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Latent Class Modeling with Covariates: Two Improved Three-Step Approaches

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  1. Yu, Jeong Jin, 2019. "Longitudinal typologies of perceived parent-child conflict and their correlates in adolescence," Children and Youth Services Review, Elsevier, vol. 98(C), pages 132-142.
  2. Zhenghao Zeng & Yuqi Gu & Gongjun Xu, 2023. "A Tensor-EM Method for Large-Scale Latent Class Analysis with Binary Responses," Psychometrika, Springer;The Psychometric Society, vol. 88(2), pages 580-612, June.
  3. S. C. Noah Uhrig & Nicole Watson, 2020. "The Impact of Measurement Error on Wage Decompositions: Evidence From the British Household Panel Survey and the Household, Income and Labour Dynamics in Australia Survey," Sociological Methods & Research, , vol. 49(1), pages 43-78, February.
  4. Jessica Gronsbell & Jessica Minnier & Sheng Yu & Katherine Liao & Tianxi Cai, 2019. "Automated feature selection of predictors in electronic medical records data," Biometrics, The International Biometric Society, vol. 75(1), pages 268-277, March.
  5. Forcina, Antonio, 2017. "A Fisher-scoring algorithm for fitting latent class models with individual covariates," Econometrics and Statistics, Elsevier, vol. 3(C), pages 132-140.
  6. Sunil Kumar & Apurba Vishal Dabgotra, 2021. "A latent class analysis on the usage of mobile phones among management students," Statistics in Transition New Series, Polish Statistical Association, vol. 22(1), pages 89-114, March.
  7. Snyder, Susan M. & Smith, Rachel E., 2015. "Do youth with substantiated child maltreatment investigations have distinct patterns of delinquent behaviors?," Children and Youth Services Review, Elsevier, vol. 58(C), pages 82-89.
  8. Lecegui, Antonio & Olaizola, Ana María & López-i-Gelats, Feliu & Varela, Elsa, 2022. "Implementing the livelihood resilience framework: An indicator-based model for assessing mountain pastoral farming systems," Agricultural Systems, Elsevier, vol. 199(C).
  9. Sarstedt, Marko & Radomir, Lăcrămioara & Moisescu, Ovidiu Ioan & Ringle, Christian M., 2022. "Latent class analysis in PLS-SEM: A review and recommendations for future applications," Journal of Business Research, Elsevier, vol. 138(C), pages 398-407.
  10. Fetene B. Tekle & Dereje W. Gudicha & Jeroen K. Vermunt, 2016. "Power analysis for the bootstrap likelihood ratio test for the number of classes in latent class models," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 10(2), pages 209-224, June.
  11. Marisa A. Patti & Karl T. Kelsey & Amanda J. MacFarlane & George D. Papandonatos & Tye E. Arbuckle & Jillian Ashley-Martin & Mandy Fisher & William D. Fraser & Bruce P. Lanphear & Gina Muckle & Joseph, 2022. "Maternal Folate Status and the Relation between Gestational Arsenic Exposure and Child Health Outcomes," IJERPH, MDPI, vol. 19(18), pages 1-19, September.
  12. Yifan Zhu & Chongzhi Di & Ying Qing Chen, 2019. "Clustering Functional Data with Application to Electronic Medication Adherence Monitoring in HIV Prevention Trials," Statistics in Biosciences, Springer;International Chinese Statistical Association, vol. 11(2), pages 238-261, July.
  13. Frasquet, Marta & Ieva, Marco & Ziliani, Cristina, 2019. "Understanding complaint channel usage in multichannel retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 47(C), pages 94-103.
  14. Susan Yoon & Fei Pei & Juan Lorenzo Benavides & Alexa Ploss & Jessica Logan & Sherry Hamby, 2022. "The Long-Term Effects of Early Childhood Resilience Profiles on School Outcomes among Children in the Child Welfare System," IJERPH, MDPI, vol. 19(10), pages 1-14, May.
  15. Hadi Sam Nariman & Lan Anh Nguyen Luu & Márton Hadarics, 2021. "Exploring inclusiveness towards immigrants as related to basic values: A network approach," PLOS ONE, Public Library of Science, vol. 16(12), pages 1-19, December.
  16. Bucher-Koenen, Tabea & Alessie, Rob & Lusardi, Annamaria & van Rooij, Maarten, 2021. "Fearless Woman: Financial Literacy and Stock Market Participation," ZEW Discussion Papers 21-015, ZEW - Leibniz Centre for European Economic Research.
