Cited by 32Child and Adolescent Psychosocial and Emotional DevelopmentPsychosocial Factors Impacting YouthAttachment and Relationship Dynamics

Helicopter Parenting and Emotional Problems in Chinese Emerging Adults: Are there Cross-lagged Effects and the Mediations of Autonomy?

Open access
Gao, Wen, Hou, Yaxian, Hao, Shiyu, Yu, Aihui·2023·Journal of Youth and Adolescence

Abstract

Although evidence suggests that helicopter parenting causes emotional problems in emerging adults, how emotional problems in emerging adults affect helicopter parenting and the mediating role of autonomy in reciprocal relationships is little known. Therefore, this study collected data from 418 Chinese university students (80.1% female; M_age = 18.71, SD = 1.15) three times (in the second, fourth, and fourteenth months after enrollment) about perceived helicopter parenting, emotional issues (anxiety and depressive symptoms), and autonomy. The results of the cross-lagged panel models showed that emotional problems in emerging adults predicted the later assessment of helicopter parenting, the reverse relationship between the two variables was not the case. Emerging adults’ emotional issues at Time 1 reduced their autonomy at Time 2, leading to increased helicopter parenting behaviors at Time 3. However, helicopter parenting at Time 1 did not affect emerging adults’ autonomy at Time 2, which also had no relation to their emotional problems at Time 3. These findings suggest that helicopter parenting is more likely a reaction to maladjustment in emerging adults than an influencing factor. The research clarifies changes in parent-child interactions during the transition to adulthood and will help promote the adaptation of emerging adults in college.

AI snapshot

Written from the paper’s full text.

TL;DR

In a three-wave longitudinal study of 418 Chinese first-year university students, emotional problems predicted later perceived helicopter parenting, but helicopter parenting did not longitudinally predict later emotional problems. Autonomy mediated the path from emotional problems at T1 to helicopter parenting at T3, suggesting helicopter parenting may be more a reaction to emerging adults’ maladjustment than a cause.

Key findings

  • Cross-lagged models showed emotional problems at T1 and T2 predicted helicopter parenting at the following time points, whereas helicopter parenting at T1 and T2 did not predict later emotional problems.
  • In Model 4, emotional problems at T1 negatively predicted autonomy at T2 (β = −0.154, p = 0.007), and autonomy at T2 negatively predicted helicopter parenting at T3 (β = −0.184, p = 0.001).
  • The indirect effect from emotional problems at T1 to helicopter parenting at T3 via autonomy at T2 was 0.028, 95% CI [0.008, 0.066], accounting for 20.29% of the total effect.
  • The reverse mediation was not supported: helicopter parenting at T1 did not predict autonomy at T2 (β = 0.029, p = 0.459), and autonomy at T2 did not predict emotional problems at T3 (β = −0.092, p = 0.209).

Methods

  • Longitudinal three-wave design with 418 Chinese university students (80.1% female; Mage = 18.71, SD = 1.15) from two randomly selected schools of a university in Northeast China; data were collected in the second, fourth, and fourteenth months after enrollment.
  • Measures included perceived helicopter parenting (5-item Padilla-Walker & Nelson scale), autonomy (7-item Basic Needs Satisfaction in General Scale), and depressive and anxiety symptoms (DASS at T1/T2; CES-D and BAI at T3); emotional problems were modeled as a second-order variable combining depressive and anxiety symptoms.
  • Analyses used Mplus 8.0 cross-lagged panel models with age as a control, full information maximum likelihood for missing data, and bootstrapping for indirect effects.

