Feasibility of an Adaptive E-Learning Environment to Improve Provider Proficiency in Essential and Sick Newborn Care in Mwanza, Tanzania
To improve healthcare provider knowledge of Tanzanian newborn care guidelines, we developed adaptive Essential and Sick Newborn Care (aESNC), an adaptive e-learning environment (AEE). The objectives of this study were to 1) assess implementation success with use of in-person support and nudging stra...
Saved in:
Published in | medRxiv : the preprint server for health sciences |
---|---|
Main Authors | , , , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
13.07.2023
|
Online Access | Get more information |
Cover
Loading…
Abstract | To improve healthcare provider knowledge of Tanzanian newborn care guidelines, we developed adaptive Essential and Sick Newborn Care (aESNC), an adaptive e-learning environment (AEE). The objectives of this study were to 1) assess implementation success with use of in-person support and nudging strategy and 2) describe baseline provider knowledge and metacognition.
6-month observational study at 1 zonal hospital and 3 health centers in Mwanza, Tanzania. To assess implementation success, we used the RE-AIM framework and to describe baseline provider knowledge and metacognition we used Howell's conscious-competence model. Additionally, we explored provider characteristics associated with initial learning completion or persistent activity.
aESNC reached 85% (195/231) of providers: 75 medical, 53 nursing, and 21 clinical officers; 110 (56%) were at the zonal hospital and 85 (44%) at health centers. Median clinical experience was 4 years [IQR 1,9] and 45 (23%) had previous in-service training for both newborn essential and sick newborn care. Efficacy was 42% (SD±17%). Providers averaged 78% (SD±31%) completion of initial learning and 7%(SD±11%) of refresher assignments. 130 (67%) providers had ≥1 episode of inactivity >30 day, no episodes were due to lack of internet access. Baseline conscious-competence was 53% [IQR:38-63%], unconscious-incompetence 32% [IQR:23-42%], conscious-incompetence 7% [IQR:2-15%], and unconscious-competence 2% [IQR:0-3%]. Higher baseline conscious-competence (OR 31.6 [95%CI:5.8, 183.5) and being a nursing officer (aOR: 5.6 [95%CI:1.8, 18.1]), compared to medical officer) were associated with initial learning completion or persistent activity.
aESNC reach was high in a population of frontline providers across diverse levels of care in Tanzania. Use of in-person support and nudging increased reach, initial learning, and refresher assignment completion, but refresher assignment completion remains low. Providers were often unaware of knowledge gaps, and lower baseline knowledge may decrease initial learning completion or activity. Further study to identify barriers to adaptive e-learning normalization is needed.
.
. - In sub-Saharan Africa, gaps in care quality may contribute to its high neonatal mortality.- Provider knowledge is a main driver of care quality, but current conventional in-service education methods are inadequate in adaptivity, reach, effectiveness, and refresher assignments.- Hard copies of national guidelines have been disseminated to health facilities expectations are HCPs will learn and adhere to them.- Adaptive eLearning, a subdomain of e-learning, holds the potential to overcome limitations to in-service medical education, but the optimal implementation strategy is unknown.
.
. - Baseline knowledge of essential and sick newborn care was low, mostly due to unconscious incompetence (providers thinking they were correct when they were incorrect).- Initial learning completion increased significantly with the use of an in-person program manager and an escalating nudging strategy, and technical issues were not identified as a significant limitation to participation.
.
. - Provider self-reporting may underestimate knowledge gaps as most gaps are not known by providers.- Adaptive e-learning may be a feasible and acceptable way to disseminate guideline and improve quality of care if an implementation strategy can be identified to increase refresher assignment completion.- Once the ideal implementation strategy is identified, effectiveness of adaptive e-learning at scale can be evaluated. |
---|---|
AbstractList | To improve healthcare provider knowledge of Tanzanian newborn care guidelines, we developed adaptive Essential and Sick Newborn Care (aESNC), an adaptive e-learning environment (AEE). The objectives of this study were to 1) assess implementation success with use of in-person support and nudging strategy and 2) describe baseline provider knowledge and metacognition.