  17. Bartolucci, Francesco & Montanari, Giorgio E. & Pandolfi, Silvia, 2015. "Three-step estimation of latent Markov models with covariates," Computational Statistics & Data Analysis, Elsevier, vol. 83(C), pages 287-301.
  18. Roberto Rocci & Stefano Antonio Gattone & Roberto Di Mari, 2018. "A data driven equivariant approach to constrained Gaussian mixture modeling," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 12(2), pages 235-260, June.
  19. Zhu, Yajing & Steele, Fiona & Moustaki, Irini, 2020. "A multilevel structural equation model for the interrelationships between multiple latent dimensions of childhood socio‐economic circumstances, partnership transitions and mid‐life health," LSE Research Online Documents on Economics 103104, London School of Economics and Political Science, LSE Library.
  20. Yajing Zhu & Fiona Steele & Irini Moustaki, 2020. "A multilevel structural equation model for the interrelationships between multiple latent dimensions of childhood socio‐economic circumstances, partnership transitions and mid‐life health," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 183(3), pages 1029-1050, June.
  21. Haipeng Wang & Chengxiang Tang & Shichao Zhao & Qingyue Meng & Xiaoyun Liu, 2017. "Job Satisfaction among Health-Care Staff in Township Health Centers in Rural China: Results from a Latent Class Analysis," IJERPH, MDPI, vol. 14(10), pages 1-10, September.
  22. Dave Bouckenooghe & Dirk De Clercq & Usman Raja, 2019. "A person-centered, latent profile analysis of psychological capital," Australian Journal of Management, Australian School of Business, vol. 44(1), pages 91-108, February.
  23. Sasso, Alessandro & Hernández-Alava, Mónica & Holmes, John & Field, Matt & Angus, Colin & Meier, Petra, 2022. "Strategies to cut down drinking, alcohol consumption, and usual drinking frequency: Evidence from a British online market research survey," Social Science & Medicine, Elsevier, vol. 310(C).
  24. Francis,David C. & Karalashvili,Nona & Murrell,Peter, 2022. "Transactional Governance Structures : New Cross-Country Data and an Application tothe Effect of Uncertainty," Policy Research Working Paper Series 10118, The World Bank.
  25. Sarah R Lowe & Ethan J Raker & Mary C Waters & Jean E Rhodes, 2020. "Predisaster predictors of posttraumatic stress symptom trajectories: An analysis of low-income women in the aftermath of Hurricane Katrina," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-19, October.
  26. Mitchell George E., 2024. "Three Models of US State-Level Charity Regulation," Nonprofit Policy Forum, De Gruyter, vol. 15(1), pages 1-25, January.
  27. Olde Kalter, Marie-José & La Paix Puello, Lissy & Geurs, Karst T., 2020. "Do changes in travellers’ attitudes towards car use and ownership over time affect travel mode choice? A latent transition approach in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 1-17.
  28. Aely Park & Youngmi Kim & Jennifer Murphy, 2023. "Adverse Childhood Experiences and Substance Use Among Korean College Students: Different by Gender?," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 16(4), pages 1811-1825, August.
  29. Yuko Onozaka & Håvard Hansen & Arne Sørvig, 2014. "Consumer Product Perceptions and Salmon Consumption Frequency: The Role of Heterogeneity Based on Food Lifestyle Segments," Marine Resource Economics, University of Chicago Press, vol. 29(4), pages 351-374.
  30. Tobias A. Bauer & Alexandro Folster & Tina Braun & Timo von Oertzen, 2021. "A Group Comparison Test under Uncertain Group Membership," Psychometrika, Springer;The Psychometric Society, vol. 86(4), pages 920-937, December.
  31. Gugerty, Mary Kay & Mitchell, George E. & Santamarina, Francisco J., 2021. "Discourses of evaluation: Institutional logics and organizational practices among international development agencies," World Development, Elsevier, vol. 146(C).
  32. Nicolas Gillet & Evelyne Fouquereau & Robert J. Vallerand & Jocelyne Abraham & Philippe Colombat, 2018. "The Role of Workers’ Motivational Profiles in Affective and Organizational Factors," Journal of Happiness Studies, Springer, vol. 19(4), pages 1151-1174, April.
  33. Ehrlich, Oren & Bi, Xiang & Borisova, Tatiana & Larkin, Sherry, 2017. "A latent class analysis of public attitudes toward water resources with implications for recreational demand," Ecosystem Services, Elsevier, vol. 28(PA), pages 124-132.
  34. Ewa Genge, 2014. "A latent class analysis of the public attitude towards the euro adoption in Poland," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 8(4), pages 427-442, December.
