Collection description

None

Subject species

homo sapiens

Modality

fMRI-BOLD

Cognitive paradigm (task)

rest eyes open

Map type

Z

P-value >0.1, mean that there was no significant difference between adjacent groups.*P-value P-value >0.05, mean that there was difference between adjacent groups, but the difference was not significant.

Modeled data from the Texas Water Development Board's Groundwater Availability Models (GAMs) used for the recharge uncertainty analysis. It contains each one of the head files for the 15 GAMs utilized for the analysis and the 11 recharge scenarios modeled in each one of them (50 to 150% in 10% increments). The river data reflects each river that crosses into each GAM and the baseflow data for each one of them, the mean baseflow for each recharge scenario, and the standard deviation.

Folder containing executable R-script for O'Brien et al. 2019 Crocodylian Head Width Allometry. Includes subfolder with all data files necessary to replicate the analysis presented in the paper, as well as the code for BayesModelS written by Nunn and Zhu (2014). Note that Montsecosuchus deperetti is coded as its synonym, Alligatorium (Vidal, 1915) in the included R-script.

Complete R code for manuscript titled "Real-world effectiveness of novel hormonal agents and docetaxel in patients with prostate cancer: a head-to-head comparison"

This dataset is the fluentspeechcommands dataset, formatted in the WebDataset format. WebDataset files are essentially tar archives, where each example in the dataset is represented by a pair of files: a WAV audio file and a corresponding JSON metadata file. The JSON file contains the class label and other relevant information for that particular audio sample.

$ tar tvf fluentspeechcommands_train_0000000.tar |head
-r--r--r-- bigdata/bigdata 174 2025-01-17 07:20 48fac300-45c8-11e9-8ec0-7bf21d1cfe30.json
-r--r--r-- bigdata/bigdata 131116 2025-01-17 07:20 48fac300-45c8-11e9-8ec0-7bf21d1cfe30.wav
-r--r--r-- bigdata/bigdata  136 2025-01-17 07:20 3f770360-44e3-11e9-bb82-bdba769643e7.json
-r--r--r-- bigdata/bigdata 71376 2025-01-17 07:20 3f770360-44e3-11e9-bb82-bdba769643e7.wav
-r--r--r-- bigdata/bigdata  132 2025-01-17 07:20 3ea38ea0-4613-11e9-bc65-55b32b211b66.json
-r--r--r-- bigdata/bigdata 68310 2025-01-17 07:20 3ea38ea0-4613-11e9-bc65-55b32b211b66.wav
-r--r--r-- bigdata/bigdata  143 2025-01-17 07:20 61578420-45ea-11e9-b578-494a5b19ab8b.json
-r--r--r-- bigdata/bigdata 89208 2025-01-17 07:20 61578420-45ea-11e9-b578-494a5b19ab8b.wav
-r--r--r-- bigdata/bigdata  132 2025-01-17 07:20 c4595690-4520-11e9-a843-8db76f4b5e29.json
-r--r--r-- bigdata/bigdata 76502 2025-01-17 07:20 c4595690-4520-11e9-a843-8db76f4b5e29.wav

$ cat 48fac300-45c8-11e9-8ec0-7bf21d1cfe30.json 
{"speakerId": "52XVOeXMXYuaElyw", "transcription": "I need to practice my English. Switch the language", "action": "change language", "object": "English", "location": "none"}

The North Atlantic Marine Boundary Layer Experiment (NAMBLEX) campaign was conducted at Mace Head in Ireland from 24 July 2002 to 3 September 2002. During this campaign a suite of instruments, including several from the Universities Facility for Atmospheric Measurements (UFAM). This dataset consists of j(HCHO-R) readings taken every minute from the University of Leicester's spectral radiometer.

This dataset includes surface underway data collected from R/V Ryofu Maru III cruises in the Pacific Ocean from 2020-01-10 to 2020-11-03. These data include partial pressure of carbon dioxide in the water, barometric pressure, sea surface salinity and sea surface temperature. The instruments used to collect these data include carbon dioxide (CO2) gas analyzer, shower head chamber equilibrator for autonomous carbon dioxide (CO2) measurement.

This dataset consists of surface underway ocean measurements of fugacity of carbon dioxide (fCO2), salinity, and sea surface temperature collected during R/V Roger Revelle cruises in the Pacific Ocean from 2022-05-01 to 2023-01-24. These measurements were collected with support from NOAA's Climate Program Office (CPO).