6-month observational study at 1 zonal hospital and 3 health centers in Mwanza, Tanzania. To assess implementation success, we used the RE-AIM framework and to describe baseline provider knowledge and metacognition we used Howell's conscious-competence model. Additionally, we explored provider characteristics associated with initial learning completion or persistent activity.
aESNC reached 85% (195/231) of providers: 75 medical, 53 nursing, and 21 clinical officers; 110 (56%) were at the zonal hospital and 85 (44%) at health centers. Median clinical experience was 4 years [IQR 1,9] and 45 (23%) had previous in-service training for both newborn essential and sick newborn care. Efficacy was 42% (SD±17%). Providers averaged 78% (SD±31%) completion of initial learning and 7%(SD±11%) of refresher assignments. 130 (67%) providers had ≥1 episode of inactivity >30 day, no episodes were due to lack of internet access. Baseline conscious-competence was 53% [IQR:38-63%], unconscious-incompetence 32% [IQR:23-42%], conscious-incompetence 7% [IQR:2-15%], and unconscious-competence 2% [IQR:0-3%]. Higher baseline conscious-competence (OR 31.6 [95%CI:5.8, 183.5) and being a nursing officer (aOR: 5.6 [95%CI:1.8, 18.1]), compared to medical officer) were associated with initial learning completion or persistent activity.
aESNC reach was high in a population of frontline providers across diverse levels of care in Tanzania. Use of in-person support and nudging increased reach, initial learning, and refresher assignment completion, but refresher assignment completion remains low. Providers were often unaware of knowledge gaps, and lower baseline knowledge may decrease initial learning completion or activity. Further study to identify barriers to adaptive e-learning normalization is needed.
.
. - In sub-Saharan Africa, gaps in care quality may contribute to its high neonatal mortality.- Provider knowledge is a main driver of care quality, but current conventional in-service education methods are inadequate in adaptivity, reach, effectiveness, and refresher assignments.- Hard copies of national guidelines have been disseminated to health facilities expectations are HCPs will learn and adhere to them.- Adaptive eLearning, a subdomain of e-learning, holds the potential to overcome limitations to in-service medical education, but the optimal implementation strategy is unknown.
.
. - Baseline knowledge of essential and sick newborn care was low, mostly due to unconscious incompetence (providers thinking they were correct when they were incorrect).- Initial learning completion increased significantly with the use of an in-person program manager and an escalating nudging strategy, and technical issues were not identified as a significant limitation to participation.
.