  35. Martin Lukac & Nadja Doerflinger & Valeria Pulignano, 2019. "Developing a Cross-National Comparative Framework for Studying Labour Market Segmentation: Measurement Equivalence with Latent Class Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(1), pages 233-255, August.
  36. Marcin Rzeszutek & Ewa Gruszczyńska & Ewa Firląg-Burkacka, 2019. "Socio-Medical and Personality Correlates of Psychological Well-Being among People Living with HIV: a Latent Profile Analysis," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 14(4), pages 1113-1127, September.
  37. Baker, Bradley J. & Du, James & Sato, Mikihiro & Funk, Daniel C., 2020. "Rethinking segmentation within the psychological continuum model using Bayesian analysis," Sport Management Review, Elsevier, vol. 23(4), pages 764-775.
  38. Konte M., 2014. "Do remittances not promote growth? : a bias-adjusted three-step mixture-of-regressions," MERIT Working Papers 2014-075, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
  39. Ken Deal, 2014. "Segmenting Patients and Physicians Using Preferences from Discrete Choice Experiments," The Patient: Patient-Centered Outcomes Research, Springer;International Academy of Health Preference Research, vol. 7(1), pages 5-21, March.
  40. Shamrova, Daria & Lampe, Joana, 2020. "Understanding patterns of child material deprivation in five regions of the world: A children’s rights perspective," Children and Youth Services Review, Elsevier, vol. 108(C).
  41. Niskanen, Olli & Tienhaara, Annika & Haltia, Emmi & Pouta, Eija, 2021. "Farmers’ heterogeneous preferences towards results-based environmental policies," Land Use Policy, Elsevier, vol. 102(C).
  42. Trevor Peckham & Noah Seixas & A. B. de Castro & Anjum Hajat, 2022. "Do Different Patterns of Employment Quality Contribute to Gender Health Inequities in the U.S.? A Cross-Sectional Mediation Analysis," IJERPH, MDPI, vol. 19(18), pages 1-18, September.
  43. Thøgersen, John, 2017. "Housing-related lifestyle and energy saving: A multi-level approach," Energy Policy, Elsevier, vol. 102(C), pages 73-87.
  44. Zsuzsa Bakk & Jouni Kuha, 2018. "Two-Step Estimation of Models Between Latent Classes and External Variables," Psychometrika, Springer;The Psychometric Society, vol. 83(4), pages 871-892, December.
  45. Gil, J.M. & Diaz-Montenegro, J. & Varela, E., 2018. "A Bias-Adjusted Three-Step approach for analysing the livelihood strategies and the asset mix of cacao producers in Ecuador," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277215, International Association of Agricultural Economists.
  46. Lucy Prior, 2021. "Allostatic Load and Exposure Histories of Disadvantage," IJERPH, MDPI, vol. 18(14), pages 1-17, July.
  47. Daneen P. Deptula & Gabrielle G. Banks & Sarah E. Barnes & Robert Cohen, 2021. "A Person-Centered Analysis of Change in Children’s Peer Optimism and Its Relation to Peer Social Competence," Journal of Happiness Studies, Springer, vol. 22(3), pages 1217-1238, March.
  48. Andrea Bazzoli & Tahira M. Probst & Hyun Jung Lee, 2021. "Economic Stressors, COVID-19 Attitudes, Worry, and Behaviors among U.S. Working Adults: A Mixture Analysis," IJERPH, MDPI, vol. 18(5), pages 1-14, February.
  49. Hanne Dallenes & Robbe Geerts & Frédéric Vandermoere & Gerlinde Verbist, 2023. "The Energy Mix: Understanding People’s Diverging Energy Preferences in Belgium," Social Sciences, MDPI, vol. 12(5), pages 1-14, April.
  50. Roberto Mari & Antonello Maruotti, 2022. "A two-step estimator for generalized linear models for longitudinal data with time-varying measurement error," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 16(2), pages 273-300, June.
  51. Jason V. Chen & Kurt H. Gee & Jed J. Neilson, 2021. "Disclosure Prominence and the Quality of Non‐GAAP Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 59(1), pages 163-213, March.
  52. Aurélie Bertrand & Christian Hafner, 2014. "On heterogeneous latent class models with applications to the analysis of rating scores," Computational Statistics, Springer, vol. 29(1), pages 307-330, February.
  53. Lekkas, Peter & Howard, Natasha J & Stankov, Ivana & daniel, mark & Paquet, Catherine, 2019. "A Longitudinal Typology of Neighbourhood-level Social Fragmentation: A Finite Mixture Model Approach," SocArXiv 56x9c, Center for Open Science.
