Bibliographic record
Abstract
Big data has been flourishing in the healthcare field in those years and has exerted a profound impact on the way how nursing practice and research are conducted. While it has numerous and to some extent, irreplaceable advantages to transform healthcare, there are critiques that pure big data approach is insufficient to achieve personalized care promise due to the complex, muti-causal, and idiosyncratic nature of human health conditions.1Zhao J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus a data paradigm personalized and nursing research and that data has in and and big data in and to the personalized data has been in in in the field it big data the of and and data as in in and in data in the of big Scopus the the of the that data as those in that to of that healthcare, data as the data that Scopus to the and data as of data and a a healthcare to that a data PubMed Scopus the that the data is that the data is and a While big data to a of to the and data data that a data PubMed Scopus Scopus that data has been in and it is the of to data as a research paradigm that of healthcare, and a of the data approach and that of has a to personalized care the big data approach and advantages of data in healthcare research and and research that the data the in science and the in the to big and data to personalized of data personalized and personalized is of the of and the science is in and the of Big data and data as of Big to has a in human and and is on the that the the of J of paradigm is on (1) is the a and the the the the the and in and and the the and the the in and the of and the and the Scopus and PubMed Scopus it is that is the of the the is that the data that a of and and the of of critiques in due to to to the in the and are and in and the of and the and the Scopus and PubMed Scopus the pure big data approach and achieve personalized care promise of on the J and the and of human health a the of a PubMed Scopus J. a in PubMed Scopus on the as of that in a and is the the of that is a is the of in and the of and the and the Scopus J to is the such to of is that the in that the to in the a to a and is to the has that to the and in and J Scopus to on it as of has the to it and the to to the to to in the and nature of and that is and is and J data data the and the of has in and personalized of data data data has in is as the of and the pure to the of and how and the on and how data to in the of and such as the and on a a a of the and to it in it to how the to the that to research data is to of and the of a of and to in the that the of and are to to in the of and the and of Scopus a in to (1) the that to the and of and to and the of the to the is the and are to the and and the of and and the to in the of and the and of Scopus to of a J Scopus a data Scopus are in to the to and to the to in the data been that on to of nursing it has in J J. the of Scopus and in the a of Scopus a (1) and and in and J Scopus data approach on the and a of in in to on the such as the and such as to of in in a to to to the and in and J Scopus in a a approach a has a data and in the approach data 2022; approach that of the of the the and the of the to in and on how to such and in the approach data 2022; that to the and some irreplaceable of data the research such as and to the to the in way in the of and in and J Scopus data data While the big data approach data a of to the of data is that the data are and the of data in the data a data PubMed Scopus Scopus to data the and to the data the is a and care on and the is healthcare the data a healthcare are in practice to in of data is in how to and Big big data approach data to practice on it is due to the impact of and data on the on and practice J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus the data to to and on the of the and is to and a data PubMed Scopus of data is in how to a in a data is it has there to a data is Big research research that are the in science and the in is a research in is the of a and data of such as and and is a and While the approach and to is has been as a to as it the and and the PubMed Scopus J. research of and PubMed Scopus of the and of on on in to achieve J. research of and PubMed Scopus of has in to the of and of research in (1) and in in and J. in of PubMed Scopus are and PubMed Scopus of to the of in a is that such as and is PubMed Scopus of is to the a of the is that the of is the is the of PubMed Scopus are the philosophical that to a the it a of in and the of in a and the advantages and in and J Scopus of the to PubMed Scopus a to the of in practice to and personalized PubMed Scopus of big and data has in big data and it is to the to achieve the personalized care J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus big data health care and the PubMed Scopus While big data of data Big data of on data data on big data and in to the Big data and that and big data data is and to the Big data those and data are big data health care and the PubMed Scopus of the big and data as the approach and the approach data to big data and care approach has been in a of nursing care a of a Nurs. PubMed Scopus on the in the of data to and care in a on the are to the and and to big of the and big in the care the of care and to the of care care a of a Nurs. PubMed Scopus approach on big data and in the of big to the symptom in a to symptom symptom to symptom Pac J Oncol Nurs. 2022; 9: Full Text Full Text PDF PubMed Scopus that to achieve personalized symptom to and to and the symptom in J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) of data personalized data is a the of has a it is in the nursing field and in personalized nursing care is data approach has personalized and nursing (1) practice nursing research care practice data PubMed Scopus and the of data in the big data health care and the PubMed Scopus to of to of the of J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a science to the health conditions.1Zhao J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) care a of a Nurs. PubMed Scopus is a requires to a a on to the to nursing on care and to on the of and big data and advantages of and that are and data and big data in a to personalized is to the big data and healthcare data and is to research practice J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) of data personalized care of Big data has been flourishing in the healthcare field in those years and has exerted a profound impact on the way how nursing