Sample Kinematic and Kinetic Data

Subject: 50-kg woman
Activity: Walking sampled at 120 Hz; one cycle from right foot touchdown to right foot
touchdown
Markers: Head, R shoulder, R elbow, R wrist, R hand, R crest (IC), R greater trochanter
(GT), R knee, R ankle, R heel, R fifth metatarsal (met), and R toe
Stride events: Right foot touchdown (RTD), left foot touchdown (LTD), and right foot
toe-off (RTO)

This dataset consists of surface underway ocean measurements of fugacity of carbon dioxide (fCO2), salinity, and sea surface temperature collected during R/V Thomas G. Thompson cruises in the North and South Atlantic and Pacific Oceans from 2021-01-27 to 2021-12-30. Cruise names and (Expocodes): TN387 (325020210127), TN389 (325020210316), TN390 (325020210420), TN397 (325020211119), TN398 (325020211218). These measurements were collected with support from NOAA's Climate Program Office (CPO).

This dataset is the gtzan_genre dataset, formatted in the WebDataset format. WebDataset files are essentially tar archives, where each example in the dataset is represented by a pair of files: a WAV audio file and a corresponding JSON metadata file. The JSON file contains the class label and other relevant information for that particular audio sample.

$ tar tvf gtzan_fold_0_0000000.tar |head 
-r--r--r-- bigdata/bigdata 17 2025-01-10 15:06 jazz_00007.json
-r--r--r-- bigdata/bigdata 1323632 2025-01-10 15:06 jazz_00007.wav
-r--r--r-- bigdata/bigdata   17 2025-01-10 15:06 jazz_00006.json
-r--r--r-- bigdata/bigdata 1323632 2025-01-10 15:06 jazz_00006.wav
-r--r--r-- bigdata/bigdata   18 2025-01-10 15:06 blues_00006.json
-r--r--r-- bigdata/bigdata 1323632 2025-01-10 15:06 blues_00006.wav
-r--r--r-- bigdata/bigdata   19 2025-01-10 15:06 reggae_00005.json
-r--r--r-- bigdata/bigdata 1323632 2025-01-10 15:06 reggae_00005.wav
-r--r--r-- bigdata/bigdata   19 2025-01-10 15:06 reggae_00002.json
-r--r--r-- bigdata/bigdata 1323632 2025-01-10 15:06 reggae_00002.wav

$ cat jazz_00007.json 
{"genre": "jazz"}

BackgroundIn first-line systemic therapy for unresectable recurrent and/or metastatic squamous cell carcinoma of the head and neck (R/M SCCHN), regimens are generally selected by time-to-relapse with 6 months cutoff after platinum (Pt)-containing definitive therapy, Pt-refractory or Pt-sensitive recurrence, but clinical characteristics between Pt-refractory and Pt-sensitive recurrence of R/M SCCHN has not been fully investigated. This study aimed to evaluate pattern of recurrence and efficacy for salvage treatment for recurrence after Pt-containing definitive therapy for R/M SCCHN in a real-world setting.MethodsWe retrospectively reviewed 150 patients treated with Pt-containing definitive therapy and analyzed the pattern of recurrence and efficacy of salvage therapy for 63 patients with R/M SCCHN.ResultsPt-refractory recurrence, Pt-sensitive recurrence, second primary cancer (SPC), and no relapse occurred in 23.3%, 18.7%, 14.7%, and 43.3% of patients, respectively. In the cases with distant metastatic recurrence, symptomatic recurrence was significantly more common in the Pt-refractory recurrence, while asymptomatic recurrence was significantly more common in the Pt-sensitive recurrence. The timing of detection of SPC was after 2 years in 59.0% of cases after the completion of definitive therapy and 63.6% of SPC were asymptomatic. There was a significant difference in ΔNLR2 (NLR after definitive therapy minus NLR at detection recurrence; p = 0.028) and in prognosis after the detection of recurrence for the overall population (p = 0.021), and for salvage treatment group (p = 0.023), and systemic therapy group (p = 0.003) between Pt-refractory and Pt-sensitive groups.Conclusions and SignificanceOur analysis revealed the recurrence pattern after Pt-containing definitive therapy and showed the validity of dividing patients into Pt-refractory and Pt-sensitive recurrence with different prognosis in salvage therapy, especially systemic therapy.

