly reflected in TCM semantic consistency and clinical plausibility, rather than in improved hard matching of structural elements. These findings support understanding syndrome manifestation recognition as a process of generating and expressing latent pathogenesis structures, rather than as a classification task within a traditional fixed label space. By introducing pathogenesis reasoning as an explicit intermediate structure into the modeling process and combining it with a progressive multidimensional evaluation framework, this study provides a methodological pathway for intelligent TCM syndrome differentiation that integrates theoretical alignment, interpretability, and multi-level evaluation.
2.Pathogenesis Reasoning Chain-of-thought Supervision for Large Language Models: Syndrome Manifestation Recognition and Multidimensional Evaluation in Spleen-stomach Disorders
Shu-Han YANG ; Yu-Xin HU ; Xin-Yu YU ; Yu-Ying TU ; Yi-Chang ZANG ; Pan-Fei LI
Progress in Biochemistry and Biophysics 2026;53(5):1240-1263
ObjectiveThe essence of syndrome manifestation recognition in traditional Chinese medicine (TCM) is to infer the body’s latent pathogenesis state from clinical observational information, rather than to perform simple label matching. However, previous studies have largely modeled this task as syndrome pattern classification within a fixed label space, which does not adequately reflect the cognition process of TCM syndrome differentiation centered on pathogenesis reasoning, and is also insufficient to capture the openness, semantic variability, and cross-disease reusability of syndrome manifestation expression. This study aimed to investigate whether introducing pathogenesis reasoning chain-of-thought (PR-CoT) supervision into large language models (LLMs) could improve the quality and cognitive consistency of syndrome manifestation recognition and support cross-disease transfer. MethodsSyndrome manifestation recognition was formulated as a conditional generation task under the framework of clinical observational information (X)→pathogenesis structure (Z)→syndrome pattern output (Y), where Z serves as an explicit intermediate structural variable linking the clinical evidence and syndrome judgment. Within this framework, a PR-CoT-supervised dataset for syndrome manifestation recognition was constructed based on medical case records of spleen-stomach disorders. After preprocessing, information extraction, manual proofreading, and data cleaning, the dataset comprised 4 800 training cases, 400 development cases, and 400 test cases. Each sample was annotated with a structured PR-CoT consisting of three progressive levels: clinical information summarization, comprehensive pathogenesis analysis, and syndrome pattern output. Supervised fine-tuning was conducted on open-source LLMs, with an end-to-end model serving as the baseline. Qwen3-32B was used as the primary experimental model, and Qwen3-14B as the scale comparison model. A progressive multidimensional evaluation framework was further established, comprising a structural parsing level, a semantic similarity level, and an expert blind review level. At the structural parsing level, syndrome pattern expressions were decomposed into structural elements and evaluated using Precision, Recall, F1 score, and Jaccard similarity. At the semantic similarity level, independent LLMs scored the theoretical proximity between predicted and reference syndrome patterns. At the expert blind review level, three TCM experts independently evaluated model outputs on two dimensions: syndrome differentiation consistency and terminology standardization of syndrome patterns. In addition, zero-shot cross-disease transfer evaluation was conducted on gynecological and heart-system disorder test sets. ResultsAt the structural parsing level, PR-CoT supervision did not lead to a stable improvement in the element-wise overlap of syndrome pattern structural components. Compared with the corresponding baselines, neither Qwen3-32B nor Qwen3-14B showed consistent advantages in structural matching metrics after the introduction of PR-CoT supervision. In contrast, at the semantic similarity level, PR-CoT supervision produced stable positive gains across different model scales and evaluation systems. The average semantic score of Qwen3-32B increased from 6.425 8 in the baseline model to 6.585 0 after PR-CoT supervision, and that of Qwen3-14B increased from 5.870 0 to 5.964 2. At the expert blind review level, the overall score of Qwen3-32B (PR-CoT) was 7.026 0±0.107 7, higher than 6.416 3±0.288 9 for its baseline. In zero-shot cross-disease testing, the PR-CoT model still showed advantages in semantic evaluation and expert evaluation on both gynecological and heart-system disorder test sets, indicating a certain degree of transferability. ConclusionThe benefits of PR-CoT supervision are mainly reflected in TCM semantic consistency and clinical plausibility, rather than in improved hard matching of structural elements. These findings support understanding syndrome manifestation recognition as a process of generating and expressing latent pathogenesis structures, rather than as a classification task within a traditional fixed label space. By introducing pathogenesis reasoning as an explicit intermediate structure into the modeling process and combining it with a progressive multidimensional evaluation framework, this study provides a methodological pathway for intelligent TCM syndrome differentiation that integrates theoretical alignment, interpretability, and multi-level evaluation.