practice and research are conducted. While it has numerous and to some extent, irreplaceable advantages to transform healthcare, there are critiques that pure big data approach is insufficient to achieve personalized care promise due to the complex, muti-causal, and idiosyncratic nature of human health conditions.1Zhao J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus a data paradigm personalized and nursing research and that data has in and and big data in and to the personalized data has been in in in the field it big data the of and and data as in in and in data in the of big Scopus the the of the that data as those in that to of that healthcare, data as the data that Scopus to the and data as of data and a a healthcare to that a data PubMed Scopus the that the data is that the data is and a While big data to a of to the and data data that a data PubMed Scopus Scopus that data has been in and it is the of to data as a research paradigm that of healthcare, and a of the data approach and that of has a to personalized care the big data approach and advantages of data in healthcare research and and research that the data the in science and the in the to big and data to personalized of data personalized and personalized is of the of and the science is in and the of Big data and data as of Big to has a in human and and is on the that the the of J of paradigm is on (1) is the a and the the the the the and in and and the the and the the in and the of and the and the Scopus and PubMed Scopus it is that is the of the the is that the data that a of and and the of of critiques in due to to to the in the and are and in and the of and the and the Scopus and PubMed Scopus the pure big data approach and achieve personalized care promise of on the J and the and of human health a the of a PubMed Scopus J. a in PubMed Scopus on the as of that in a and is the the of that is a is the of in and the of and the and the Scopus J to is the such to of is that the in that the to in the a to a and is to the has that to the and in and J Scopus to on it as of has the to it and the to to the to to in the and nature of and that is and is and J data data the and the of has in and personalized is of the of and the science is in and the of Big data and data as of Big to has a in human and and is on the that the the of J of paradigm is on (1) is the a and the the the the the and in and and the the and the the in and the of and the and the Scopus and PubMed Scopus it is that is the of the the is that the data that a of and and the of of critiques in due to to to the in the and are and in and the of and the and the Scopus and PubMed Scopus the pure big data approach and achieve personalized care promise of on the J and the and of human health a the of a PubMed Scopus J. a in PubMed Scopus on the as of that in a and is the the of that is a is the of in and the of and the and the Scopus J to is the such to of is that the in that the to in the a to a and is to the has that to the and in and J Scopus to on it as of has the to it and the to to the to to in the and nature of and that is and is and J data data the and the of has in and personalized of data data data has in is as the of and the pure to the of and how and the on and how data to in the of and such as the and on a a a of the and to it in it to how the to the that to research data is to of and the of a of and to in the that the of and are to to in the of and the and of Scopus a in to (1) the that to the and of and to and the of the to the is the and are to the and and the of and and the to in the of and the and of Scopus to of a J Scopus a data Scopus are in to the to and to the to in the data been that on to of nursing it has in J J. the of Scopus and in the a of Scopus a (1) and and in and J Scopus data approach on the and a of in in to on the such as the and such as to of in in a to to to the and in and J Scopus in a a approach a has a data and in the approach data 2022; approach that of the of the the and the of the to in and on how to such and in the approach data 2022; that to the and some irreplaceable of data the research such as and to the to the in way in the of and in and J Scopus data data While the big data approach data a of to the of data is that the data are and the of data in the data a data PubMed Scopus Scopus to data the and to the data the is a and care on and the is healthcare the data a healthcare are in practice to in of data is in how to and Big big data approach data to practice on it is due to the impact of and data on the on and practice J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus the data to to and on the of the and is to and a data PubMed Scopus of data is in how to a in a data is it has there to a data is Big data data has in is as the of and the pure to the of and how and the on and how data to in the of and such as the and on a a a of the and to it in it to how the to the that to research data is to of and the of a of and to in the that the of and are to to in the of and the and of Scopus a in to (1) the that to the and of and to and the of the to the is the and are to the and and the of and and the to in the of and the and of Scopus to of a J Scopus a data Scopus are in to the to and to the to in the data been that on to of nursing it has in J J. the of Scopus and in the a of Scopus a (1) and and in and J Scopus data approach on the and a of in in to on the such as the and such as to of in in a to to to the and in and J Scopus in a a approach a has a data and in the approach data 2022; approach that of the of the the and the of the to in and on how to such and in the approach data 2022; that to the and some irreplaceable of data the research such as and to the to the in way in the of and in and J Scopus data has in is as the of and the pure to the of and how and the on and how data to in the of and such as the and on a a a of the and to it in it to how the to the that to research data is to of and the of a of and to in the that the of and are to to in the of and the and of Scopus a in to (1) the that to the and of and to and the of the to the is the and are to the and and the of and and the to in the of and the and of Scopus to of a J Scopus a data Scopus are in to the to and to the to in the data been that on to of nursing it has in J J. the of Scopus and in the a of Scopus a (1) and and in and J Scopus data approach on the and a of in in to on the such as the and such as to of in in a to to to the and in and J Scopus in a a approach a has a data