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Prior Authorization of Medication and Its Influence on Provider Behavior: Latent Class Analysis

Prior Authorization of Medication and Its Influence on Provider Behavior: Latent Class Analysis

Multinomial logistic regression predicting class membership. a Based on estimated posterior probabilities [19]. b Class labels: Class 1=High Denial. c Class 2=Low Volume PA. d Class 3=Problematic Communication Issues. e Class 4=Problematic PA Experiences. f Covariates entered one at a time. g Reference class for each covariate is 0: sex (M=0, F=1). h White (Other=0, White=1). i Specialty (Other=0, Psychiatry=1), j Provider role (Other=0, DO/MD=1). k Providers who write Rx (Other=0, # of providers ≥5 =1). l Patient load

Stephen Salzbrenner, Lawrence M Scheier, Fang Qiu

J Med Internet Res 2025;27:e75361

Top 10 Research Lessons Learned From a Digital Child-Rearing Program in Low- and Middle-Income Countries: Multicase Study

Top 10 Research Lessons Learned From a Digital Child-Rearing Program in Low- and Middle-Income Countries: Multicase Study

In some instances, Minderoo Foundation partnered with a professional marketing team (ie, M&C Saatchi and Magenta) to create targeted advertising campaigns to promote the program. This study was influenced by the multicase study design by Stake [46,47] in which multiple cases are analyzed to explore and build understanding of broader research questions. The collected cases are bound together by the program, which Stake [47] refers to as the “quintain” or broad target of study.

Haley M LaMonica, Victoria Loblay, Adam Poulsen, Gabrielle Hindmarsh, Mafruha Alam, Mahalakshmi Ekambareshwar, Qaisar Khan, Yun J C Song, Jacob J Crouse, Chloe Wilson, Madelaine Sweeney-Nash, Olivia Iannelli, Aila Naderbagi, Iqthyer U Zahed, Adam Yoon, Mujahid Torwali, Jakelin Troy, Ian B Hickie

J Med Internet Res 2025;27:e65705