Datasets:

pszemraj
/

scientific_lay_summarisation-elife-norm

article stringlengths 1.95k 164k	summary stringlengths 987 4.09k	section_headings stringclasses 105 values	keywords stringclasses 296 values	year stringdate 2012-01-01 00:00:00 2022-01-01 00:00:00	title stringlengths 30 189	article_length int64 452 51k	summary_length int64 242 870
In temperate climates, winter deaths exceed summer ones. However, there is limited information on the timing and the relative magnitudes of maximum and minimum mortality, by local climate, age group, sex and medical cause of death. We used geo-coded mortality data and wavelets to analyse the seasonality of mortality by...	In the USA, more deaths happen in the winter than the summer. But when deaths occur varies greatly by sex, age, cause of death, and possibly region. Seasonal differences in death rates can change over time due to changes in factors that cause disease or affect treatment. Analyzing the seasonality of deaths can help sci...	Abstract Introduction Results Discussion Materials and methods	epidemiology and global health	2018	National and regional seasonal dynamics of all-cause and cause-specific mortality in the USA from 1980 to 2016	3,749	403
Whether complement dysregulation directly contributes to the pathogenesis of peripheral nervous system diseases, including sensory neuropathies, is unclear. We addressed this important question in a mouse model of ocular HSV-1 infection, where sensory nerve damage is a common clinical problem. Through genetic and pharm...	Most people have likely experienced the discomfort of an eyelash falling onto the surface of their eye. Or that gritty sensation when dust blows into the eye and irritates the surface. These sensations are warnings from sensory nerves in the cornea, the transparent tissue that covers the iris and pupil. Corneal nerves ...	Abstract Introduction Results Discussion Materials and methods	microbiology and infectious disease immunology and inflammation	2019	Complement and CD4+ T cells drive context-specific corneal sensory neuropathy	14,453	490
Variation in the presentation of hereditary immunodeficiencies may be explained by genetic or environmental factors. Patients with mutations in HOIL1 (RBCK1) present with amylopectinosis-associated myopathy with or without hyper-inflammation and immunodeficiency. We report that barrier-raised HOIL-1-deficient mice exhi...	The immune system protects an individual from invading bacteria, viruses and parasites, as well as malfunctioning or cancerous host cells. However, some people inherit genetic defects that cause part of the immune system to be missing or to not work properly. This is called a genetic immunodeficiency, and puts individu...	Abstract Introduction Results Discussion Materials and methods	microbiology and infectious disease immunology and inflammation	2015	Phenotypic complementation of genetic immunodeficiency by chronic herpesvirus infection	17,726	585
Rapid and flexible interpretation of conflicting sensory inputs in the context of current goals is a critical component of cognitive control that is orchestrated by frontal cortex. The relative roles of distinct subregions within frontal cortex are poorly understood. To examine the dynamics underlying cognitive control...	The brain adapts to control our behavior in different ways depending on the specific situation, which is particularly useful when deciding how to interpret conflicting sets of information. The' Stroop task' is a classic demonstration of this process. In this task, individuals are shown words where the color and the mea...	Abstract Introduction Results Discussion Materials and methods	neuroscience	2016	Cascade of neural processing orchestrates cognitive control in human frontal cortex	12,187	436
"Myosin 5a is a dual-headed molecular motor that transports cargo along actin filaments. By followin(...TRUNCATED)	"Cells use motor proteins that to move organelles and other cargos from one place to another. The my(...TRUNCATED)	Abstract Introduction Results Discussion Materials and methods	structural biology and molecular biophysics	2015	"Structural dynamics of myosin 5 during processive motion revealed by interferometric scattering mic(...TRUNCATED)	13,922	454
"The latent reservoir is a major barrier to HIV cure. As latently infected cells cannot be phenotype(...TRUNCATED)	"There is no cure for the human immunodeficiency virus infection (HIV), but anti-retroviral drugs al(...TRUNCATED)	Abstract Introduction Results Discussion Materials and methods	microbiology and infectious disease	2020	Phenotypic analysis of the unstimulated in vivo HIV CD4 T cell reservoir	16,243	595
"Object manufacture in insects is typically inherited, and believed to be highly stereotyped. Optimi(...TRUNCATED)	"Male tree crickets produce sounds at a specific pitch to attract females. The louder the call, the (...TRUNCATED)	Abstract Introduction Results Discussion Materials and methods	ecology computational and systems biology	2017	Tree crickets optimize the acoustics of baffles to exaggerate their mate-attraction signal	6,671	569
"Missense mutations of valosin-containing protein (VCP) cause an autosomal dominant disease known as(...TRUNCATED)	"A disease called “inclusion body myopathy, Paget disease and frontotemporal dementia (IBMPFD) ”(...TRUNCATED)	Abstract Introduction Results Discussion Materials and methods	neuroscience	2017	"Valosin-containing protein (VCP/p97) inhibitors relieve Mitofusin-dependent mitochondrial defects d(...TRUNCATED)	24,365	477
"Mammals produce volatile odours that convey different types of societal information. In Homo sapien(...TRUNCATED)	"Human body odour contains a number of chemicals, but the most pungent and recognisable are thioalco(...TRUNCATED)	Abstract Introduction Results Discussion Materials and methods	structural biology and molecular biophysics microbiology and infectious disease	2018	Structural basis of malodour precursor transport in the human axilla	14,273	385
"Monocytes are phagocytic effector cells in the blood and precursors of resident and inflammatory ti(...TRUNCATED)	"White blood cells form part of the immune system, which protects the body against infectious diseas(...TRUNCATED)	Abstract Introduction Results Discussion Materials and methods	cell biology immunology and inflammation	2015	Immune surveillance of the lung by migrating tissue monocytes	16,431	384

End of preview. Expand in Data Studio

YAML Metadata Warning:The task_categories "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

scientific_lay_summarisation - elife - normalized

This is the "elife" split. For more words, refer to the PLOS split README

load with datasets:

from datasets import load_dataset

# If the dataset is gated/private, make sure you have run huggingface-cli login
dataset = load_dataset("pszemraj/scientific_lay_summarisation-elife-norm")
dataset

Output:

DatasetDict({
    train: Dataset({
        features: ['article', 'summary', 'section_headings', 'keywords', 'year', 'title', 'article_length', 'summary_length'],
        num_rows: 4346
    })
    test: Dataset({
        features: ['article', 'summary', 'section_headings', 'keywords', 'year', 'title', 'article_length', 'summary_length'],
        num_rows: 241
    })
    validation: Dataset({
        features: ['article', 'summary', 'section_headings', 'keywords', 'year', 'title', 'article_length', 'summary_length'],
        num_rows: 241
    })
})