Evidence map›Paper›PMID 40450552›Full record

ArticleThe American journal of psychiatry2025

From Prediction to Action: Moving Beyond Machine Learning to Implementing Evidence-Based Perinatal Mental Health Care.

Adam K Lewkowitz, Emily S Miller

Abstract readEditorial
In one paragraph

Article in The American journal of psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Adam K LewkowitzDepartment of Obstetrics and Gynecology (Lewkowitz, Miller) and Department of Psychiatry and Human Behavior (Miller), Warren Alpert Medical School at Brown University, Providence, RI; Center for Digital Health (Lewkowitz) and Department of Health Services Policy and Practice (Miller), Brown School of Public Health, Providence, RI.
Emily S MillerDepartment of Obstetrics and Gynecology (Lewkowitz, Miller) and Department of Psychiatry and Human Behavior (Miller), Warren Alpert Medical School at Brown University, Providence, RI; Center for Digital Health (Lewkowitz) and Department of Health Services Policy and Practice (Miller), Brown School of Public Health, Providence, RI.

Funding

Collaborative Care Model for Perinatal Depression Support Services – Population-Level Upstream Systems Change (COMPASS-PLUS): A Hybrid Type 2 Cluster Randomized TrialR01NR021126 · NINR · WOMEN AND INFANTS HOSPITAL-RHODE ISLAND · PI FEINBERG, EMILY, MILLER, EMILY STINNETT · 2023 to 2025
$2.4M
Effect of a technology-based collaborative care model on persistent hypertension and preventive careattendance among postpartum people with hypertensive disorders of pregnancyR01HD116695 · NICHD · WOMEN AND INFANTS HOSPITAL-RHODE ISLAND · PI Adam Korrick Lewkowitz · 2024 to 2026
$2.2M
A novel app-based cognitive behavioral therapy intervention for preventing postpartum depressionK23HD103961 · NICHD · WOMEN AND INFANTS HOSPITAL-RHODE ISLAND · PI LEWKOWITZ, ADAM KORRICK · 2021 to 2025
$899k
NICHD NIH HHS K23 HD103961NICHD NIH HHS R01 HD116695NINR NIH HHS R01 NR021126
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Collaborative Care ModelsMachine LearningObstetrics-GynecologyPerinatal Mood and Anxiety DisordersPostpartum DepressionPre/Peri/Postnatal Issues

Identifiers

PMID40450552
PMCPMC12281555

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.