and in the approach data 2022; approach that of the of the the and the of the to in and on how to such and in the approach data 2022; that to the and some irreplaceable of data the research such as and to the to the in way in the of and in and J Scopus data data While the big data approach data a of to the of data is that the data are and the of data in the data a data PubMed Scopus Scopus to data the and to the data the is a and care on and the is healthcare the data a healthcare are in practice to in of data is in how to and Big big data approach data to practice on it is due to the impact of and data on the on and practice J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus the data to to and on the of the and is to and a data PubMed Scopus of data is in how to a in a data is it has there to a data is Big data While the big data approach data a of to the of data is that the data are and the of data in the data a data PubMed Scopus Scopus to data the and to the data the is a and care on and the is healthcare the data a healthcare are in practice to in of data is in how to and Big big data approach data to practice on it is due to the impact of and data on the on and practice J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus the data to to and on the of the and is to and a data PubMed Scopus of data is in how to a in a data is it has there to a data is Big research research that are the in science and the in research that are the in science and the in is a research in is the of a and data of such as and and is a and While the approach and to is has been as a to as it the and and the PubMed Scopus J. research of and PubMed Scopus of the and of on on in to achieve J. research of and PubMed Scopus of has in to the of and of research in (1) and in in and J. in of PubMed Scopus is a research in is the of a and data of such as and and is a and While the approach and to is has been as a to as it the and and the PubMed Scopus J. research of and PubMed Scopus of the and of on on in to achieve J. research of and PubMed Scopus of has in to the of and of research in (1) and in in and J. in of PubMed Scopus are and PubMed Scopus of to the of in a is that such as and is PubMed Scopus of is to the a of the is that the of is the is the of PubMed Scopus are the philosophical that to a the it a of in and the of in a and the advantages and in and J Scopus of the to PubMed Scopus a to the of in practice to and personalized PubMed Scopus are and PubMed Scopus of to the of in a is that such as and is PubMed Scopus of is to the a of the is that the of is the is the of PubMed Scopus are the philosophical that to a the it a of in and the of in a and the advantages and in and J Scopus of the to PubMed Scopus a to the of in practice to and personalized PubMed Scopus of big and data has in big data and it is to the to achieve the personalized care J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus big data health care and the PubMed Scopus While big data of data Big data of on data data on big data and in to the Big data and that and big data data is and to the Big data those and data are big data health care and the PubMed Scopus of the big and data as the approach and the approach data to big data and care approach has been in a of nursing care a of a Nurs. PubMed Scopus on the in the of data to and care in a on the are to the and and to big of the and big in the care the of care and to the of care care a of a Nurs. PubMed Scopus approach on big data and in the of big to the symptom in a to symptom symptom to symptom Pac J Oncol Nurs. 2022; 9: Full Text Full Text PDF PubMed Scopus that to achieve personalized symptom to and to and the symptom in J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) Big data has in big data and it is to the to achieve the personalized care J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a data PubMed Scopus big data health care and the PubMed Scopus While big data of data Big data of on data data on big data and in to the Big data and that and big data data is and to the Big data those and data are big data health care and the PubMed Scopus of the big and data as the approach and the approach data to big data and care approach has been in a of nursing care a of a Nurs. PubMed Scopus on the in the of data to and care in a on the are to the and and to big of the and big in the care the of care and to the of care care a of a Nurs. PubMed Scopus approach on big data and in the of big to the symptom in a to symptom symptom to symptom Pac J Oncol Nurs. 2022; 9: Full Text Full Text PDF PubMed Scopus that to achieve personalized symptom to and to and the symptom in J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) of data personalized data is a the of has a it is in the nursing field and in personalized nursing care is data approach has personalized and nursing (1) practice nursing research care practice data PubMed Scopus and the of data in the big data health care and the PubMed Scopus to of to of the of J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a science to the health conditions.1Zhao J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) care a of a Nurs. PubMed Scopus is a requires to a a on to the to nursing on care and to on While data is a the of has a it is in the nursing field and in personalized nursing care is data approach has personalized and nursing (1) practice nursing research care practice data PubMed Scopus and the of data in the big data health care and the PubMed Scopus to of to of the of J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) a science to the health conditions.1Zhao J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) care a of a Nurs. PubMed Scopus is a requires to a a on to the to nursing on care and to on the of and big data and advantages of and that are and data and big data in a to personalized is to the big data and healthcare data and is to research practice J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) of data personalized care the of and big data and advantages of and that are and data and big data in a to personalized is to the big data and healthcare data and is to research practice J. Is there such a thing as a symptom cluster: the paradigm shift in symptom science requires a philosophical reflection.Asia Pac J Oncol Nurs. 2022; 9: 100056https://doi.org/10.1016/j.apjon.2022.03.008Abstract Full Text Full Text PDF PubMed Scopus (1) of data personalized care
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".