Limitations

  • Stated by the paper: only first-year students were studied; assessments occurred at the second, fourth, and fourteenth months with irregular intervals; the sample was 80.1% female from a teacher-educating university; all data were self-reported; and helicopter parenting was not distinguished by mother versus father.
  • Evident from the text: the sample came from two schools within one university in Northeast China, limiting generalizability; depressive and anxiety symptoms were measured with different instruments at T3 (CES-D, BAI) than at T1/T2 (DASS), which may affect longitudinal comparability.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1007/s10964-022-01702-5

Cites

67 of 67 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

6 of 38 cited sources checked · 4 supported · 0 flagged · accuracy not yet measured

  • Findingown data

    There was a strong correlation between helicopter parenting and emotional problems among college students at each measurement time.

    “Nevertheless, there was still a strong correlation between helicopter parenting and emotional problems among college students at each measurement time, which was in line with prior findings from cross-sectional studies (Cui et al., 2018).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Cui et al., 2018 source
  • Premisecitation

    A variety of undesired behaviors are present alongside children's emotional issues.

    “Third, a variety of undesired behaviors are also present alongside children’s emotional issues (Jolliffe et al., 2019), which may prevent parents from implementing effective parental involvement (higher levels of helicopter parenting) for emotional reactions in them (Kerr & Stattin, 2003).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Jolliffe et al., 2019 source
  • Findingown data

    Emotional problems at Time 2 predicted helicopter parenting at Time 3.

    “Emotional problems at T1 and T2 predicted helicopter parenting at the following time points.”
    • Also stated in: § Abstract · plain
      “The results of the cross-lagged panel models showed that emotional problems in emerging adults predicted the later assessment of helicopter parenting”
    Quote in the paperSubstantial claim
  • Findingown data

    At T1, T2, and T3, autonomy negatively correlated with depressive and anxiety symptoms.

    “At T1, T2, and T3, helicopter parenting negatively correlated with autonomy, and autonomy negatively correlated with two kinds of emotional problems (depressive and anxiety symptoms).”
    Quote in the paperSubstantial claim
  • Findingown data

    Emotional problems at Time 1 predicted helicopter parenting at Time 2.

    “Emotional problems at T1 and T2 predicted helicopter parenting at the following time points.”
    • Also stated in: § Abstract · plain
      “The results of the cross-lagged panel models showed that emotional problems in emerging adults predicted the later assessment of helicopter parenting”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 27
  • May combine two claims. 15
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Most studies revealed that helicopter parenting hurts adolescents and young adults.

    “In contrast, most studies revealed that helicopter parenting hurts adolescents (Leung, 2020) and young adults (Wang et al., 2021).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Leung, 2020 source

      The Overparenting and Adolescent Wellbeing section reports prior evidence linking overparenting to poorer wellbeing. But the Discussion and Results describe mixed findings for the Hong Kong adolescents studied: maternal overparenting was associated with more anxiety and depression, while paternal overparenting was associated with better life satisfaction. The source therefore supports potential harm to adolescents, not the unqualified claim that helicopter parenting hurts them; it also does not establish that most adolescent studies found harm. The young-adults portion is attributed to a different citation. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites Wang et al., 2021 source
  • Classified as probably not a substantial claim.

    Premisecitation

    Undergraduates who experienced helicopter parenting are more likely to have anxiety and depressive symptoms.

    “According to these findings, undergraduates who experienced helicopter parenting are more likely to have anxiety and depressive symptoms (Cui et al., 2018).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Cui et al., 2018 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The Chinese version of the CESD showed good reliability in prior studies.

    “Its Chinese vision showed good reliability in prior studies (e.g., Niu et al., 2021).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Niu et al., 2021 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Children must maintain their bodies for heredity purposes and contribute to society to honor the family.

    “Children must maintain their bodies for heredity purposes and contribute to society to honor the family (Leung & Shek, 2018).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Leung & Shek, 2018 source

      The Introduction (page unavailable) says personal achievement can bring pride and honor to the family. It does not say children must maintain their bodies for heredity or contribute to society, so those parts of the claim are unsupported. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingown data

    Emerging adults' emotional issues at Time 1 reduced their autonomy at Time 2, leading to increased helicopter parenting behaviors at Time 3.

