cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30691859.v1
title: Figure 4 – Source Data (TF synaptic transmission and oRRPTF analysis)

description: This dataset contains the raw numerical values used to generate all panels of Figure 4, which examines thalamofrontal (TF) synaptic transmission following chronic NMDAR hypofunction using optogenetics, whole-cell recordings, and single-unit activity analyses.<br>Included data:- Optogenetically evoked EPSCs during 10 Hz stimulation (Panels 4a–d), including peak amplitudes, paired-pulse ratios, and normalized response amplitudes.- Single-unit activity recorded in dmPFC during mediodorsal thalamus (MD) electrical stimulation (Panels 4e–h), including spike counts per bin and peri-stimulus histograms at 0.1 Hz and 10 Hz stimulation.- Readily releasable pool of TF synapses (oRRP<sub>TF</sub>) during 1 s optogenetic stimulation (Panels 4i–l), including fast component charge, refilling current, nonlinear charge–stimulation power relationships, normalized pool unit (PU) values, and summary measures at saturating intensity.<br>Structure:- Each worksheet corresponds to a panel or measurement type.- All values represent unprocessed raw data directly used to generate the figure.<br>This dataset enables full reproduction of the TF synaptic transmission and vesicle pool analyses presented in Figure 4.<br>
DOI: 10.13140/rg.2.2.34553.33127
title: FG-002
DOI: 10.15468/dl.wk8bsc
title: Occurrence Download

description: A dataset containing 1973086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 {
 "or" : [
 "Country is Norway",
 "Country is Svalbard and Jan Mayen"
 ]
 }
 ]
}

 The dataset includes 1973086 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006960-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30691922
title: Figure 5 – Source Data (chemogenetic activation of TF synapses and behavioral rescue)

description: This dataset contains the raw numerical values used to generate all panels of Figure 5, which examines the effects of chemogenetic activation of thalamofrontal (TF) synapses on synaptic transmission, single-unit activity, and short-term memory (STM) performance in rKet mice.<br>Included data:- Whole-cell recordings assessing synaptic effects of C21 (Panels 5a–d), including spontaneous EPSC inter-event intervals, peak oEPSC amplitudes during 10 Hz stimulation, and paired-pulse ratios before and after C21 application.-<i> in vivo</i> extracellular single-unit recordings during MD stimulation before and after systemic C21 (Panels 5e–h), including spike waveforms, autocorrelograms, and spike counts in response to 0.1 Hz and 10 Hz stimulation across defined post-stimulus bins.- Behavioral performance in the spontaneous Y-maze task before and after chemogenetic activation (Panels 5i–k), including spontaneous alternation percentage and total arm entries.<br>Structure:- Each worksheet corresponds to a panel or data type- All values represent unprocessed raw data directly used to generate the plots in the manuscript.<br>This dataset enables full reproduction of the chemogenetic, electrophysiological, and behavioral analyses presented in Figure 5.<br>
DOI: 10.6084/m9.figshare.30691922.v1
title: Figure 5 – Source Data (chemogenetic activation of TF synapses and behavioral rescue)

description: This dataset contains the raw numerical values used to generate all panels of Figure 5, which examines the effects of chemogenetic activation of thalamofrontal (TF) synapses on synaptic transmission, single-unit activity, and short-term memory (STM) performance in rKet mice.<br>Included data:- Whole-cell recordings assessing synaptic effects of C21 (Panels 5a–d), including spontaneous EPSC inter-event intervals, peak oEPSC amplitudes during 10 Hz stimulation, and paired-pulse ratios before and after C21 application.-<i> in vivo</i> extracellular single-unit recordings during MD stimulation before and after systemic C21 (Panels 5e–h), including spike waveforms, autocorrelograms, and spike counts in response to 0.1 Hz and 10 Hz stimulation across defined post-stimulus bins.- Behavioral performance in the spontaneous Y-maze task before and after chemogenetic activation (Panels 5i–k), including spontaneous alternation percentage and total arm entries.<br>Structure:- Each worksheet corresponds to a panel or data type- All values represent unprocessed raw data directly used to generate the plots in the manuscript.<br>This dataset enables full reproduction of the chemogenetic, electrophysiological, and behavioral analyses presented in Figure 5.<br>
DOI: 10.15468/dl.cya6av
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Fossil)",
 "TaxonKey is Euphorbia mexiae"
 ]
}

