Circulating Adipokine Levels in Nonobese Women with Polycystic Ovary Syndrome and in Nonobese Control Women: A Systematic Review and Meta-Analysis
Open accessPublished version of a preprint
Abstract
Levels of circulating adipokines in nonobese polycystic ovary syndrome (PCOS) patients have been reported in many studies. However, the results are inconsistent. The aim of this meta-analysis is to assess whether the levels of circulating adipokines are changed in nonobese PCOS relative to nonobese healthy controls. To identify eligible studies, a literature research was performed in the PubMed, Embase, and Web of Science databases without restricting by region, journal, or language. A total of 81 studies met the eligibility criteria. The meta-analysis showed that the circulating level of adiponectin (standardized mean difference [SMD]: -0.95; 95% CI: -1.36 to -0.53) was significantly decreased in nonobese PCOS patients. In contrast, the circulating levels of chemerin (SMD: 1.13; 95% CI: 0.08 to 2.18), leptin (SMD: 0.47; 95% CI: 0.13 to 0.81), resistin (SMD: 0.45; 95% CI: 0.03 to 0.88), and visfatin (SMD: 1.38; 95% CI: 0.68 to 2.09) were significantly increased in nonobese PCOS patients. There were no significant changes in the circulating levels of apelin (SMD: 0.32; 95% CI: -1.34 to 1.99), irisin (SMD: 1.01; 95% CI: -0.68 to 2.70), omentin (SMD: -0.37; 95% CI: -1.05 to 0.31), or vaspin (SMD: 0.09; 95% CI: -0.14 to 0.32). Thus, scientific evidence suggests that the circulating adipokine levels are altered in nonobese PCOS patients compared to nonobese healthy controls. Therefore, independent of the degree of obesity, dysregulated circulating adipokine levels might play important roles in the occurrence and development of PCOS.
AI snapshot
Written from the paper’s full text.
TL;DR
This systematic review and meta-analysis found that circulating adipokine levels are altered in nonobese women with PCOS compared with nonobese controls: adiponectin is decreased, while chemerin, leptin, resistin, and visfatin are increased. The authors suggest dysregulated adipokines may play roles in PCOS independent of obesity.
Key findings
- Adiponectin was significantly decreased in nonobese PCOS patients (SMD: -0.95; 95% CI: -1.36 to -0.53; P<0.00001; 30 studies, n=2565).
- Chemerin (SMD: 1.13; 95% CI: 0.08 to 2.18; P=0.03), leptin (SMD: 0.47; 95% CI: 0.13 to 0.81; P=0.007), resistin (SMD: 0.45; 95% CI: 0.03 to 0.88; P=0.03), and visfatin (SMD: 1.38; 95% CI: 0.68 to 2.09; P=0.0001) were significantly increased.
- No significant changes were found for apelin (SMD: 0.32; 95% CI: -1.34 to 1.99; P=0.70), irisin (SMD: 1.01; 95% CI: -0.68 to 2.70; P=0.24), omentin (SMD: -0.37; 95% CI: -1.05 to 0.31; P=0.29), or vaspin (SMD: 0.09; 95% CI: -0.14 to 0.32; P=0.43).
- Egger’s test suggested possible publication bias for resistin (P=0.004) and visfatin (P=0.018); trim-and-fill corrected SMDs did not differ from uncorrected values.
Methods
- Systematic review and meta-analysis reported according to PRISMA and MOOSE; PubMed, Embase, and Web of Science were searched without region, journal, or language restrictions for studies published before July 2019.
- Eligible studies defined PCOS by Rotterdam or compatible criteria and excluded obese women (BMI ≥30.0), reviews, nonhuman studies, conference proceedings, studies without controls, and studies without extractable mean ± SD data.
- Meta-analysis used Review Manager 5.3 to calculate standardized mean differences (SMDs) with 95% CIs, with Cochran’s Q and I² for heterogeneity; STATA 15.0 was used for Egger’s test and trim-and-fill when publication bias was detected.
Limitations
- The paper states that PCOS diagnostic criteria varied across studies; obesity definitions differed by region (e.g., WHO BMI >30 vs. China BMI >28), so some obese patients may not have been excluded; adipokine measurement methods varied; and androgen effects on adipokine levels were not ruled out.
- The text inconsistently reports the number of included studies: the abstract says 81 studies met eligibility, while the Results say 71 studies (2495 PCOS patients and 2520 controls) met criteria, and the Characteristics section again says 81 included studies.
- High heterogeneity was evident for several adipokines (e.g., adiponectin I²=95%, chemerin I²=96%, irisin I²=97%, omentin I²=89%, resistin I²=91%, visfatin I²=96%), and publication bias was possible for resistin and visfatin.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 41 cited sources checked · 0 supported · 0 flagged
- Findingreasoning
71 studies (comprising 2495 PCOS patients and 2520 controls) met the eligibility criteria.
“Thus, 71 studies (comprising 2495 PCOS patients and 2520 controls) met our eligibility criteria.”
Quote in the paperSubstantial claim - Findingown data
PCOS was significantly associated with an increased chemerin level (SMD: 1.13; 95% CI: 0.08 to 2.18; P=0.03).
“PCOS was significantly associated with an increased chemerin level (SMD: 1.13; 95% CI: 0.08 to 2.18; P=0.03).”