    “Emerging adults’ emotional issues at Time 1 reduced their autonomy at Time 2, leading to increased helicopter parenting behaviors at Time 3.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    There was no significant age difference in all variables.

    “The results of one-way ANOVA indicated that there was no significant age difference in all variables.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    There was no significant gender difference in the variables measured in the first two times, except for the variables measured in the third time.

    “The results of t-tests demonstrated no significant gender difference in the variables measured in the first two times, except for the variables measured in the third time.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The indirect effect was 0.028, accounting for 20.29% of the total effect.

    “The indirect effect was 0.028, accounting for 20.29% of the total effect.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    Findings from the three models are comparable.

    “Findings from the three models are comparable.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Few variables differed by gender in this study and prior research.

    “Few variables differed by gender in this study and prior research (Burke et al., 2018; Darlow et al., 2017).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Burke et al., 2018 source
    • cites Darlow et al., 2017 source
  • May combine two claims.

    Findingown data

    The 95% CI for the indirect path from emotional problems at T1 to helicopter parenting at T3 was [0.008, 0.066] and did not contain 0, indicating the indirect effect was significant.

    “The 95% CI corresponding to the indirect path of emotional problems scores at T1 to helicopter parenting at T3 was [0.008, 0.066] and did not contain 0, indicating that the indirect effect was significant.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Helicopter parenting did not have a longitudinal impact on emotional difficulties among emerging adults in chronological order but was a way of time dislocation.

    “Conversely, helicopter parenting did not have a longitudinal impact on emotional difficulties among emerging adults in chronological order but was a way of time dislocation.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Cross-lagged impacts existed between autonomous goal motivation and depression among undergraduates and graduates.

    “cross-lagged impacts existed between autonomous goal motivation and depression among undergraduates and graduates (Moore et al., 2021)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Moore et al., 2021 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The Chinese version of the Basic Needs Satisfaction In General Scale showed good reliability in prior studies.

    “whose Chinese version showed good reliability in prior studies (e.g., Shen et al., 2013).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Shen et al., 2013 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The Chinese version of the DASS depression subscale showed good reliability among Chinese college students.

    “whose Chinese version also showed good reliability among Chinese college students (Gong et al., 2010).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Gong et al., 2010

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Helicopter parenting had a detrimental impact on autonomy (especially for females) or psychological needs, increasing anxiety and depressive symptoms among American and Chinese college students.

    “The research has found that helicopter parenting had a detrimental impact on autonomy (especially for females) or psychological needs, increasing anxiety and depressive symptoms among American and Chinese college students (Schiffrin et al., 2019; Wang et al., 2021).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Schiffrin et al., 2019 source
    • cites Wang et al., 2021 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Helicopter parents may believe that their youngsters still require additional guidance due to the emotional challenges they face in college.

    “Helicopter parents may also believe that their youngsters still require additional guidance due to the emotional challenges they face in college (Darlow et al., 2017).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Darlow et al., 2017 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    The Beck Anxiety Inventory was widely used in China and had good reliability among Chinese college students.

    “which was widely used in China and had good reliability among Chinese college students (e.g., Zhou et al., 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Zhou et al., 2018 source
  • Classified as probably not a substantial claim.

    Premisecitation

    A change in one family member may affect other family members and the functions of the family system.

    “Furthermore, a change in one family member may affect other family members and the functions of the family system (Bowen, 1993).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Bowen, 1993

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The performance of autonomy in adolescents significantly predicted maternal control.

    “the performance of autonomy in adolescents significantly predicted maternal control (Ravindran et al., 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ravindran et al., 2020 source
  • May combine two claims.

    Premisecitation

    Emerging adults' emotional problems may further undermine their autonomy or their desire for independence, forcing them to lean more heavily on their parents for support and finally increasing the use of helicopter parenting.