 The dataset includes 77 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006968-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30690044
title: Figure 6 – Source Data and MATLAB Code (dmPFC firing, neural selectivity, and LDA decoding)

description: This dataset contains the complete raw data and analysis code used to generate all panels of Figure 6, which examines dmPFC single-unit activity, directional selectivity, and population decoding in mice repeatedly treated with ketamine.<br>Included data:- Spike timestamps and trial-aligned firing rates for dmPFC neurons recorded during the delayed Y-maze task (Panels 6b–e)- auROC values and selectivity indices for left vs. right trials (Panels 6c–e)- Cumulative probability distributions and summary statistics for selectivity index comparisons (Panels 6d–e)- Raw LDA scores, ROC curves, and score distributions for correct vs. error trials across conditions (Panel 6f)- Bootstrapped decoding accuracy values for leave-one-neuron-out classification (Panel 6g)- Numerical values used for LDA-based delay-versus-fork discriminability, including SNR measurements and bootstrap distributions (Panel 6h)<br>Structure:- Each worksheet or file corresponds to a specific panel - MATLAB scripts and matrices for Panel 6h are included as separate files within the dataset.- All values in this dataset represent unprocessed raw data directly used to generate the plots in Figure 6.This dataset includes the raw numerical values for Figure 6, along with the MATLAB scripts used to compute the auROC and selectivity measures (panel f), the LDA decoding accuracy (panel g), and the delay-versus-fork SNR discriminability (panel h).<br>
DOI: 10.6084/m9.figshare.30690044.v1
title: Figure 6 – Source Data and MATLAB Code (dmPFC firing, neural selectivity, and LDA decoding)

description: This dataset contains the complete raw data and analysis code used to generate all panels of Figure 6, which examines dmPFC single-unit activity, directional selectivity, and population decoding in mice repeatedly treated with ketamine.<br>Included data:- Spike timestamps and trial-aligned firing rates for dmPFC neurons recorded during the delayed Y-maze task (Panels 6b–e)- auROC values and selectivity indices for left vs. right trials (Panels 6c–e)- Cumulative probability distributions and summary statistics for selectivity index comparisons (Panels 6d–e)- Raw LDA scores, ROC curves, and score distributions for correct vs. error trials across conditions (Panel 6f)- Bootstrapped decoding accuracy values for leave-one-neuron-out classification (Panel 6g)- Numerical values used for LDA-based delay-versus-fork discriminability, including SNR measurements and bootstrap distributions (Panel 6h)<br>Structure:- Each worksheet or file corresponds to a specific panel - MATLAB scripts and matrices for Panel 6h are included as separate files within the dataset.- All values in this dataset represent unprocessed raw data directly used to generate the plots in Figure 6.This dataset includes the raw numerical values for Figure 6, along with the MATLAB scripts used to compute the auROC and selectivity measures (panel f), the LDA decoding accuracy (panel g), and the delay-versus-fork SNR discriminability (panel h).<br>
DOI: 10.13140/rg.2.2.12742.95042
title: FG-003
DOI: 10.6084/m9.figshare.30692336
title: Extended Data Figure 1 – Source Data (learning curve in the reward-motivated delayed Y-maze task)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 1, which presents learning performance across training and testing sessions in the custom-designed Y-maze task.<br>Included data:- Success rate for each of the six sessions across the 3-day training and testing period (Panel 1b) • Session 1–2 (Day 12), Session 3–4 (Day 13), Session 5–6 (Day 14) • Each session contains 10 trials per mouse- Raw success-rate values for individual mice in the Ctrl and rKet groups<br>Structure:- The worksheet includes trial-averaged success rates per mouse for all sessions.- Values represent unprocessed raw data directly used to generate the plots in Extended Data Figure 1.<br>This dataset enables full reproduction of the learning-curve analysis across training and testing sessions.<br>
DOI: 10.6084/m9.figshare.30692336.v1
title: Extended Data Figure 1 – Source Data (learning curve in the reward-motivated delayed Y-maze task)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 1, which presents learning performance across training and testing sessions in the custom-designed Y-maze task.<br>Included data:- Success rate for each of the six sessions across the 3-day training and testing period (Panel 1b) • Session 1–2 (Day 12), Session 3–4 (Day 13), Session 5–6 (Day 14) • Each session contains 10 trials per mouse- Raw success-rate values for individual mice in the Ctrl and rKet groups<br>Structure:- The worksheet includes trial-averaged success rates per mouse for all sessions.- Values represent unprocessed raw data directly used to generate the plots in Extended Data Figure 1.<br>This dataset enables full reproduction of the learning-curve analysis across training and testing sessions.<br>
DOI: 10.6084/m9.figshare.30693545
title: Extended Data Figure 2 – Source Data (anxiety-like behavior in the open-field test)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 2, which examines anxiety-like behavior in the open-field test (OFT) following repeated ketamine administration.<br>Included data:- Quantification of time spent in the outer zone and center zone of the open field (Panel 2b)- Number of entries into the center zone for each mouse (Panel 2b)<br>Structure:- The worksheet includes per-mouse measurements for outer-zone time, center-zone time, and center-zone entries.- All values represent unprocessed raw data directly used to generate the plots in Extended Data Figure 2.This dataset provides the numerical values underlying the analysis shown in Extended Data Figure 2<br>
DOI: 10.6084/m9.figshare.30693545.v1
title: Extended Data Figure 2 – Source Data (anxiety-like behavior in the open-field test)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 2, which examines anxiety-like behavior in the open-field test (OFT) following repeated ketamine administration.<br>Included data:- Quantification of time spent in the outer zone and center zone of the open field (Panel 2b)- Number of entries into the center zone for each mouse (Panel 2b)<br>Structure:- The worksheet includes per-mouse measurements for outer-zone time, center-zone time, and center-zone entries.- All values represent unprocessed raw data directly used to generate the plots in Extended Data Figure 2.This dataset provides the numerical values underlying the analysis shown in Extended Data Figure 2<br>
DOI: 10.15468/dl.8z9vvj
title: Occurrence Download