- Also stated in: § Abstract · plain
“In contrast, the circulating levels of chemerin (SMD: 1.13; 95% CI: 0.08 to 2.18), leptin (SMD: 0.47; 95% CI: 0.13 to 0.81), resistin (SMD: 0.45; 95% CI: 0.03 to 0.88), and visfatin (SMD: 1.38; 95% CI: 0.68 to 2.09) were significantly increased in nonobese PCOS patients.”
Quote in the paperSubstantial claim - Also stated in: § Abstract · plain
- Findingown data
There was no significant association between PCOS and apelin (SMD: 0.32; 95% CI: -1.34 to 1.99; P=0.70).
“There was no significant association between PCOS and apelin (SMD: 0.32; 95% CI: -1.34 to 1.99; P=0.70).”
- Also stated in: § Abstract · plain
“There were no significant changes in the circulating levels of apelin (SMD: 0.32; 95% CI: -1.34 to 1.99)”
Quote in the paperNot a substantial claim - Also stated in: § Abstract · plain
- Findingown data
PCOS was significantly associated with a decreased adiponectin level (SMD: -0.95; 95% CI: -1.36 to -0.53; P<0.00001).
“PCOS was significantly associated with a decreased adiponectin level (SMD: -0.95; 95% CI: -1.36 to -0.53; P<0.00001).”
- Also stated in: § Abstract · plain
“The meta-analysis showed that the circulating level of adiponectin (standardized mean difference [SMD]: -0.95; 95% CI: -1.36 to -0.53) was significantly decreased in nonobese PCOS patients.”
Quote in the paperSubstantial claim - Also stated in: § Abstract · plain
- Findingown data
There was no significant association between PCOS and irisin (SMD: 1.01; 95% CI: -0.68 to 2.70; P=0.24).
“There was no significant association between PCOS and irisin (SMD: 1.01; 95% CI: -0.68 to 2.70; P=0.24).”
- Also stated in: § Abstract · plain
“There were no significant changes in the circulating levels of apelin (SMD: 0.32; 95% CI: -1.34 to 1.99), irisin (SMD: 1.01; 95% CI: -0.68 to 2.70), omentin (SMD: -0.37; 95% CI: -1.05 to 0.31), or vaspin (SMD: 0.09; 95% CI: -0.14 to 0.32).”
Quote in the paperSubstantial claim - Also stated in: § Abstract · plain
- Findingown data
The participants all had a BMI <30.0.
“The participants all had a BMI <30.0 (the World Health Organization criterion for obesity is BMI ≥30.0).”
Quote in the paperSubstantial claim - Findingown data
There was significant heterogeneity among studies for adiponectin (I2 = 95%; P<0.00001).
“there was significant heterogeneity among the studies (I2 = 95%; P<0.00001).”
Quote in the paperNot a substantial claim - Findingown data
There was significant heterogeneity among studies for chemerin (I2 = 96%; P<0.00001).
“there was significant heterogeneity among the studies (I 2 = 96%; P<0.00001).”
Quote in the paperNot a substantial claim - Findingown data
There was significant heterogeneity among studies for irisin (I2 = 97%; P<0.00001).
“there was significant heterogeneity among the studies (I2 = 97%; P<0.00001).”
Quote in the paperNot a substantial claim - Findingown data
PCOS was significantly associated with an increased leptin level (SMD: 0.47; 95% CI: 0.13 to 0.81; P=0.007).
“PCOS was significantly associated with an increased leptin level (SMD: 0.47; 95% CI: 0.13 to 0.81; P=0.007).”
- Also stated in: § Abstract · plain
“In contrast, the circulating levels of chemerin (SMD: 1.13; 95% CI: 0.08 to 2.18), leptin (SMD: 0.47; 95% CI: 0.13 to 0.81), resistin (SMD: 0.45; 95% CI: 0.03 to 0.88), and visfatin (SMD: 1.38; 95% CI: 0.68 to 2.09) were significantly increased in nonobese PCOS patients.”
Quote in the paperSubstantial claim - Also stated in: § Abstract · plain
- Findingown data
Nonobese PCOS patients have significantly increased leptin levels compared with nonobese controls.
“This systematic review and meta-analysis of 81 studies demonstrates that nonobese PCOS patients have a significantly decreased adiponectin level and significantly increased leptin, visfatin, chemerin, and resistin levels.”
Quote in the paperSubstantial claim - Findingown data
Nonobese PCOS patients have significantly decreased adiponectin levels compared with nonobese controls.
“This systematic review and meta-analysis of 81 studies demonstrates that nonobese PCOS patients have a significantly decreased adiponectin level and significantly increased leptin, visfatin, chemerin, and resistin levels.”
Quote in the paperSubstantial claim - Findingown data
The meta-analysis found evidence of publication bias.
“Furthermore, we find evidence of publication bias.”
Quote in the paperNot a substantial claim - Findingown data
There was significant heterogeneity among studies for omentin (I2 = 89%; P<0.00001).
“there was significant heterogeneity among the studies (I2 = 89%; P<0.00001).”
Quote in the paperNot a substantial claim - Findingown data
PCOS was associated with an increased resistin level (SMD: 0.45; 95% CI: 0.03 to 0.88; P=0.03; n=18 studies).
“PCOS was associated with an increased resistin level (SMD: 0.45; 95% CI: 0.03 to 0.88; P=0.03; n=18 studies).”
- Also stated in: § Abstract · plain
“In contrast, the circulating levels of chemerin (SMD: 1.13; 95% CI: 0.08 to 2.18), leptin (SMD: 0.47; 95% CI: 0.13 to 0.81), resistin (SMD: 0.45; 95% CI: 0.03 to 0.88), and visfatin (SMD: 1.38; 95% CI: 0.68 to 2.09) were significantly increased in nonobese PCOS patients.”