    “In contrast, emerging adults’ emotional problems may further undermine their autonomy or their desire for independence (Larde, 2020), forcing them to lean more heavily on their parents for support and finally increasing the use of helicopter parenting (Schiffrin et al., 2019).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Larde, 2020
    • cites Schiffrin et al., 2019 source
  • Classified as probably not a substantial claim.

    Premisecitation

    As children grow up, their interactions with their parents should gradually shift from being in the "parental state versus child state" to being in the "adult state versus adult state."

    “According to the theory of Berne (1968), as children grow up, their interactions with their parents should gradually shift from being in the “parental state versus child state” to being in the “adult state versus adult state.””
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Berne, 1968

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Study design and conductcitation

    The Chinese version of the helicopter parenting scale showed good reliability and validity among emerging Chinese adults.

    “The Chinese version showed good reliability and validity among emerging Chinese adults (Wang et al., 2021).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Wang et al., 2021 source
  • May combine two claims.

    Study design and conductown data

    The scales all had good reliability and validity in the current study.

    “The results indicated that the scales all had good reliability and validity in the current study.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    There is an interaction between parenting practices and psychological development in children.

    “There is an interaction between parenting practices and psychological development in children (Sameroff & Mackenzie, 2003).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Sameroff & Mackenzie, 2003 source
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Parenting practices did not predict adolescents' internalizing problems assessed a year later, but internalizing problems in teenagers did predict parenting practices measured a year later.

    “Whereas parenting practices did not predict adolescents’ internalizing problems assessed a year later, internalizing problems in teenagers did predict parenting practices measured a year later (Reitz et al., 2006).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Reitz et al., 2006 source
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationreasoning

    From the perspective of the self-defense mechanism, decreased autonomy is probably a regression.

    “From the perspective of the self-defense mechanism, the decreased autonomy is probably a regression.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Emerging adults must continually maintain their dependence despite their urge to have independence as soon as possible.

    “Emerging adults must continually maintain their dependence despite their urge to have independence as soon as possible (Odenweller et al., 2014).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Odenweller et al., 2014 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The statistical results of this study did not indicate any significant bias for the same methodology.

    “even though the statistical results of this study did not indicate any significant bias for the same methodology.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Although helicopter parenting could affect emerging adults' autonomy, which also could affect emerging adults' emotional difficulties at different times, helicopter parenting is more likely to be a reaction to emerging adults' maladaptation and lower autonomy.

    “Although helicopter parenting could affect emerging adults’ autonomy, which also could affect emerging adults’ emotional difficulties at different times, helicopter parenting is more likely to be a reaction to emerging adults’ maladaptation and lower autonomy.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Youngsters in collectivist cultures are more likely to believe that parents should always assist their children and that children have the right to ask for their support.
    • Rests on an assumption: Parents in collectivist cultures desire to provide their emerging-adult children with much more help.
    • Rests on an assumption: Chinese children frequently take on or internalize their parents’ hopes and expectations, and Chinese parents always make all efforts to ensure their children succeed.
    • Rests on an assumption: Children’s achievement results from the collaborative efforts of parents and children.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    This study did not distinguish between father and mother in the measurement of helicopter parenting.

    “Fifth, like most previous studies, this study did not distinguish between father and mother in the measurement of helicopter parenting, which is one of the future directions in this field.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    In the parent-child interaction, emerging adults begin to play a more dominant role.

    “In the parent-child interaction, emerging adults begin to play a more dominant role.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    When students struggle in college, they become more dependent on their parents for support, which leads to increased helicopter parenting.

    “As a result, when students struggle in college, they become more dependent on their parents for support, which leads to increased helicopter parenting (Schiffrin et al., 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Schiffrin et al., 2019 source
    • Rests on an assumption: Youngsters in collectivist cultures are more likely to believe that parents should always assist their children and that children have the right to ask for their support.
    • Rests on an assumption: Parents in collectivist cultures desire to provide their emerging-adult children with much more help.
    • Rests on an assumption: Chinese children frequently take on or internalize their parents’ hopes and expectations, and Chinese parents always make all efforts to ensure their children succeed.
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    A retreated emerging adult will maintain the "child state" in parent-child interaction, leading parents to keep the "parental state."