3.Manufacture and mechanical property on zirconia abutments with a titanium base in dental implant restoration
Huan WANG ; Jing LU ; Ying LI ; Maohua MENG ; Jiayu SHU ; Yuncai LUO ; Wenjie LI ; Qiang DONG
Chinese Journal of Tissue Engineering Research 2025;29(10):2171-2177
BACKGROUND:With the development of computer-aided design and computer-aided manufacturing technology,zirconia abutments with a titanium base are widely used in clinic due to its good application advantages,but there are still some problems and a lack of consensus design standards. OBJECTIVE:To review the fabrication methods of Ti-base zirconia abutment,and the effect of abutment connection,emergence design,abutment angle,and bonding on mechanical properties of Ti-base zirconia abutment. METHODS:Relevant literature published from 2010 to 2023 was searched in CNKI and PubMed databases with the search terms"zirconia abutment,titanium base"in Chinese and English,respectively.The search time limit was extended for some classical literature.The relevant literature was obtained through inclusion and exclusion criteria,and 57 eligible documents were included for review. RESULTS AND CONCLUSION:It is recommended that clinicians try to select antirotational titanium bases or rotational titanium bases with a Morse taper connection.Implants should be placed in the correct axial angulation of not more than 15° or with an inclination to the palatal side when using angled zirconia abutments.When a≥30° labial inclination is followed for implant placement,the bite force must be decreased effectively to reduce the risk of mechanical and biological complications of implants,abutments,and prostheses.Ti-base zirconia abutments with a higher gingival height should be selected,and its restorative angle should not exceed 40°.Multilink Hybrid Abutment could be the first choice for extraoral bonding of zirconia abutment to titanium bases.
4.Eye Movement and Gait Variability Analysis in Chinese Patients With Huntington’s Disease
Shu-Xia QIAN ; Yu-Feng BAO ; Xiao-Yan LI ; Yi DONG ; Zhi-Ying WU
Journal of Movement Disorders 2025;18(1):65-76
Objective:
Huntington’s disease (HD) is characterized by motor, cognitive, and neuropsychiatric symptoms. Oculomotor impairments and gait variability have been independently considered as potential markers in HD. However, an integrated analysis of eye movement and gait is lacking. We performed multiple examinations of eye movement and gait variability in HTT mutation carriers, analyzed the consistency between these parameters and clinical severity, and then examined the associations between oculomotor impairments and gait deficits.
Methods:
We included 7 patients with pre-HD, 30 patients with HD and 30 age-matched controls. We collected demographic data and assessed the Unified Huntington’s Disease Rating Scale (UHDRS) score. Examinations, including saccades, smooth pursuit tests, and optokinetic (OPK) tests, were performed to evaluate eye movement function. The parameters of gait include stride length, walking velocity, step deviation, step length, and gait phase.
Results:
HD patients have significant impairments in the latency and velocity of saccades, the gain of smooth pursuit, and the gain and slow phase velocities of OPK tests. Only the speed of saccades significantly differed between pre-HD patients and controls. There are significant impairments in stride length, walking velocity, step length, and gait phase in HD patients. The parameters of eye movement and gait variability in HD patients were consistent with the UHDRS scores. There were significant correlations between eye movement and gait parameters.
Conclusion
Our results show that eye movement and gait are impaired in HD patients and that the speed of saccades is impaired early in pre-HD. Eye movement and gait abnormalities in HD patients are significantly correlated with clinical disease severity.