Quote in the paperSubstantial claim - Also stated in: § Abstract · plain
- Findingown data
The analysis of apelin shows no heterogeneity.
“However, the analysis of apelin shows no heterogeneity, indicating that the included studies are homogeneous and the study results are accurate.”
Quote in the paperNot a substantial claim - Findingown data
There was no significant association between PCOS and vaspin (SMD: 0.09; 95% CI: -0.14 to 0.32; P=0.43).
“There was no significant association between PCOS and vaspin (SMD: 0.09; 95% CI: -0.14 to 0.32; P=0.43).”
- Also stated in: § Abstract · plain
“There were no significant changes in the circulating levels of apelin (SMD: 0.32; 95% CI: -1.34 to 1.99), irisin (SMD: 1.01; 95% CI: -0.68 to 2.70), omentin (SMD: -0.37; 95% CI: -1.05 to 0.31), or vaspin (SMD: 0.09; 95% CI: -0.14 to 0.32).”
Quote in the paperNot a substantial claim - Also stated in: § Abstract · plain
- Findingown data
Nonobese PCOS patients have significantly increased chemerin levels compared with nonobese controls.
“This systematic review and meta-analysis of 81 studies demonstrates that nonobese PCOS patients have a significantly decreased adiponectin level and significantly increased leptin, visfatin, chemerin, and resistin levels.”
Quote in the paperSubstantial claim - Findingown data
Nonobese PCOS patients have significantly increased resistin levels compared with nonobese controls.
“This systematic review and meta-analysis of 81 studies demonstrates that nonobese PCOS patients have a significantly decreased adiponectin level and significantly increased leptin, visfatin, chemerin, and resistin levels.”
Quote in the paperSubstantial claim - Findingown data
There is significant statistical heterogeneity among studies assessing adiponectin, apelin, chemerin, irisin, leptin, omentin, resistin, and visfatin levels.
“There is significant statistical heterogeneity among the studies that assess adiponectin, apelin, chemerin, irisin, leptin, omentin, resistin, and visfatin levels.”
Quote in the paperSubstantial claim - Findingown data
After trim-and-fill correction, PCOS remained significantly associated with increased resistin levels.
“Our results for resistin and visfatin after using the trim-and-fill method suggest that publication bias did not affect the conclusions (i.e., PCOS remained significantly associated with increased resistin and visfatin levels).”
Quote in the paperSubstantial claim - Findingown data
There was significant heterogeneity among studies for resistin (I2 = 91%; P<0.00001).
“there was significant heterogeneity among the studies (I2 = 91%; P<0.00001).”
Quote in the paperNot a substantial claim - Findingown data
PCOS was associated with an increased visfatin level (SMD: 1.38; 95% CI: 0.68 to 2.09; P=0.0001).
“PCOS was associated with an increased visfatin level (SMD: 1.38; 95% CI: 0.68 to 2.09; P=0.0001).”
- Also stated in: § Abstract · plain
“In contrast, the circulating levels of chemerin (SMD: 1.13; 95% CI: 0.08 to 2.18), leptin (SMD: 0.47; 95% CI: 0.13 to 0.81), resistin (SMD: 0.45; 95% CI: 0.03 to 0.88), and visfatin (SMD: 1.38; 95% CI: 0.68 to 2.09) were significantly increased in nonobese PCOS patients.”
Quote in the paperSubstantial claim - Also stated in: § Abstract · plain
- Findingown data
There was no significant association between PCOS and omentin (SMD: -0.37; 95% CI: -1.05 to 0.31; P=0.29).
“There was no significant association between PCOS and omentin (SMD: -0.37; 95% CI: -1.05 to 0.31; P=0.29).”
- Also stated in: § Abstract · plain
“There were no significant changes in the circulating levels of apelin (SMD: 0.32; 95% CI: -1.34 to 1.99), irisin (SMD: 1.01; 95% CI: -0.68 to 2.70), omentin (SMD: -0.37; 95% CI: -1.05 to 0.31), or vaspin (SMD: 0.09; 95% CI: -0.14 to 0.32).”
Quote in the paperNot a substantial claim - Also stated in: § Abstract · plain
- Findingown data
After trim-and-fill correction, PCOS remained significantly associated with increased visfatin levels.
“Our results for resistin and visfatin after using the trim-and-fill method suggest that publication bias did not affect the conclusions (i.e., PCOS remained significantly associated with increased resistin and visfatin levels).”
Quote in the paperSubstantial claim - Findingown data
Nonobese PCOS patients have significantly increased visfatin levels compared with nonobese controls.
“This systematic review and meta-analysis of 81 studies demonstrates that nonobese PCOS patients have a significantly decreased adiponectin level and significantly increased leptin, visfatin, chemerin, and resistin levels.”
Quote in the paperSubstantial claim - Interpretationown data
Scientific evidence suggests that the circulating adipokine levels are altered in nonobese PCOS patients compared to nonobese healthy controls.
“Thus, scientific evidence suggests that the circulating adipokine levels are altered in nonobese PCOS patients compared to nonobese healthy controls.”
Quote in the paperSubstantial claim - Interpretationown data
The concentration of common adipokines in plasma or serum is remarkably altered in nonobese PCOS patients.
“Thus, our results indicate that the concentration of common adipokines in plasma or serum were remarkably altered in nonobese PCOS patients.”
