المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/journal_contribution/ICD_codes_for_heart_failure_outcome_/17160740

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.s004

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/journal_contribution/Comparison_of_incidence_of_HF_using_study_definition_2_outpatient_or_1_inpatient_ICD_code_assignment_2b_versus_observed_incidences_from_the_Framingham_Heart_Study_2a_/17160746

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.s005

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/figure/Model_calibration_curve_/17160728

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.s001

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/dataset/All_features_considered_in_final_model_/17160758

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.s007

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/figure/Exploratory_analysis_Model_performance_after_addition_of_class_weights_and_elimination_of_feature_prefiltering_/17160737

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.s003

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/figure/Exploratory_analysis_Modification_of_outcome_criteria_to_only_1_inpatient_or_outpatient_heart_failure_code_/17160734

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.s002

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/dataset/TRIPOD_prediction_algorithm_checklist_/17160752

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.s006

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/figure/Cohort_identification_discovery_and_validation_cohorts_/17160764

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.g001

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/figure/Final_model_discovery_and_validation_characteristics_/17160767

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.g002

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/dataset/Baseline_characteristics_of_discovery_and_validation_cohorts_/17160770

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.t001

المؤلفون: Son Q. Duong (11824808), Le Zheng (810921), Minjie Xia (539625), Bo Jin (169366), Modi Liu (11824811), Zhen Li (49109), Shiying Hao (659634), Shaun T. Alfreds (11824814), Karl G. Sylvester (7335356), Eric Widen (659643), Jeffery J. Teuteberg (11824817), Doff B. McElhinney (3597206), Xuefeng B. Ling (7486100)

مصطلحات موضوعية: Medicine, Biotechnology, Cancer, Hematology, Infectious Diseases, Virology, Computational Biology, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, onset heart failure, high healthcare utilization, health information exchange, targeted resource allocation, hf prediction tool, hf disease burden, risk stratification tool, +new%22">xlink "> new, preventative care resources, one inpatient code, increased risk incident, hf may allow, model developed incident, %22">xlink ">, focused allocation, emr resources, clinical care, hf defined, hf cases, reduce incident

Relation: https://figshare.com/articles/dataset/Top_25_most_important_features_from_final_model_of_339_total_features_selected_/17160776

الاتاحة: https://doi.org/10.1371/journal.pone.0260885.t002