    “A retreated emerging adult will maintain the “child state” in parent-child interaction, leading parents to keep the “parental state.””
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    When emerging adults are maladjusted or in less self-determination, they may return to the "child state," and their parents may keep the "parent state" and give more help, interfere, or even control their college life.

    “When emerging adults are maladjusted or in less self-determination, they may return to the “child state,” and their parents may keep the “parent state” and give more help, interfere, or even control their college life.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Emerging adults' emotional problems reduced their autonomy, intensifying helicopter parenting.

    “According to this result, emerging adults’ emotional problems reduced their autonomy, intensifying helicopter parenting.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    College students are more likely to face temporary declines in self-assertion, self-evaluation, and autonomous behaviors if they experience more significant emotional difficulties at the beginning of the first semester.

    “Explicitly speaking, college students are more likely to face temporary declines in self-assertion, self-evaluation, and autonomous behaviors if they experience more significant emotional difficulties at the beginning of the first semester (Moore et al., 2021).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Moore et al., 2021 source
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The cross-lagged analysis accounted for auto-regressive effects of the variables across the three measures, better revealing the relation between variables than regression analysis.

    “Third, this study used a cross-lagged analysis to account for the auto-regressive effects of the variables across the three measures. This analysis better reveals the relation between the variables than the regression analysis.”
    Quote in the paperSubstantial claim
38 of 38
  • The paper relies on this without support.

    Few studies have examined the impact of emotional problems among emerging adults on helicopter parenting.

    “However, few studies have examined the impact of emotional problems among emerging adults on helicopter parenting.”
  • The paper relies on this without support.

    No studies have examined autonomy as a mediator in the effect of emotional problems in emerging adults on helicopter parenting.

    “No studies have examined autonomy as a mediator in the effect of emotional problems in emerging adults on helicopter parenting.”
  • The paper relies on this without support.

    Earlier research mainly employed a cross-sectional design, which made it difficult to assess the relationship.

    “However, earlier research mainly employed a cross-sectional design, which made it difficult to assess the relationship.”
  • The paper relies on this without support.

    Parental influence wanes and children take center stage in parent-child interaction as individuation-separation proceeds into emerging adulthood.

    “Since the start of the individuation-separation process, parental influence has been waning while children are taking center stage in parent-child interaction, gradually transitioning from “parental state versus child state” to “adult state versus adult state” in emerging adulthood.”
  • The paper relies on this without support.

    Youngsters in collectivist cultures are more likely to believe that parents should always assist their children and that children have the right to ask for their support.

    “Youngsters in collectivist cultures are more likely to believe that parents should always assist their children and that children have the right to ask for their support.”
  • The paper relies on this without support.

    Parents in collectivist cultures desire to provide their emerging-adult children with much more help.

    “Parents in collectivist cultures also desire to provide their emerging-adult children with much more help.”
  • The paper relies on this without support.

    Chinese children frequently take on or internalize their parents’ hopes and expectations, and Chinese parents always make all efforts to ensure their children succeed.

    “Chinese children frequently take on or internalize their parents’ hopes and expectations, and Chinese parents always make all efforts to ensure their children succeed.”
  • The paper relies on this without support.

    Children’s achievement results from the collaborative efforts of parents and children.

    “It appears that children’s achievement results from the collaborative efforts of parents and children.”
  • The paper relies on this without support.

    The impact of emerging adults’ emotional issues on helicopter parenting and its underlying mechanisms is little known.

    “The impact of emerging adults’ emotional issues on helicopter parenting and its underlying mechanisms is little known.”
  • The paper relies on this without support.

    Multiple studies have used cross-sectional data to examine the relationship between helicopter parenting and emotional issues in emerging adults.