- Also stated in: § Discussion · boosted
“In summary, this systematic review and meta-analysis demonstrates that the circulating adipokine levels in nonobese PCOS patients are changed to varying degrees relative to those in nonobese healthy controls.”
Quote in the paperSubstantial claim - Also stated in: § Discussion · boosted
- Study design and conductown data
Egger's test shows possible publication bias regarding visfatin.
“Egger’s test shows no evidence of publication bias regarding adiponectin and leptin, but there is possible publication bias regarding resistin and visfatin ( Table 2 ).”
Quote in the paperNot a substantial claim - Interpretationown data
Publication bias did not affect the conclusions for resistin and visfatin.
“Our results for resistin and visfatin after using the trim-and-fill method suggest that publication bias did not affect the conclusions (i.e., PCOS remained significantly associated with increased resistin and visfatin levels).”
Quote in the paperSubstantial claim - Premisecitation
Adipokine levels are related to BMI.
“This should be considered because adipokine levels are related to BMI (23)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [23] Saremi, 2010, Effects of aerobic training on serum omentin-1 and cardiometabolic risk factors in overweight and obese men, J Sports Sci source
Not checked in the free run.
- Study design and conductown data
Egger's test shows no evidence of publication bias regarding leptin.
“Egger’s test shows no evidence of publication bias regarding adiponectin and leptin, but there is possible publication bias regarding resistin and visfatin ( Table 2 ).”
Quote in the paperNot a substantial claim - Study design and conductown data
Egger's test shows possible publication bias regarding resistin.
“Egger’s test shows no evidence of publication bias regarding adiponectin and leptin, but there is possible publication bias regarding resistin and visfatin ( Table 2 ).”
Quote in the paperNot a substantial claim - Study design and conductreasoning
The meta-analysis did not rule out the effect of androgen levels on adipokine levels.
“Last, many studies demonstrate that PCOS patients are much more likely to develop hyperandrogenemia, and we did not rule out the effect of androgen levels on adipokine levels.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Independent of the degree of obesity, dysregulated circulating adipokine levels might play important roles in the occurrence and development of PCOS.
“Therefore, independent of the degree of obesity, dysregulated circulating adipokine levels might play important roles in the occurrence and development of PCOS.”
Quote in the paperSubstantial claim - Study design and conductown data
Egger's test shows no evidence of publication bias regarding adiponectin.
“Egger’s test shows no evidence of publication bias regarding adiponectin and leptin, but there is possible publication bias regarding resistin and visfatin ( Table 2 ).”
Quote in the paperNot a substantial claim - Interpretationreasoning
Changes in adipokine levels in PCOS patients might be caused by obesity rather than PCOS itself.
“Changes in adipokine levels in PCOS patients might be caused by obesity rather than the PCOS itself.”
Quote in the paperSubstantial claim - Interpretationreasoning
Dysregulated adipokine levels may play important roles in insulin resistance in nonobese PCOS patients.
“Therefore, dysregulated adipokine levels may play important roles in IR in nonobese PCOS patients”
Quote in the paperSubstantial claim - Premisecitation
After adjusting for BMI, the association of vaspin gene rs2236242 polymorphism with PCOS is not significant.
“However, after adjusting for BMI, the results are not significant (48).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [48] Kohan, 2014, Association between vaspin rs2236242 gene polymorphism and polycystic ovary syndrome risk, Gene source
Not checked in the free run.
- Premisecitation
The occurrence of PCOS is closely related to insulin resistance.
“2) IR: the occurrence of PCOS is closely related to IR (31).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [31] Wang, 2019, Hyperandrogenemia and insulin resistance: The chief culprit of polycystic ovary syndrome, Life Sci source
Not checked in the free run.
- Premisecitation
Women with PCOS have higher rates of obesity than women without PCOS (RR: 2.77; 95% CI: 1.88 to 4.10).
“with a meta-analysis reporting higher rates of overweight (RR: 1.95; 95% CI: 1.52 to 2.50), obesity (RR: 2.77; 95% CI: 1.88 to 4.10), and central obesity (RR: 1.73; 95% CI: 1.31 to 2.30) in women with PCOS compared with women without PCOS (25).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [25] Lim, 2012, Overweight, obesity and central obesity in women with polycystic ovary syndrome: a systematic review and meta-analysis, Hum Reprod Update source
Not checked in the free run.
- Premisecitation
PCOS patients tend to have a higher BMI.
“and PCOS patients tend to have a higher BMI (24)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [24] Barrea, 2019, Adherence to the Mediterranean Diet, Dietary Patterns and Body Composition in Women with Polycystic Ovary Syndrome (PCOS), Nutrients source
Not checked in the free run.
- Interpretationcitation
Nonobese PCOS patients with dysregulated adipokine levels can develop related diseases over time, such as type 2 diabetes, coronary heart disease, and hypertension.
“Nonobese PCOS patients with dysregulated adipokine levels can develop related diseases over time, such as type 2 diabetes, coronary heart disease, and hypertension (49).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [49] Mangge, 2010, Inflammation, adiponectin, obesity and cardiovascular risk, Curr Med Chem source
Not checked in the free run.
- Premisecitation
Women with PCOS have higher rates of overweight than women without PCOS (RR: 1.95; 95% CI: 1.52 to 2.50).
