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Application of machine learning to predict reduction in total PANSS score and enrich enrollment in schizophrenia clinical trials

Clinical and Translational Science(2021)10.1111/cts.13035Source: DataRank Database

Application of machine learning to predict reduction in total PANSS score and enrich enrollment in schizophrenia clinical trials is a research paper published in Clinical and Translational Science (2021). On theSindex it has a DataRank of 0. It has been cited 15 times.

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0DataRank · unranked

Scored on demand from live citation data

Open Access15 citations

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›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Impact (FWCI 1.18)OA: goldTopics (48)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)

Rebecca Silvola ORCID,Violeta Rodriguez‐Romero ORCID,Richard F. Bergstrom ORCID,Majid Vakilynejad ORCID,Robert R. Bies ORCID

Live enrichment

PubMed:33939284 PMC:PMC8504834 OpenAlex:https://openalex.org/W3159255475

FWCI

1.18

Citation Percentile

0.8%

Citation Trend

2021

2023

2024

2025

2026

goldLicense: cc-by-nc

journalhttps://doi.org/10.1111/cts.13035

publisherhttps://doi.org/10.1111/cts.13035

publisherhttps://onlinelibrary.wiley.com/doi/pdf/10.1111/cts.13035

publisherhttps://onlinelibrary.wiley.com/doi/full-xml/10.1111/cts.13035

publisherhttps://ascpt.onlinelibrary.wiley.com/doi/pdf/10.1111/cts.13035

Fields of Study

Schizophrenia research and treatmentMental Health Research TopicsHealth Systems, Economic Evaluations, Quality of LifeAdolescentAdultAgedAntipsychotic AgentsClinical Trials, Phase II as TopicDatasets as TopicFemaleHumansMachine LearningMaleMiddle AgedPatient SelectionProof of Concept StudySchizophreniaTreatment OutcomeYoung Adult

MeSH Terms

Machine LearningProof of Concept StudyAdolescentAdultAgedFemaleHumansMaleMiddle AgedSchizophreniaAntipsychotic AgentsTreatment OutcomeClinical Trials, Phase II as TopicPatient SelectionYoung AdultDatasets as Topic

Keywords

Positive and Negative Syndrome ScaleClinical trialSchizophrenia (object-oriented programming)Machine learningFalse positive paradoxMedicineDecision treeRandom forestArtificial intelligenceComputer sciencePsychiatryInternal medicinePsychosis

Sustainable Development Goals

SDG 0: No poverty