5.Clinicopathologic characteristics,gene mutation profile,and prognostic analysis of patients with adrenal diffuse large B-cell lymphoma
Jiayin HE ; Siyuan CHEN ; Qing SHI ; Muchen ZHANG ; Hongmei YI ; Lei DONG ; Ying QIAN ; Li WANG ; Shu CHENG ; Pengpeng XU ; Weili ZHAO
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(9):1194-1201
Objective·To analyze the clinicopathologic characteristics,gene mutation profile,and prognostic factors of patients with adrenal diffuse large B-cell lymphoma(DLBCL).Methods·From March 2002 to December 2022,a total of 105 patients with adrenal DLBCL admitted to Ruijin Hospital,Shanghai Jiao Tong University School of Medicine were retrospectively analyzed for their clinicopathological data,survival outcomes,and prognostic factors.Patients'gene mutation profiles were evaluated by targeted sequencing of 152 lymphoma-related genes.Results·The median age of the patients was 62(15?82)years and the male-to-female ratio was 2.3∶1.Among them,63 patients(60.0%)were over 60 years old,22 patients(21.0%)had an Eastern Cooperative Oncology Group(ECOG)performance status of two or higher,87 patients(82.9%)were staged Ann Arbor Ⅲ?Ⅳ,92 patients(87.6%)had elevated serum lactate dehydrogenase(LDH)levels(above the upper limit of reference),84 patients(80.0%)had extranodal invasion in at least two organs,67 patients(63.8%)were of non-germinal center B-cell(non-GCB)origin,and 95 patients(90.5%)had an international prognosis index(IPI)scored over 2.With a median follow-up of 28.3(0.7?191.9)months,the estimated 2-year overall survival(OS)rate and progression-free survival(PFS)rate were 68.3%and 53.1%,respectively.The estimated 5-year OS rate and PFS rate were 52.6%and 44.0%,respectively.Among 93 patients who could be evaluated for clinical outcomes,62(66.7%)got a complete response(CR).Univariate analysis and multivariate Cox analysis revealed that age over 60 years was an adverse prognostic factor for PFS,and ECOG performance status of two or higher was an adverse prognostic factor for both OS and PFS.Targeted gene sequencing in 46 adrenal diffuse DLBCL patients showed high mutation frequencies in lysine methyltransferase 2D(KMT2D;n=17,37%),Pim-1 proto-oncogene,serine/threonine kinase(PIM1;n=17,37%),MYD88 innate immune signal transduction adaptor(MYD88;n=15,33%),CD79b molecule(CD79B;n=13,28%),and BTG anti-proliferation factor 2(BTG2;n=10,22%).Conclusion·Age over 60 years is an adverse prognostic factor for PFS,and ECOG performance status of two or higher is an adverse prognostic factor for both OS and PFS in patients with adrenal DLBCL.Patients exhibited high frequencies of KMT2D,PIM1,MYD88,CD79B,and BTG2 mutations,as well as an increased proportion of the MCD-like subtype.
6.Latent profiles analysis and the influencing factors of fear of childbirth in expectant fathers of third trimester
Dina GAO ; Jin XU ; Shu LI ; Ying JIN ; Li QIN ; Yueqin WANG
Chinese Journal of Practical Nursing 2025;41(34):2701-2708
Objective:To explore the latent class characteristics of fear of childbirth among expectant fathers of third trimester based on latent profile analysis, and to analyze the differences in characteristics among different classes and influencing factors.Methods:Convenience sampling was used to select expectant fathers accompanying their partners for prenatal check-ups at Obstetrics and Gynecology Hospital Affiliated to Zhejiang University School of Medicine from March to September 2024 as the subjects of the investigation. A General Information Questionnaire, Fathers' Fear of Childbirth Scale, Perceived Social Support Scale, Connor-Davidson Resilience Scale, and Edinburgh Postnatal Depression Scale were used for the survey; latent profile analysis was employed to explore the latent typing of fear of childbirth among expectant fathers of third trimester, and univariate analysis and multiple logistic regression analysis were used to investigate related influencing factors.Results:A total of 269 expectant fathers were included in the final analysis, aged 31 (29, 34) years old. The score of Fathers' Fear of Childbirth Scale was (49.58 ± 13.28); the scores of Perceived Social Support Scale was 64.00 (51.00, 71.50); the scores of Connor-Davidson Resilience Scale was 29.00 (26.00, 33.00); the score of Edinburgh Postnatal Depression Scale was 7.00 (5.00, 9.00). Latent profile analysis showed that the level of fear of childbirth among expectant fathers of third trimester could be divided into four latent classes: "low fear of childbirth-pain fear group" (19.0%, 51/269), "moderate fear of