“with a meta-analysis reporting higher rates of overweight (RR: 1.95; 95% CI: 1.52 to 2.50), obesity (RR: 2.77; 95% CI: 1.88 to 4.10), and central obesity (RR: 1.73; 95% CI: 1.31 to 2.30) in women with PCOS compared with women without PCOS (25).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [25] Lim, 2012, Overweight, obesity and central obesity in women with polycystic ovary syndrome: a systematic review and meta-analysis, Hum Reprod Update source
Not checked in the free run.
- Premisecitation
Women with PCOS have higher rates of central obesity than women without PCOS (RR: 1.73; 95% CI: 1.31 to 2.30).
“with a meta-analysis reporting higher rates of overweight (RR: 1.95; 95% CI: 1.52 to 2.50), obesity (RR: 2.77; 95% CI: 1.88 to 4.10), and central obesity (RR: 1.73; 95% CI: 1.31 to 2.30) in women with PCOS compared with women without PCOS (25).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [25] Lim, 2012, Overweight, obesity and central obesity in women with polycystic ovary syndrome: a systematic review and meta-analysis, Hum Reprod Update source
Not checked in the free run.
- Interpretationcitation
Metformin may alleviate abnormal visfatin levels in PCOS patients by increasing peripheral insulin sensitivity and decreasing insulin-resistance-induced hyperinsulinemia, which lowers visfatin secretion.
“For example, metformin may alleviate abnormal visfatin levels in PCOS patients by increasing peripheral insulin sensitivity and thereby decreasing the IR-induced hyperinsulinemia, which, in turn, may lower visfatin secretion because insulin and glucose affect visfatin secretion via the phosphatidylinositol 3-kinase/protein kinase B pathway (55).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [55] Haider, 2006, The release of the adipocytokine visfatin is regulated by glucose and insulin, Diabetologia. source
Not checked in the free run.
- Classified as probably not a substantial claim. 30
- May combine two claims. 16
- The quote only partly states this claim. 1
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenA total of 81 studies met the eligibility criteria.
“A total of 81 studies met the eligibility criteria.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFunnel plots indicated observable publication bias for leptin and visfatin, but not obviously asymmetric for adiponectin and resistin.
“Regarding adiponectin and resistin, the shape of the funnel plots was not obviously asymmetric. However, regarding leptin and visfatin, the funnel plots indicated observable publication bias ( Figures 5A–D ).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). The quote only partly states this claim.
Findingown dataThere was significant heterogeneity among studies for visfatin (I2 = 96%; P<0.00001).
“there was significant heterogeneity among the studies (I 2 = 96%; P<0.00001).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe obesity rate among PCOS patients is significantly increased, suggesting obesity may be related to the occurrence and symptoms of PCOS.
“Research has shown that the obesity rate among PCOS patients is significantly increased, which suggests that obesity may be related to the occurrence and symptoms of PCOS (3).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [3] Joham, 2016, Polycystic Ovary Syndrome, Obesity, and Pregnancy, Semin Reprod Med source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationDysregulation of adipokines may lead to endocrine diseases.
“As adipokines are involved in many critical physiological processes in the body, dysregulation of adipokines may lead to endocrine diseases (5).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [5] Havel, 2002, Control of energy homeostasis and insulin action by adipocyte hormones: leptin, acylation stimulating protein, and adiponectin, Curr Opin Lipidol source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFat tissue is a crucial endocrine tissue in the body.
“Fat tissue, which we often think of as a storage site for energy, is a crucial endocrine tissue in the body (4).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [4] Holst, 2002, New factors in the regulation of adipose differentiation and metabolism, Curr Opin Lipidol source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationPCOS patients commonly have metabolic complications, such as type 2 diabetes, insulin resistance (IR), and adipose tissue dysfunction.
“PCOS patients commonly have metabolic complications, such as type 2 diabetes, insulin resistance (IR), and adipose tissue dysfunction (7–9).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [7] Legro, 1999, Prevalence and predictors of risk for type 2 diabetes mellitus and impaired glucose tolerance in polycystic ovary syndrome: A prospective, controlled study in 254 affected women, J Clin Endocrinol Metab source
Not checked in the free run.
- cites [8] Stepto, 2013, Women with polycystic ovary syndrome have intrinsic insulin resistance on euglycaemic-hyperinsulaemic clamp, Hum Reprod source
Not checked in the free run.
- cites [9] Spritzer, 2015, Adipose tissue dysfunction, adipokines, and low-grade chronic inflammation in polycystic ovary syndrome, Reprod (Cambridge Engl) source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAdipokines play an essential role in the pathogenesis of obesity and obesity-related diseases.
“Additionally, research has shown that adipokines play an essential role in the pathogenesis of obesity and obesity-related diseases (6).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] Chen, 2019, Serum CTRP3 Levels In Obese Children: A Potential Protective Adipokine Of Obesity, Insulin Sensitivity And Pancreatic β Cell Function, Diabetes Metab Syndr Obes Targets Ther source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe possibility of publication bias was assessed by visual inspection of a funnel plot and Egger's test.
“The possibility of publication bias was assessed by visual inspection of a funnel plot and Egger’s test.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThere were no significant differences in age between the PCOS patients and the controls in any of the studies, so the influence of age on the results can be excluded.
“As there were no significant differences in age between the PCOS patients and the controls in any of the studies, we can exclude the influence of age on the results.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe Cochrane Collaboration tool was used to assess the risk of bias in the included studies.
“We used the Cochrane Collaboration tool to assess the risk of bias in the included studies.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenDisagreements between the two reviewers were resolved by discussion and, if necessary, consultation with a third reviewer.