. - Provider self-reporting may underestimate knowledge gaps as most gaps are not known by providers.- Adaptive e-learning may be a feasible and acceptable way to disseminate guideline and improve quality of care if an implementation strategy can be identified to increase refresher assignment completion.- Once the ideal implementation strategy is identified, effectiveness of adaptive e-learning at scale can be evaluated. |
Author | Berg, Marc Hokororo, Adolfine Ndosi, Hanston Mediratta, Rishi Mwanga, Joseph R Smith, Zack Kalabamu, Florence S Agweyu, Ambrose Diocles, Enock Chami, Neema Mwanga, Castory Meaney, Peter Joyce, Christine Dahlen, Alex Rozenfeld, Boris Jacob, Theopista Mkopi, Namala P |
Author_xml | – sequence: 1 givenname: Peter orcidid: 0000-0001-9898-6928 surname: Meaney fullname: Meaney, Peter – sequence: 2 givenname: Adolfine orcidid: 0000-0002-0265-1101 surname: Hokororo fullname: Hokororo, Adolfine – sequence: 3 givenname: Hanston surname: Ndosi fullname: Ndosi, Hanston – sequence: 4 givenname: Alex orcidid: 0000-0002-7911-6203 surname: Dahlen fullname: Dahlen, Alex – sequence: 5 givenname: Theopista surname: Jacob fullname: Jacob, Theopista – sequence: 6 givenname: Joseph R orcidid: 0000-0002-0277-227X surname: Mwanga fullname: Mwanga, Joseph R – sequence: 7 givenname: Florence S orcidid: 0000-0002-2983-6632 surname: Kalabamu fullname: Kalabamu, Florence S – sequence: 8 givenname: Christine surname: Joyce fullname: Joyce, Christine – sequence: 9 givenname: Rishi orcidid: 0000-0001-6322-9329 surname: Mediratta fullname: Mediratta, Rishi – sequence: 10 givenname: Boris surname: Rozenfeld fullname: Rozenfeld, Boris – sequence: 11 givenname: Marc orcidid: 0000-0001-8842-5369 surname: Berg fullname: Berg, Marc – sequence: 12 givenname: Zack surname: Smith fullname: Smith, Zack – sequence: 13 givenname: Neema orcidid: 0000-0001-7994-2057 surname: Chami fullname: Chami, Neema – sequence: 14 givenname: Namala P surname: Mkopi fullname: Mkopi, Namala P – sequence: 15 givenname: Castory orcidid: 0009-0004-3160-8745 surname: Mwanga fullname: Mwanga, Castory – sequence: 16 givenname: Enock surname: Diocles fullname: Diocles, Enock – sequence: 17 givenname: Ambrose orcidid: 0000-0001-8760-1279 surname: Agweyu fullname: Agweyu, Ambrose |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/37502852$$D View this record in MEDLINE/PubMed |
BookMark | eNo1kM1OwzAQhH0A8VN4AiTkByDFdv6cY1UFqFR-JMq5WjsbtKLZRE5oVZ6AxyYVcJnZWX2aw5yLI24ZhbjSaqq10rdGmXiq8jFMTWwKk6jsRJzGeaqMTc2Z-L5D6MnRhoa9bGsJLGcVdANtUZbREiEw8bsseUuh5QZ5kEMrF00X2pF4GZUqDIejJk_Ifi-JZdn3I0mwGfsq-Ur-Qz7hzrWB5RwCHpDHHfAX3MjVwZjgQhzXsOnx8s8n4u2uXM0fouXz_WI-W0aNMSqLstgVaaYs1rnzzsboE4vaJbaA2EPikkpXFlUKZvxq4-u0qAsLNtfWZYXNzERc__Z2n67Bat0FaiDs1_-TmB-EgmBf |
ContentType | Journal Article |
DBID | NPM |
DOI | 10.1101/2023.07.11.23292406 |
DatabaseName | PubMed |
DatabaseTitle | PubMed |
DatabaseTitleList | PubMed |
Database_xml | – sequence: 1 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database |
DeliveryMethod | no_fulltext_linktorsrc |
ExternalDocumentID | 37502852 |
Genre | Preprint |
GrantInformation_xml | – fundername: NCATS NIH HHS grantid: UL1 TR001085 |
GroupedDBID | NPM |