  54. Gao, Ya & Pan, Haixiao & Xie, Zhilin & Habib, Khandker Nurul, 2023. "Understanding patients heterogeneity in healthcare travel and hospital choice - A latent class analysis with covariates," Journal of Transport Geography, Elsevier, vol. 110(C).
  55. Zhu, Yajing & Steele, Fiona & Moustaki, Irini, 2017. "A general 3-step maximum likelihood approach to estimate the effects of multiple latent categorical variables on a distal outcome," LSE Research Online Documents on Economics 81850, London School of Economics and Political Science, LSE Library.
  56. Zheng, Yao & Rijsdijk, Frühling & Arden, Rosalind, 2018. "Differential environmental influences on the development of cognitive abilities during childhood," Intelligence, Elsevier, vol. 66(C), pages 72-78.
  57. David Aristei & Silvia Bacci & Francesco Bartolucci & Silvia Pandolfi, 2021. "A bivariate finite mixture growth model with selection," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 15(3), pages 759-793, September.
  58. Layland, Eric K. & Maggs, Jennifer L. & Kipke, Michele D. & Bray, Bethany C., 2022. "Intersecting racism and homonegativism among sexual minority men of color: Latent class analysis of multidimensional stigma with subgroup differences in health and sociostructural burdens," Social Science & Medicine, Elsevier, vol. 293(C).
  59. Sanghvi, Drishti E. & Rackoff, Gavin N. & Newman, Michelle G., 2023. "Latent class analysis of post-traumatic stress disorder symptoms following exposure to Hurricane Ike," Social Science & Medicine, Elsevier, vol. 327(C).
  60. Ruth Salway & Simon J. Sebire & Byron Tibbitts & Emily Sanderson & Rebecca Kandiyali & Kate Willis & Stephanie J. MacNeill & Russell Jago, 2020. "Physical Activity and Psychosocial Characteristics of the Peer Supporters in the PLAN-A Study—A Latent Class Analysis," IJERPH, MDPI, vol. 17(21), pages 1-15, October.
  61. Nakano, Satoshi & Kondo, Fumiyo N., 2018. "Customer segmentation with purchase channels and media touchpoints using single source panel data," Journal of Retailing and Consumer Services, Elsevier, vol. 41(C), pages 142-152.
  62. Paweł A. Atroszko & Bartosz Atroszko & Edyta Charzyńska, 2021. "Subpopulations of Addictive Behaviors in Different Sample Types and Their Relationships with Gender, Personality, and Well-Being: Latent Profile vs. Latent Class Analysis," IJERPH, MDPI, vol. 18(16), pages 1-29, August.
  63. Stefan Fors & Ylva B. Almquist & Lars Brännström, 2019. "Coexisting Social, Economic, and Health-Related Disadvantages in More than 2.4 Million Swedes: Combining Variable-Centred and Person-Centred Approaches," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(1), pages 115-132, May.
  64. Seohee Park & Seongeun Kim & Ji Hoon Ryoo, 2020. "Latent Class Regression Utilizing Fuzzy Clusterwise Generalized Structured Component Analysis," Mathematics, MDPI, vol. 8(11), pages 1-16, November.
  65. Tueanrat, Yanika & Papagiannidis, Savvas & Alamanos, Eleftherios, 2021. "A conceptual framework of the antecedents of customer journey satisfaction in omnichannel retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
  66. Brewsaugh, Katrina & Masyn, Katherine E. & Salloum, Alison, 2018. "Child welfare workers' sexism and beliefs about father involvement," Children and Youth Services Review, Elsevier, vol. 89(C), pages 132-144.
  67. Sarah M. Flood & Rachelle Hill & Katie R. Genadek, 2018. "Daily Temporal Pathways: A Latent Class Approach to Time Diary Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(1), pages 117-142, January.
  68. Alberto Valido & Matthew Rivas-Koehl & Dane Rivas-Koehl & Dorothy L. Espelage & Timothy I. Lawrence & Luz E. Robinson, 2022. "Latent Class Analysis of Victimization Patterns and Associated Protective Factors among LGBTQ Youth," IJERPH, MDPI, vol. 19(16), pages 1-20, August.
  69. Gliske, Kate & Ballard, Jaime & Buchanan, Gretchen & Borden, Lynne & Perkins, Daniel Francis, 2021. "The components of quality in youth programs and association with positive youth outcomes: A person-centered approach," Children and Youth Services Review, Elsevier, vol. 120(C).