“Disagreements between the two reviewers were resolved by discussion and, if necessary, consultation with a third reviewer.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationMany studies show that there are changes in adipokine levels in obese PCOS patients, indicating that adipokines may play a role in obese PCOS patients.
“Many studies show that there are changes in adipokine levels in obese PCOS patients, indicating that adipokines may play a role in obese PCOS patients (14, 15).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [14] Itoh, 2013, The role of serum adiponectin levels in women with polycystic ovarian syndrome, Clin Exp Obstet Gynecol
Not checked in the free run.
- cites [15] Kumawat, 2018, Role of serum Leptin, insulin and other hormones in women with Polycystic ovarian syndrome, Indian J Clin Biochem source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenTwo reviewers independently reviewed the studies and determined whether they met the eligibility criteria.
“Two reviewers independently reviewed the studies and determined whether they met the eligibility criteria.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationThis systematic review and meta-analysis was designed according to PRISMA and MOOSE guidelines.
“This systematic review and meta-analysis was designed according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement (16) and the Meta-analysis of Observational Studies in Epidemiology (MOOSE) guidelines (17).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [16] Knobloch, 2009, Preferred reporting items for systematic reviews and meta-analyses (PRISMA) statement and publication bias, J Craniomaxillofac Surg
Not checked in the free run.
- cites [17] Stroup, 2000, Meta-analysis of observational studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epidemiology (MOOSE) group, JAMA source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataEach risk-of-bias domain was independently evaluated by two reviewers, and disagreements were resolved by discussion.
“Each domain was independently evaluated (as having a high, low, or unclear risk of bias) by two reviewers, and disagreements were resolved by discussion.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationAdipose tissue dysfunction can lead to changes in adipokine levels.
“Adipose tissue dysfunction can lead to changes in adipokine levels (13).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [13] Maury, 2010, Adipokine dysregulation, adipose tissue inflammation and metabolic syndrome, Mol Cell Endocrinol source
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable).
PremisecitationCombining study findings is an attractive option to enhance the credibility of the evidence.
“Combining study findings is an attractive option to enhance the credibility of the evidence (22).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [22] DerSimonian, 1986, Meta-analysis in clinical trials, Controlled Clin Trials source
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
Study design and conductnone givenMany different sets of criteria are used for the identification of PCOS, so the diagnosis of PCOS is associated with heterogeneity.
“First, many different sets of criteria are used for the identification of PCOS, so the diagnosis of PCOS is associated with heterogeneity.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe literature search was comprehensive and did not apply region, journal, or language restrictions.
“Our literature search was comprehensive, and we did not apply any region, journal, or language restrictions that would limit the assessment of the relationships between the adipokine levels and PCOS.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenMany different methods are used to determine adipokine levels in blood, which may have led to deviations among studies.
“Third, many different methods are used to determine the adipokine levels in the blood, which may have led to some deviations among the studies.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningNot all obese PCOS patients may have been excluded, so obesity may have influenced the results.
“Given this, not all obese PCOS patients (e.g., based on the less stringent criteria of BMI >28) may have been excluded, so obesity may have influenced the results.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductcitationPublication bias was not assessed for apelin, chemerin, irisin, omentin, or vaspin because the Cochrane Handbook states that the test for publication bias yields unreliable results when <10 studies are included.
“We did not assess the publication bias for apelin, chemerin, irisin, omentin, or vaspin, as the Cochrane Handbook for Systematic Reviews of Interventions (www.cochranehandbook.org) states that the test for publication bias yields unreliable results when <10 studies are included.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Cochrane Handbook for Systematic Reviews of Interventions
Not checked in the free run.
May combine two claims.
Study design and conductown dataThe corrected and uncorrected SMD values for resistin and visfatin did not differ, suggesting publication bias did not affect the final results.
“We used the trim-and-fill method and recalculated our pooled SMD values for resistin and visfatin, and the corrected and uncorrected SMD values did not differ, which suggested that publication bias did not affect the final results.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductreasoningThe meta-analysis increased statistical power by pooling results of single studies, and the total number of subjects was sufficiently large to support more robust conclusions.
“Despite these limitations, our meta-analysis increased the statistical power by pooling the results of single studies, which meant that the total number of subjects was sufficiently large to support more robust conclusions.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe included studies for apelin are homogeneous and their results are accurate.
“However, the analysis of apelin shows no heterogeneity, indicating that the included studies are homogeneous and the study results are accurate.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationcitationLow serum adiponectin levels may cause insulin resistance in women with PCOS.
“In particular, we need to consider the role of low serum adiponectin levels in causing IR in women with PCOS as adiponectin (i) decreases muscle triglyceride content, (ii) regulates the insulin receptor, (iii) activates peroxisome proliferator-activated receptor α (PPARα) to increase fatty acid oxidation, (iv) reduces hepatic glucose production by activating protein kinases, (v) increases fat ox”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [35] Kadowaki, 2005, Adiponectin and adiponectin receptors, Endocr Rev source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe occurrence of PCOS is closely related to hyperandrogenism.
“1) Hyperandrogenism: the occurrence of PCOS is closely related to hyperandrogenism (26).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [26] Wang, 2018, High level of C-type natriuretic peptide induced by hyperandrogen-mediated anovulation in polycystic ovary syndrome mice, Clin Sci (Lond Engl 1979) source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationType 2 diabetes is almost 10 times more common in PCOS patients than in the normal population.