    “Multiple studies have used cross-sectional data to examine the relationship between helicopter parenting and emotional issues in emerging adults.”
10 of 10

Statistics recomputed

Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.

  • Consistentχ²(177) = 206.057reported p > .05 · recomputed p = .067

    “χ2 (177) = 206.057, p > .05”

1 of 1

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.

  • Model 3 difference in degrees of freedom is wrong

    Minor

    Models 3 and 4 have 48 and 41 degrees of freedom, respectively, giving a difference of 7 rather than the reported 5.

    Reported 5 · recomputed 7

  • Discussion attributes the reverse effect to the wrong hypothesis

    Minor

    The discussion says Hypothesis 3 proposed that emotional problems predict helicopter parenting. The hypotheses section assigns that prediction to Hypothesis 2; Hypothesis 3 concerns mediation in the opposite direction.

  • Discussion mislabels the hypothesis about mediation from parenting to emotional problems

    Minor

    The discussion calls the proposed mediation of helicopter parenting's effect Hypothesis 2, whereas the hypotheses section calls it Hypothesis 3.

  • Model 3 chi-square difference is miscalculated

    Minor

    Compared with Model 4, the chi-square difference is 109.923 − 93.731 = 16.192, rather than 14.864.

    Reported 14.864 · recomputed 16.192

  • Depressive-symptom severity ranges overlap

    Minor

    Scores from 14 to 20 are assigned both moderate and severe depressive-symptom categories.

  • Reported participation patterns conflict with wave counts

    Minor

    All 418 retained students had Time 1 data, and 413 had Time 2 data, so only five could have missed Time 2. The claim that 26 students took only one measurement would require at least 26 to have missed Time 2.

6 of 6

Cites

Flagged first, then by citations

1 of the 68 references couldn’t be matched to a known paper.

Research works printed but not linked: 4

  1. Gong, X., Xie, X., Xu, R., & Luo, Y. (2010). A report on the Depression-Anxiety-Stress Scale Simplified Chinese Version (DASS-21) among Chinese university students. Chinese Journal of Clinical Psychology, 18(4), 443–446.
  2. Meng, L., 2020. The interplay between helicopter parenting and children’s social adaptation and its mediating mechanism: A short-term follow-up study. Liaoning Normal University. Master dissertation.
  3. Newsom, J. (2015). Missing data and missing data estimation. Advanced data analysis: structural equation modeling. Oregon, USA: Lecture conducted from Portland.
  4. Ulutas, I., & Aksoy, A. B. (2014). The impact of helicopter parenting on the social connectedness and anxiety level of university students. In International Academic Conference on Social Sciences and Humanities. Prague.

Cited by

Sorted by citations

Authors
Gao, W., Hou, Y., Hao, S., & Yu, A.
Affiliations
Liaoning Normal University (CN)
Corresponding author
Gao, Wen
Venue
Journal of Youth and Adolescence
Published
2022-11-15
Volume
52
Issue
2
Pages
393-405
ISSN
  • 0047-2891 (ISSN-L)
  • 1573-6601
OpenAlex
W4309116511
Cited by
32
References
68
Citations by year
2026: 9 · 2025: 9 · 2024: 9 · 2023: 5
FWCI
4.87
Type
journal article
Language
en
Open access
Locations
  • Journal of Youth and Adolescence (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
Planning Projects of National Education Science in China. (DEA220351)
Topics
  • Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
  • Social Sciences › Sociology and Political Science › Psychosocial Factors Impacting Youth
  • Social Sciences › Psychology › Social Psychology › Attachment and Relationship Dynamics
Keywords
helicopter parenting, emotional problems, emerging adults, autonomy, anxiety, depressive symptoms, parent-child relationship, coming of age, reciprocal effects, mediation, Chinese university students
MeSH terms
Adolescent, Adult, Anxiety, Anxiety Disorders, Female, Humans, Male, Parent-Child Relations, Parenting

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 2026-10-20.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-20.

Cited sources are checked by gpt-6-sol.

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