ID | FETCH-LOGICAL-m2206-63b95608ef7bcb83ec48e1b489a3ca4b4d1d8e05a2e1b12cf59f98a8718b69862 |
IngestDate | Wed Feb 19 02:23:57 EST 2025 |
IsDoiOpenAccess | false |
IsOpenAccess | true |
IsPeerReviewed | false |
IsScholarly | false |
Language | English |
LinkModel | OpenURL |
MergedId | FETCHMERGED-LOGICAL-m2206-63b95608ef7bcb83ec48e1b489a3ca4b4d1d8e05a2e1b12cf59f98a8718b69862 |
ORCID | 0000-0002-0277-227X 0000-0001-9898-6928 0000-0002-0265-1101 0000-0001-6322-9329 0000-0001-8760-1279 0000-0002-7911-6203 0000-0001-8842-5369 0000-0002-2983-6632 0000-0001-7994-2057 0009-0004-3160-8745 |
OpenAccessLink | https://www.medrxiv.org/content/10.1101/2023.07.11.23292406 |
PMID | 37502852 |
ParticipantIDs | pubmed_primary_37502852 |
PublicationCentury | 2000 |
PublicationDate | 2023-Jul-13 |
PublicationDateYYYYMMDD | 2023-07-13 |
PublicationDate_xml | – month: 07 year: 2023 text: 2023-Jul-13 day: 13 |
PublicationDecade | 2020 |
PublicationPlace | United States |
PublicationPlace_xml | – name: United States |
PublicationTitle | medRxiv : the preprint server for health sciences |
PublicationTitleAlternate | medRxiv |
PublicationYear | 2023 |
Score | 1.8405776 |
SecondaryResourceType | preprint |
Snippet | To improve healthcare provider knowledge of Tanzanian newborn care guidelines, we developed adaptive Essential and Sick Newborn Care (aESNC), an adaptive... |
SourceID | pubmed |
SourceType | Index Database |
Title | Feasibility of an Adaptive E-Learning Environment to Improve Provider Proficiency in Essential and Sick Newborn Care in Mwanza, Tanzania |
URI | https://www.ncbi.nlm.nih.gov/pubmed/37502852 |
hasFullText | |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bb9MwFLa6IaG9oCHuDOQH3kqgsZ3MeZygqEJ0QtBJe5vs2JYiNqdi5SJ-Ac_84p3jSxvGQMBLZNlukuZ8qb9zer5jQp5YbUotS14Iq1Uh5KQqFGdt4bRlzCEjMShwnh_WsyPx-rg6Ho1-DLKWPq30s_bblbqS_7Eq9IFdUSX7D5ZdnxQ6oA32hSNYGI5_ZWPgbym7NfxPDq_qgVHLkAw0Ld7koMd0o2VDphnDCBYlAkGDhw0sIxE0mJ0fT89Rj9SlGgLvuzZoIQAqPoiVcMr8CzDKwDoX2PCdGnJcWF_ffe0-j3PKyBILZ3ZwcQwAw_UwsTHKL8dp_V3z-rlVKfvsp7zhWf-h_9gnRY7pT90gGeDQ9Odx521YdFebpIKXuK-zzxqeYXCDcYyaRm3qrz_tYUsBnITVVkvw7TlrkI8MZ8M3W54Fa3OgQkzG6rh_Hr1UbzsPbZEt8DxwK9W381SuCm7h-RU3sEOu5w9dck4CSVnskhvJu6AHESo3ycj6W-T7ACa0d1R5mmFCNzChA5jQVU8TTGiGCR3AhHaermEC5zMUYUITTCjCBKdEmDylGSS3ydGr6eLFrEgbcBRnjE3qouYa3Wdp3b5uteS2FdKWWshG8VYJLUxppJ1UikFvyVpXNa6RCnxwqesGfOU7ZNv33t4jlJuqdGLC9mtXC6D9TelsjXUp0EHWrrlP7sYHd7KMVVZO8iN98NuRh2Rng5k9cs3Ba20fAUdc6cfBbBd30Gs0 |
linkProvider | National Library of Medicine |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Feasibility+of+an+Adaptive+E-Learning+Environment+to+Improve+Provider+Proficiency+in+Essential+and+Sick+Newborn+Care+in+Mwanza%2C+Tanzania&rft.jtitle=medRxiv+%3A+the+preprint+server+for+health+sciences&rft.au=Meaney%2C+Peter&rft.au=Hokororo%2C+Adolfine&rft.au=Ndosi%2C+Hanston&rft.au=Dahlen%2C+Alex&rft.date=2023-07-13&rft_id=info:doi/10.1101%2F2023.07.11.23292406&rft_id=info%3Apmid%2F37502852&rft_id=info%3Apmid%2F37502852&rft.externalDocID=37502852 |