childbirth-maternal and infant safety concern group" (24.5%, 66/269), "moderate fear of childbirth-medical trust group" (32.0%, 86/269), and "high fear of childbirth-comprehensive group" (24.5%, 66/269). Multiple logistic regression analysis showed that expectant fathers with high psychological resilience were more likely to be classified into the low fear of childbirth-pain fear group ( OR values ranged from 0.863 to 0.909, all P<0.05); expectant fathers with higher levels of prenatal depression were more likely to be classified into the high fear of childbirth-comprehensive group ( OR values ranged from 1.286 to 1.366, all P<0.05); compared with the low fear of childbirth-pain fear group, younger expectant fathers were more likely to be classified into the moderate fear of childbirth-medical trust group ( OR=0.871, P<0.05); compared with the moderate fear of childbirth-medical trust group, expectant fathers with lower family monthly income were more likely to be classified into the high fear of childbirth-comprehensive group ( OR=3.093, P<0.05). Conclusions:There are significant class characteristics in the level of fear of childbirth among expectant fathers of third trimester, and it is recommended that medical staff implement targeted personalized intervention measures based on the characteristics of each class to reduce the level of fear of childbirth among expectant fathers.
7.Application of teamwork cooperation model of encephalopathy discipline group in clinical teaching of Neurology
Ying BIAN ; Bao QIU ; Shu LI ; Junping RAO ; Hongzhong SONG ; Lisheng YU
Journal of Shenyang Medical College 2025;27(1):91-95
Objective:To observe the applying effect of teamwork cooperation model of encephalopathy in the clinical teaching of Neurology.Methods:Sixty undergraduate students who practiced in our hospital were randomly divided into the control group and the experimental group,with 30 students in each group.The control group was arranged for internship according to the traditional department-based model,while the experimental group was arranged according to the teamwork cooperation model of encephalopathy discipline group.The theoretical examination scores and clinical skills scores of the two groups were compared,and the Mini-Clinical Evaluation Exercise(Mini-CEX)scale was used for dual evaluation by teachers and students from seven aspects:inquiry skills,physical examination skills,humanistic care,clinical judgment,communication skills,organizational effectiveness,and overall clinical competence.Result:There were statistically significant differences between the experimental group and the control group in theoretical examination scores,clinical skills scores,and dual evaluation by teachers and students(P<0.05).Conclusion:Compared with the traditional teaching model,the teamwork cooperation model of encephalopathy discipline group has achieved better results in the clinical teaching of Neurology.
8.Study on pricing of initiative hospice and palliative care services by service unit
Tian-shu CHU ; Yi-fan XU ; Li-mei JING ; Xue-ying LI ; Xiao-yu ZHANG ; Jun-mei DENG
Chinese Journal of Health Policy 2025;18(2):47-52
Objective:To conduct a study on pricing by service unit to address the problems of hospice and palliative care pricing and fee system in China.Methods:Combining theoretical research and empirical evidence,this study organized the pricing mechanism of initiative hospice and palliative care services and established a graded and categorized pricing strategy.Empirical research was conducted based on real-world data from 36 pilot institutions in typical areas.Results:This study developed a comprehensive pricing framework for value-based classification price standard of initiative hospice and palliative care services from the perspective of incentive regulation.We proposed a pricing plan based on service units,with inpatient bed fee ranging from 459 to 606 yuan or 459 to 1 102 yuan,and home visit fee ranging from 89 to 264 yuan.Conclusions and suggestions:This study proposes a pricing scheme based on the technique and service value with a gradient fluctuation by service unit,and forms a set of price standards with high economic and technical feasibility,which can provide scientific evidences for solving the pricing problem of hospice care.In addition,there is still a need to establish a multi-level incentive compensation mechanism to motivate all levels and types of organisations and healthcare provider,and to promote the high-quality and sustainable development of hospice and palliative care.
