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An Ensemble Learning Approach to Improving Prediction of Case Duration for Spine Surgery: Algorithm Development and Validation

JMIR Perioperative Medicine(2022)10.2196/39650Source: DataRank Database

An Ensemble Learning Approach to Improving Prediction of Case Duration for Spine Surgery: Algorithm Development and Validation is a research paper published in JMIR Perioperative Medicine (2022). On theSindex it has a DataRank of 0. It has been cited 25 times.

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0DataRank · unranked

Scored on demand from live citation data

Open Access25 citations

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›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Funding (4 grants)Impact (FWCI 4.83)OA: goldTopics (54)IDs (PubMed, PMC, OpenAlex)SDGs (1)

FAIR Checklist

Context only (not used in score)

Findable (1/2)

Has DOI

Accessible (1/2)

Open Access

Interoperable (0/2)

Reusable (0/3)

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Authors (7)

Bhavya Harjai ORCID,Sierra Simpson ORCID,Austin L. Du ORCID,Jeffrey Tully ORCID,Olivier George ORCID

Live enrichment

PubMed:36701181 PMC:PMC9912154 OpenAlex:https://openalex.org/W4313204828

NIDA NIH HHS

Grant: U01 DA043799

NIDA NIH HHS

Grant: U01 DA044451

National Institutes of Health

Grant: 3U01DA043799-02S1

Identification of Genetic Variants that Contribute to Compulsive Cocaine Intake in Rats

National Institutes of Health

Grant: 7U01DA044451-03

Use of Next-Gen Sequencing to Identify Genetic Variants that Influence compulsiveOxycodone Intake in Outbred Rats

FWCI

4.83

Citation Percentile

1.0%

Citation Trend

2023

2024

2025

2026

goldLicense: cc-by

journalhttps://jmir.org/api/download?alt_name=periop_v6i1e39650_app1.pdf&filename=883202352bc1d31688fe552188ffcdf9.pdf

publisherhttps://jmir.org/api/download?alt_name=periop_v6i1e39650_app1.pdf&filename=883202352bc1d31688fe552188ffcdf9.pdf

publisherhttps://periop.jmir.org/2023/1/e39650

journalhttps://doi.org/10.2196/39650

repositoryhttps://pubmed.ncbi.nlm.nih.gov/36701181

Fields of Study

Healthcare Operations and Scheduling OptimizationSurgical Simulation and TrainingTotal Knee Arthroplasty Outcomes03 medical and health sciences0302 clinical medicine

Keywords

Random forestMean squared errorGradient boostingStatisticsVariance (accounting)MathematicsLinear regressionRegressionEnsemble learningMetric (unit)Machine learningAlgorithmArtificial intelligenceComputer scienceEngineeringOperations managementLearningSpineModelEstimationSurgeryTimeCaseAccuracyPatientOperating RoomSpine SurgerySurgeonOperating Room EfficiencyPrediction AccuracyCase DurationRD1-811Clinical SciencesComputer applications to medicine. Medical informaticsR858-859.7Bioengineering616Machine Learning and Artificial Intelligence61732 Biomedical and Clinical Sciences (for-2020)3202 Clinical Sciences (for-2020)Original PaperNetworking and Information Technology R&D (NITRD) (rcdc)Biomedical and Clinical SciencesPatient Safety (rcdc)Bioengineering (rcdc)Networking and Information Technology R&D (NITRD)Patient SafetyMachine Learning and Artificial Intelligence (rcdc)

Sustainable Development Goals

SDG 0: No poverty