Video analysis of head impacts in top-level female football players during one season. Registration of both header and non-headers as well as analysis of of situation, mechanism and outcome of non-headers. Events that were suspected to be head injuries on video were compared with reports from the team medical staff. Data available in this repository are anonymized for data protection purposes, and not all analyses are reproducible. The codebook file shows which values describe which categories in the variabeles in the data set. Code is available for transparency, in files "descriptives.R", "header_vs_non-header.R" and "player_characteristics_and_age_analysis.R". Appendix file - R code output shows the results of the analyses conducted on the pseudo-anonymous data, and is the same as the one available with the article.

This dataset includes surface underway data collected from R/V Keifu Maru II in the Pacific Ocean, East China Sea and Sea of Japan, from 2020-04-07 to 2020-12-19. These data include barometric pressure, partial pressure of carbon dioxide - atmosphere, partial pressure of carbon dioxide - water, sea surface salinity and sea surface temperature. The instruments used to collect these data include carbon dioxide (CO2) gas analyzer, shower head chamber equilibrator for autonomous carbon dioxide (CO2) measurement.

Head stabilization is fundamental for balance during locomotion but can be impaired in elderly or diseased populations. Previous studies have identified several parameters of head stability with possible diagnostic value in a laboratory setting. Recently, the ecological validity of measures obtained in such controlled contexts has been called into question. The aim of this study was to investigate the ecological validity of previously described parameters of head stabilization in a real-world setting. Ten healthy subjects participated in the study. Head and trunk movements of each subject were recorded with inertial measurement units (IMUs) for a period of at least 10 h. Periods of locomotion were extracted from the measurements and predominant frequencies, root mean squares (RMSs) and bout lengths were estimated. As parameters of head stabilization, attenuation coefficients (ACs), harmonic ratios (HRs), coherences, and phase differences were computed. Predominant frequencies were distributed tightly around 2 Hz and ACs, HRs, and coherences exhibited the highest values in this frequency range. All head stability parameters exhibited characteristics consistent with previous reports, although higher variances were observed. These results suggest that head stabilization is tuned to the 2 Hz fundamental frequency of locomotion and that previously described measures of head stability could generalize to a real-world setting. This is the first study to address the ecological validity of these measures, highlighting the potential use of head stability parameters as diagnostic tools or outcome measures for clinical trials. The low cost and ease of use of the IMU technology used in this study could additionally be of benefit for a clinical application.

For the paper "Technical Development and In Silico Implementation of SyntheticMR in Head and Neck Adaptive Radiation Therapy: A Prospective R-IDEAL Stage 0/1 Technology Development Report" found at: https://doi.org/10.1101/2024.08.29.24312591This dataset contains the unprocessed DICOM images generated from the SyntheticMR sequence. In other words, these are the scanner reconstructed images prior to SyMRI processing. The data is organized as follows:MR-Sim--> Phantom (repetition 1, repetition 2), Volunteer 1, Volunteer 2, PatientMR-Linac (coarse)--> Phantom (repetition 1, repetition 2), Volunteer 1MR-Linac (fine)--> Phantom (repetition 1, repetition 2), Volunteer 1The code to reproduce the analysis from the paper is at: https://github.com/Lucas-Mc/SyntheticMR_R-IDEAL_0-1Each respective folder will contain a raw.zip and rt_structs.seg.nrrd file for the imaging data and segmentation data, respectively. To complete the full dataset for the GitHub code, unzip the raw.zip file, upload the resulting folder to SyMRI (I used StandAlone 11.3.11), and save the T2w stack and T1T2PD SyMaps to the same folder as shown in the GitHub folder structure. Make sure to use the phantom setting or brain setting for the maps depending on the image being processed as incorrect choices here will result in erroneous values. Rename the folders as described there.

Least square means (± SEM) of visual analog scale (VAS), leg movement, vocalizations and head movement during surgical castration and feeding behaviour after castration of weaned Angus crossbred calves with (M) or without (N) a single s.c. meloxicam injection and with (L) or without (R) a lidocaine ring block1.

Pharmacokinetic (PK) parameters of meloxicam following s.c. administration of meloxicam at the dose rate of 0.5 mg/kg in calves (n = 8).