“Type 2 diabetes is almost 10 times more common in PCOS patients than in the normal population, and glucose intolerance is 30%–50% higher in obese PCOS patients (50).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [50] Jakubowicz, 2012, The link between polycystic ovarian syndrome and type 2 diabetes: preventive and therapeutic approach in Israel, Isr Med Assoc J
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGlucose intolerance is 30%-50% higher in obese PCOS patients.
“Type 2 diabetes is almost 10 times more common in PCOS patients than in the normal population, and glucose intolerance is 30%–50% higher in obese PCOS patients (50).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [50] Jakubowicz, 2012, The link between polycystic ovarian syndrome and type 2 diabetes: preventive and therapeutic approach in Israel, Isr Med Assoc J
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationMetformin might alleviate symptoms and treat PCOS by correcting abnormal levels of certain adipokines, such as resistin, visfatin, irisin, and chemerin.
“Metformin might alleviate the symptoms and treat PCOS by correcting the abnormal levels of certain adipokines, such as resistin, visfatin, irisin, and chemerin levels (18, 52–54).”
Quote in the paperNot a substantial claim0 of 4 sources checked- cites [18] Foda, 2019, Serum chemerin levels in Polycystic Ovary Syndrome after metformin therapy, Diabetes Metab Syndr source
Not checked in the free run.
- cites [52] Tarkun, 2010, Impact of treatment with metformin on adipokines in patients with polycystic ovary syndrome, Eur Cytokine Netw source
Not checked in the free run.
- cites [53] Ozkaya, 2010, Effect of metformin on serum visfatin levels in patients with polycystic ovary syndrome, Fertil Steril source
Not checked in the free run.
- cites [54] Li, 2015, Elevated Circulating Levels of Irisin and the Effect of Metformin Treatment in Women With Polycystic Ovary Syndrome, J Clin Endocrinol Metab source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationResistin gene 420 C→G and 299 G→A polymorphisms are positively associated with the incidence of PCOS in Indian women.
“A study of women in India shows that the resistin gene 420 C→G (promoter region) and 299 G→A polymorphisms are positively associated with the incidence of PCOS (with the heterozygous CG genotype, regarding the former polymorphism, being more common in PCOS patients than controls) (19).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] Nambiar, 2016, Association of adiponectin and resistin gene polymorphisms in South Indian women with polycystic ovary syndrome, Eur J Obstet Gynecol Reprod Biol source
Not checked in the free run.
May combine two claims.
PremisecitationHyperandrogenemia and abdominal obesity are the main causes of low serum adiponectin levels in PCOS patients.
“In addition, hyperandrogenemia and abdominal obesity are the main causes of low serum adiponectin levels in PCOS patients, which may explain the link between the former two factors and the IR experienced by PCOS patients (as decreased adiponectin may cause IR) (44).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [44] Escobar-Morreale, 2006, Adiponectin and resistin in PCOS: a clinical, biochemical and molecular genetic study, Hum Reprod (Oxford Engl) source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationVaspin gene rs2236242 polymorphism is significantly different between PCOS patients and controls (OR: 0.59; 95% CI: 0.37 to 0.95; P=0.03).
“Another study shows that vaspin gene rs2236242 polymorphism is significantly different between PCOS patients and controls (odds ratio: 0.59; 95% CI: 0.37 to 0.95; P=0.03).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [48] Kohan, 2014, Association between vaspin rs2236242 gene polymorphism and polycystic ovary syndrome risk, Gene source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationChemerin and CMKLR1 recruit immune cells to injury sites and might affect the occurrence and development of inflammation.
“Chemerin and CMKLR1 (which is expressed on immature dendritic cells, myeloid dendritic cells, macrophages, and natural killer cells) were later shown to recruit immune cells to injury sites and might affect the occurrence and development of inflammation (37, 38).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [37] Bondue, 2011, ChemR23 Dampens Lung Inflammation and Enhances Anti-viral Immunity in a Mouse Model of Acute Viral Pneumonia, PLoS Pathog source
Not checked in the free run.
- cites [38] Benjamin, Chemerin and its receptors in leukocyte trafficking, inflammation and metabolism source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAdiponectin gene polymorphisms may increase susceptibility to PCOS, as the T allele studied is significantly reduced in PCOS patients compared with controls (OR: 0.72; 95% CI: 0.52 to 0.99; P=0.047).
“A Finnish study suggests that adiponectin gene polymorphisms may increase susceptibility to PCOS as the T allele studied is significantly reduced in PCOS patients compared to controls (odds ratio: 0.72; 95% CI: 0.52 to 0.99; P=0.047) (42).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [42] Heinonen, 2005, Associations between two single nucleotide polymorphisms in the adiponectin gene and polycystic ovary syndrome, Gynecol Endocrinol source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe proinflammatory adipokine chemerin promotes chemotaxis of immature dendritic cells and macrophages via its receptor CMKLR1.
“The proinflammatory adipokine chemerin was discovered to promote the chemotaxis of immature dendritic cells and macrophages via its receptor CMKLR1 (36).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [36] Wittamer, 2003, Specific Recruitment of Antigen-presenting Cells by Chemerin, a Novel Processed Ligand from Human Inflammatory Fluids, J Exp Med source
Not checked in the free run.
May combine two claims.
InterpretationcitationHigh leptin levels may lead to insulin resistance in nonobese PCOS patients by promoting four events: inhibition of phosphoenolpyruvate carboxykinase, fat deposition in skeletal muscle cells, fat breakdown and free fatty acid production, and direct inhibition of basal and glucose-stimulated insulin secretion.