description: A dataset containing 853867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-09-29",
 "EventDate is less than or equal to 2025-10-29",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 853867 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006965-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30693524
title: Extended Data Figure 3 – Source Data (persistent STM deficit after repeated ketamine)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 3, which examines the persistence of short-term memory (STM) deficits following repeated ketamine administration.<br>Included data:- Success rate in the spontaneous alternation task measured at two time points: +1 day and +28 days after the final injection (Panel 3b)<br>Structure:- The worksheet includes paired measurements (+1 and +28 days) for each mouse.- All values represent the raw data underlying the plots shown in Extended Data Figure 3.<br>These data correspond to the results presented in the extended STM assessment.<br>
DOI: 10.6084/m9.figshare.30693524.v1
title: Extended Data Figure 3 – Source Data (persistent STM deficit after repeated ketamine)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 3, which examines the persistence of short-term memory (STM) deficits following repeated ketamine administration.<br>Included data:- Success rate in the spontaneous alternation task measured at two time points: +1 day and +28 days after the final injection (Panel 3b)<br>Structure:- The worksheet includes paired measurements (+1 and +28 days) for each mouse.- All values represent the raw data underlying the plots shown in Extended Data Figure 3.<br>These data correspond to the results presented in the extended STM assessment.<br>
DOI: 10.6084/m9.figshare.30693713
title: Extended Data Figure 4 – Source Data (sEPSC properties after sub-chronic ketamine)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 4, which examines excitatory synaptic transmission in dmPFC layer 2/3 neurons following sub-chronic ketamine administration.<br>Included data:- Cumulative probability distributions of sEPSC inter-event intervals and average event frequency (Panel 4a)- Cumulative probability distributions of sEPSC amplitude and mean amplitude quantification (Panel 4b)<br>Structure:- The worksheet includes inter-event intervals, amplitudes, and summary metrics for each recorded cell.- All values represent the raw data underlying the plots shown in Extended Data Figure 4.<br>These data correspond to the physiological measurements presented in the extended analysis of sub-chronic ketamine effects.<br>
DOI: 10.6084/m9.figshare.30693713.v1
title: Extended Data Figure 4 – Source Data (sEPSC properties after sub-chronic ketamine)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 4, which examines excitatory synaptic transmission in dmPFC layer 2/3 neurons following sub-chronic ketamine administration.<br>Included data:- Cumulative probability distributions of sEPSC inter-event intervals and average event frequency (Panel 4a)- Cumulative probability distributions of sEPSC amplitude and mean amplitude quantification (Panel 4b)<br>Structure:- The worksheet includes inter-event intervals, amplitudes, and summary metrics for each recorded cell.- All values represent the raw data underlying the plots shown in Extended Data Figure 4.<br>These data correspond to the physiological measurements presented in the extended analysis of sub-chronic ketamine effects.<br>
DOI: 10.15468/dl.at6vys
title: Occurrence Download

description: A dataset containing 783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Fossil, Occurrence evidence, Living Specimen)",
 "Continent is one of (North America, South America)",
 "TaxonKey is Euphorbia ocymoidea"
 ]
}

 The dataset includes 783 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006970-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.14420.67200
title: FG-001
DOI: 10.5281/zenodo.17706648
title: Enhancing Awareness of Cultural Influences on Requirements Engineering
DOI: 10.5281/zenodo.17706649
title: Enhancing Awareness of Cultural Influences on Requirements Engineering
DOI: 10.15468/dl.aauewr
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Amphibians and Reptiles of Santa Cruz Tepetotutla, San Felipe Usila, Oaxaca, México"
 ]
}

