Action recommendations review in community-based therapy and depression and anxiety outcomes: a machine learning approach.

"Declarations Ethics approval and consent to participateThis study was approved by Sterling IRB external institutional research board, #9545, and informed consent was obtained from all clients. Both therapists and clients had the option to opt out and not use the Eleos platform during their sessions. All methods described in the study followed applicable guidelines and regulations. Consent for publicationNot applicable. Competing interestsAS, SJ, TF, IF, HLA, NS and SSS are employed by Eleos Health, Inc, which created the platform providing the data for this study. CBT and JR certify that they have no affiliations with or involvement in any organization or entity with any financial or nonfinancial interest in the subject matter or materials discussed in this manuscript. Competing interests AS, SJ, TF, IF, HLA, NS and SSS are employed by Eleos Health, Inc, which created the platform providing the data for this study. CBT and JR certify that they have no affiliations with or involvement in any organization or entity with any financial or nonfinancial interest in the subject matter or materials discussed in this manuscript."

"Funding This research was conducted by Eleos Health, which provided resources for data collection and employs a majority of the research team members."