“High leptin levels may lead to IR in nonobese PCOS patients by promoting the following events: (i) inhibition of phosphoenolpyruvate carboxykinase, causing decreased hepatic glucose oxidation and increased hepatic glycogen reserve; (ii) fat deposition in skeletal muscle cells; (iii) fat breakdown and free fatty acid production; and (iv) direct inhibition of basal insulin secretion and glucose-stim”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [33] Tan, 2008, Omentin-1, a novel adipokine, is decreased in overweight insulin-resistant women with polycystic ovary syndrome - Ex vivo and in vivo regulation of omentin-1 by insulin and glucose, Diabetes source
Not checked in the free run.
- cites [34] Barzilai, 1997, Leptin selectively decreases visceral adiposity and enhances insulin action, J Clin Invest source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationcitationMetformin may also alleviate PCOS symptoms by reducing high testosterone levels.
“Relatedly, metformin may also alleviate PCOS symptoms via reducing high testosterone levels (56).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [56] Sharma, 2019, Efficacy of Metformin in the Treatment of Acne in Women with Polycystic Ovarian Syndrome: A Newer Approach to Acne Therapy, J Clin Aesthet Dermatol
Not checked in the free run.
The paper relies on this without support.
Studies on adipokine levels in nonobese PCOS patients have been inconsistent.
“However, studies on adipokine levels in nonobese PCOS patients have been inconsistent.”
The paper relies on this without support.
It is not known whether the changes in adipokines are related directly to PCOS, to obesity, or to both.
“Moreover, it is not known whether the changes in adipokines are related directly to PCOS, to obesity, or to both.”
The paper relies on this without support.
The mechanism of PCOS has not been determined.
“However, the mechanism of PCOS has not been determined.”
The paper relies on this without support.
No prior systematic review or meta-analysis has quantified the levels of nine adipokines in nonobese PCOS patients.
“To our knowledge, this is the first systematic review and meta-analysis quantifying the levels of nine adipokines in nonobese PCOS patients.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In PCOS, adiponectin levels are decreased in both obese and nonobese patients.
“Moreover, in PCOS, adiponectin levels are decreased in both obese and nonobese patients [41,42].”
From The Role of Glp-1 Receptor Agonists in Insulin Resistance with Concomitant Obesity Treatment in Polycystic Ovary Syndrome (2022) · cites this paper as [42]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Apelin heterogeneity is described in opposite ways
MinorThe discussion includes apelin among outcomes with significant heterogeneity, then says the apelin analysis shows no heterogeneity.
“There is significant statistical heterogeneity among the studies that assess adiponectin, apelin, chemerin, irisin, leptin, omentin, resistin, and visfatin levels.”
“However, the analysis of apelin shows no heterogeneity, indicating that the included studies are homogeneous and the study results are accurate.”
Visfatin study count differs between the results and bias test
MinorThe results say 26 studies compared visfatin levels, whereas the Egger-test table lists 15 visfatin studies. This leaves unclear how many studies support the reported visfatin analysis.
“Twenty-six studies (n=1008 participants) compared the visfatin level between nonobese PCOS patients and controls ( Figure 4B )”
“| visfatin | 15 | 8.39 | 3.11 | 2.7 | 0.018 | 1.67 to 15.11 |”
Included-study count is reported as both 71 and 81
MinorThe study-selection calculation yields 71 included studies (284 minus 203 minus 10), but the abstract and subsequent sections report 81. The paper does not reconcile the ten-study difference.
“Thus, 71 studies (comprising 2495 PCOS patients and 2520 controls) met our eligibility criteria.”
“A total of 81 studies met the eligibility criteria.”
The citation lists haven’t been fetched yet
References 59 · Cited by 81
Research works printed but not linked: 1
- Lim, 2012, Overweight, obesity and central obesity in women with polycystic ovary syndrome: a systematic review and meta-analysis, Hum Reprod Update, 18, 10.1093/humupd/dms030 · DOI · Paper page
- Authors
- Lin, K., Sun, X., Wang, X., Wang, H., & Chen, X.
- Affiliations
- First Affiliated Hospital of Wenzhou Medical University (CN)
- Corresponding author
- Wang, Hanchu
- Chen, Xia
- Venue
- Frontiers in Endocrinology
- Publisher
- Frontiers Media SA
- Published
- 2021-01-07
- Volume
- 11
- Pages
- 537809-537809
- ISSN
- 1664-2392 (ISSN-L)
- PMC
- PMC7817813
- OpenAlex
- W3118630608
- Semantic Scholar
- ac94e9b3fa7fcde2583e75c054c0afb25f61a6cf
- Cited by
- 81
- References
- 59
- Citations by year
- 2026: 13 · 2025: 12 · 2024: 13 · 2023: 14 · 2022: 22 · 2021: 7
- FWCI
- 2.30
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Endocrinology (publishedVersion, cc-by)
- medRxiv (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Wenzhou Municipal Science and Technology Bureau (Y20180271)
- Topics
- Health Sciences › Medicine › Reproductive Medicine › Ovarian function and disorders
- Health Sciences › Medicine › Epidemiology › Adipokines, Inflammation, and Metabolic Diseases
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic and Kidney Cyst Diseases
- Keywords
- polycystic ovary syndrome, adipokines, non-obese women, adiponectin, chemerin, leptin, resistin, visfatin, apelin, irisin, omentin, vaspin
- MeSH terms
- Female, Humans, Obesity, Polycystic Ovary Syndrome, Adipokines
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review