 The dataset includes 40 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006971-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30693752
title: Extended Data Figure 5 – Source Data (intrinsic and synaptic physiology in S1BF L2/3 neurons)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 5, which examines intrinsic excitability and excitatory synaptic transmission in layer 2/3 pyramidal neurons of the S1BF following repeated ketamine administration.<br>Included data:- Intrinsic properties (Panels 5B–F), including resting membrane potential, input resistance, voltage sag, action potential firing rates in response to 0–400 pA current steps, and rheobase- Spontaneous EPSC frequency and amplitude from layer 2/3 neurons (Panels 5G–H)- Evoked EPSC responses during 10 Hz stimulation (Panels 5I–J), including normalized amplitudes and paired-pulse ratios- Release parameters estimated from 50 Hz, 100-stimulus trains (Panels 5K–L), including vesicle refilling rate and readily releasable pool (RRP) size<br>Structure:- The worksheet includes per-cell intrinsic measurements, sEPSC values, 10 Hz response amplitudes, paired-pulse ratios, and release parameter estimates for Ctrl and rKet groups.- These values correspond to the physiological data underlying Extended Data Figure 5.<br><br>
DOI: 10.6084/m9.figshare.30693752.v1
title: Extended Data Figure 5 – Source Data (intrinsic and synaptic physiology in S1BF L2/3 neurons)

description: This dataset contains the raw numerical values used to generate Extended Data Figure 5, which examines intrinsic excitability and excitatory synaptic transmission in layer 2/3 pyramidal neurons of the S1BF following repeated ketamine administration.<br>Included data:- Intrinsic properties (Panels 5B–F), including resting membrane potential, input resistance, voltage sag, action potential firing rates in response to 0–400 pA current steps, and rheobase- Spontaneous EPSC frequency and amplitude from layer 2/3 neurons (Panels 5G–H)- Evoked EPSC responses during 10 Hz stimulation (Panels 5I–J), including normalized amplitudes and paired-pulse ratios- Release parameters estimated from 50 Hz, 100-stimulus trains (Panels 5K–L), including vesicle refilling rate and readily releasable pool (RRP) size<br>Structure:- The worksheet includes per-cell intrinsic measurements, sEPSC values, 10 Hz response amplitudes, paired-pulse ratios, and release parameter estimates for Ctrl and rKet groups.- These values correspond to the physiological data underlying Extended Data Figure 5.<br><br>
DOI: 10.15468/dl.5zxjab
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cyclopes dorsalis"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006973-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17706646
title: QRIS Adoption in Indonesia's Digital Payment Method

description: The adoption of QRIS has expanded rapidly in Indonesia, yet usage differs by generation. This study integrates TAM, UTAUT, and PMT to explain behavioral intention (BI) and use behavior (UB) of QRIS, and to test generational moderation. We surveyed 260 QRIS users and analyzed the model with PLS-SEM. Perceived usefulness (PU), effort expectancy (EE), social influence (SI), and risk protection (RP) significantly increased BI; BI strongly predicted UB. Perceived security (PS) did not directly predict BI, suggesting that users may rely more on perceived protections and social cues than on general security beliefs. Generational differences did not exert a direct effect on BI or UB but moderated several relationships. For example, the impact of EE (negative) and facilitating conditions (unfavorable) weakened for older users, while the effect of SI strengthened. The model explains substantial variance in BI and UB. We discuss design and policy implications: simplify onboarding and support for older users, leverage normative cues for mature cohorts, and foreground concrete risk-protection features for all users. Limitations (young/urban sample; cross-sectional data) and directions for multi-group and longitudinal research are outlined.
DOI: 10.5281/zenodo.17706645
title: QRIS Adoption in Indonesia's Digital Payment Method

description: The adoption of QRIS has expanded rapidly in Indonesia, yet usage differs by generation. This study integrates TAM, UTAUT, and PMT to explain behavioral intention (BI) and use behavior (UB) of QRIS, and to test generational moderation. We surveyed 260 QRIS users and analyzed the model with PLS-SEM. Perceived usefulness (PU), effort expectancy (EE), social influence (SI), and risk protection (RP) significantly increased BI; BI strongly predicted UB. Perceived security (PS) did not directly predict BI, suggesting that users may rely more on perceived protections and social cues than on general security beliefs. Generational differences did not exert a direct effect on BI or UB but moderated several relationships. For example, the impact of EE (negative) and facilitating conditions (unfavorable) weakened for older users, while the effect of SI strengthened. The model explains substantial variance in BI and UB. We discuss design and policy implications: simplify onboarding and support for older users, leverage normative cues for mature cohorts, and foreground concrete risk-protection features for all users. Limitations (young/urban sample; cross-sectional data) and directions for multi-group and longitudinal research are outlined.