9.Comparison of the early postoperative efficacy between Kahook dual blade internal trabeculectomy and internal gonioscope-assisted transluminal trabe-culotomy in the treatment of primary open-angle glaucoma
Ying DUAN ; Mingxia CUI ; Yang ZHANG ; Lingbo SHU ; Nan LI
Recent Advances in Ophthalmology 2025;45(6):486-490
Objective To investigate the early postoperative efficacy between Kahook dual blade(KDB)internal tra-beculectomy and internal gonioscopy-assisted transluminal trabeculotomy(GATT)in the treatment of primary open-angle glaucoma(POAG).Methods A total of 120 patients(120 eyes)with POAG were included and divided according to dif-ferent surgical treatment methods.Among them,62 patients(62 eyes)undergoing internal trabeculectomy by KDB were di-vided into Group A,and 58 patients(58 eyes)undergoing GATT were divided into Group B.Relevant data of patients in the two groups were collected,and the efficacy of the two surgical methods was compared.Results The intraocular pres-sure in both groups decreased 1 day,1 week,and 1 month after surgery compared with preoperative levels(all P<0.05).However,there was no significant difference in the intraocular pressure measured at the above time points between the two groups(all P>0.05).The type of drugs for reducing the intraocular pressure in both groups decreased significantly 1 day,1 week,and 1 month after surgery compared with preoperative levels(all P<0.05).However,there was no significant difference in the type of drugs for reducing the intraocular pressure at the above time points between the two groups(all P>0.05).There was no statistically significant difference in the total incidence of complications between Group A(45.16%)and Group B(39.66%)(P>0.05).Specifically,the main complications in Group A included anterior chamber hemorrhage and intraocular pressure rebound,while those in Group B included anterior chamber hemorrhage and ciliary detachment.Conclusion Both KDB internal trabeculectomy and GATT can effectively reduce the intraocular pressure in patients with POAG and reduce the use of postoperative intraocular pressure-lowering drugs.There was no significant difference in surgical complications between the two surgical methods.The selection of surgical procedures in clinical prac-tice can be determined based on patients' wishes and actual situation.
10.Association between insulin resistance and idiopathic central precocious puberty in girls and the diagnostic value of insulin resistance
Jin-Bo LI ; Ya XIAO ; Shu-Qin JIANG ; Xiang-Yang LUO ; Hong-Ru ZHANG ; Jun SUN ; Wen-Hui SHI ; Ying YANG ; Wei WANG
Chinese Journal of Contemporary Pediatrics 2025;27(12):1487-1492
Objective To explore the relationship between insulin resistance and idiopathic central precocious puberty(ICPP)in girls and the diagnostic value of insulin resistance.Methods Clinical data of 245 girls aged 4 to 7.5 years with low luteinizing hormone(LH)levels(0.2-0.83 IU/L),normal body weight(body mass index standard deviation score between-2 and+2),and early breast development who visited the Department of Pediatric Endocrinology,Henan Provincial Maternal and Child Health Hospital from January 2022 to March 2025 were retrospectively analyzed.According to the Expert Consensus on the Diagnosis and Treatment of Central Precocious Puberty(2022),patients were assigned to an ICPP group(n=123)or a control group(n=122).Correlations between the homeostasis model assessment of insulin resistance(HOMA-IR)and selected indices were assessed.Multivariable logistic regression was used to evaluate the association between HOMA-IR and ICPP,and the diagnostic performance of various indices for ICPP was evaluated.Results HOMA-IR was higher in the ICPP group than in the control group(P<0.001)and was positively correlated with LH peak(rs=0.467,P<0.05)and the LH peak/FSH peak ratio(rs=0.444,P<0.05).The multivariable logistic regression model including age,BMI,and basal LH showed that HOMA-IR was closely associated with ICPP(OR=2.756,95%CI:1.940-3.913).Receiver operating characteristic curve analysis showed that the areas under the curve for basal LH,HOMA-IR,and their combination in diagnosing ICPP were 0.735,0.735,and 0.805,respectively(P<0.05),and the combined model had a greater area under the curve than either basal LH or HOMA-IR alone(both P<0.05).Conclusions HOMA-IR is closely associated with ICPP in girls with low LH and normal body weight,and combining HOMA-IR with basal LH improves early identification and diagnostic efficiency in this population.

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