  70. Jennifer Oser & Marc Hooghe & Zsuzsa Bakk & Roberto Mari, 2023. "Changing citizenship norms among adolescents, 1999-2009-2016: A two-step latent class approach with measurement equivalence testing," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(5), pages 4915-4933, October.
  71. Pallant, Jason I. & Pallant, Jessica L. & Sands, Sean J. & Ferraro, Carla R. & Afifi, Eslam, 2022. "When and how consumers are willing to exchange data with retailers: An exploratory segmentation," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
  72. Magdalena Kapelko & Alfons Oude Lansink, 2022. "Measuring firms' dynamic inefficiency accounting for corporate social responsibility in the U.S. food and beverage manufacturing industry," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 44(4), pages 1702-1721, December.
  73. Durante, Daniele & Canale, Antonio & Rigon, Tommaso, 2019. "A nested expectation–maximization algorithm for latent class models with covariates," Statistics & Probability Letters, Elsevier, vol. 146(C), pages 97-103.
  74. Yi-Jhen Wu & Yi-Hsin Chen & Sarah M. Kiefer & Claus H. Carstensen, 2021. "Learning Strategies as Moderators Between Motivation and Mathematics Performance in East Asian Students: Latent Class Analysis," SAGE Open, , vol. 11(4), pages 21582440211, November.
  75. Bradley S. Jorgensen & Julia Meis-Harris, 2022. "Using the Multidimensional AIMES to Estimate Connection-to-Nature in an Australian Population: A Latent Class Approach to Segmentation," IJERPH, MDPI, vol. 19(19), pages 1-13, September.
  76. Youmi Suk & Jee-Seon Kim & Hyunseung Kang, 2021. "Hybridizing Machine Learning Methods and Finite Mixture Models for Estimating Heterogeneous Treatment Effects in Latent Classes," Journal of Educational and Behavioral Statistics, , vol. 46(3), pages 323-347, June.
  77. Bakk, Zsuzsa & Kuha, Jouni, 2020. "Relating latent class membership to external variables: an overview," LSE Research Online Documents on Economics 107564, London School of Economics and Political Science, LSE Library.
  78. Lüthi, Fabienne & Stalder, Barbara & Elferling, Achim, 2021. "Apprentices' resources at work and school in Switzerland: A person-centred approach," International Journal for Research in Vocational Education and Training (IJRVET), European Research Network in Vocational Education and Training (VETNET), European Educational Research Association, vol. 8(2), pages 224-250.
  79. Marcin Rzeszutek & Włodzimierz Oniszczenko & Iwona Zalewska & Małgorzata Pięta, 2020. "Personality profiles and meteoropathy intensity: A comparative study between young and older adults," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-10, November.
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  100. Ehrlich, Oren & Bi, Xiang & Borisova, Tatiana & Larkin, Sherry, 2016. "A Latent Class Analysis of Public Attitudes Towards Water Resources: Implications for Recreational Demand," 2016 Annual Meeting, February 6-9, 2016, San Antonio, Texas 230058, Southern Agricultural Economics Association.
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  102. Pamela Qualter & Kimberly Petersen & Manuela Barreto & Christina Victor & Claudia Hammond & Sana-Arub Arshad, 2021. "Exploring the Frequency, Intensity, and Duration of Loneliness: A Latent Class Analysis of Data from the BBC Loneliness Experiment," IJERPH, MDPI, vol. 18(22), pages 1-21, November.
  103. Francesca Bassi, 2016. "Dynamic segmentation with growth mixture models," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 10(2), pages 263-279, June.
  104. Liam Mahedy & Gemma Hammerton & Alison Teyhan & Alexis C Edwards & Kenneth S Kendler & Simon C Moore & Matthew Hickman & John Macleod & Jon Heron, 2017. "Parental alcohol use and risk of behavioral and emotional problems in offspring," PLOS ONE, Public Library of Science, vol. 12(6), pages 1-15, June.
  105. Ewa Genge, 2021. "LC and LC-IRT Models in the Identification of Polish Households with Similar Perception of Financial Position," Sustainability, MDPI, vol. 13(8), pages 1-22, April.
  106. Qianru Liang & Jimmy de la Torre & Nancy Law, 2023. "Latent Transition Cognitive Diagnosis Model With Covariates: A Three-Step Approach," Journal of Educational and Behavioral Statistics, , vol. 48(6), pages 690-718, December.
  107. Yujin Kim & Hyeyoung Woo & Sinn Won Han, 2022. "Work and Family Pathways and Their Associations with Health for Young Women in Korea," IJERPH, MDPI, vol. 19(23), pages 1-17, November.
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