cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48331/scielodata.g4sgg3/kn24ab
title: Material Suplementar tabela 2 - Portugues.tab

description: Material Suplementar Tabela 2 - Numero de internações de feto único, sem uso de UTI de beneficiárias da saúde suplementar residentes no estado de São Paulo para realização de partos segundo grupo de modalidade de operadora e características da internação no período 2015 a 2021
DOI: 10.3535/0tn-lr5-8yt
title: Pontederia rotundifolia L.f.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jyd-7gt-z6x
title: Cryptolepis yemenensis Venter & R. L. Verh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0rs-wqh-f06
title: Leucojum aestivum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/w2g-hd4-a3g
title: Leucojum aestivum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.48668/vfb9lp/gi2ija
title: atm_ssp585_2052_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/dsf4ww
title: atm_ssp585_2052_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/unwvie
title: atm_ssp585_2052_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/voh9a6
title: atm_ssp585_2053_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/gzr0jg
title: atm_ssp585_2052_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/ucgk8i
title: atm_ssp585_2056_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/6xthzh
title: atm_ssp585_2055_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/egvshf
title: atm_ssp585_2055_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/oqrgoq
title: atm_ssp585_2054_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/qhkwwp
title: atm_ssp585_2055_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/qkxace
title: atm_ssp585_2056_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/zqxc8z
title: atm_ssp585_2056_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/4u0cna
title: atm_ssp585_2056_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/un6vts
title: atm_ssp585_2055_12.nc4

description: :unav
DOI: 10.15468/dl.nj3kmr
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Ficus usambarensis",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044124-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/xjsho8
title: atm_ssp585_2056_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/zeh3i2
title: atm_ssp585_2054_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/shixti
title: atm_ssp585_2056_06.nc4

description: :unav
DOI: 10.5285/3d6fd5ae-e94d-4d0b-a5e9-5779ca84855e
title: GPS and ApRES data relating to the growth of Chasm-1, Brunt Ice Shelf from 2016 to 2023

description: The dataset consists of GPS data recorded from four sites close to Halley VI Research Station, plus ApRES data across the rift from 2017-2019. Both data types provide information on the width of an active rift propagating through the ice shelf. GPS sites advect with flow of the ice shelf, while ApRES is repositioned each year. The data were collected as part of the Lifetime-of-Halley monitoring programme.

This work was funded by NERC grant NE/X014991/1 (RIFT-TIP) and supported by NERC Antarctic Logistics and Infrastructure.
description: The GPS sites were installed between 2016 and 2017 and recorded for 2 hours 15 minutes each day at 30 second resolution. Data was converted from raw Leica format (*.m00) to standard Rinex v2 format using UNAVCO's teqc.exe program. The ApRES was installed in a horizontal configuration with antennas spaced approximately 15 m apart. A metal reflector was installed on the far side of the crack and the peak in reflection indicates the distance across the crack. The ApRES raw DAT format was converted to ApRES raw netCDF format using the bas-apres software (v0.3.0). Details in Marsh et al., 2024.
description: Data collected using Leica GS10 and Leica GX1200 GPS and ApRES.
description: Dual frequency Raw GPS data have been converted into 5 minute Rinex files. ApRES is in netCDF format. The GPS data are mostly available for each day, although with some gaps in austral winter (July/August). The ApRES data has a high signal to noise ratio (~30 dB) after initial set-up (i.e. in February and March). This generally decreases through the winter and the signal disappears around September each year.
DOI: 10.48668/vfb9lp/sye6g0
title: atm_ssp585_2055_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/dyqwkb
title: atm_ssp585_2056_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/to9vb9
title: atm_ssp585_2054_07.nc4

description: :unav
DOI: 10.15468/dl.k5ewwh
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Farfugium japonicum"
 ]
}

 The dataset includes 402 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044123-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txe86h
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oreorchis patens"
 ]
}

 The dataset includes 228 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044125-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62vzy4
title: Occurrence Download

description: A dataset containing 577 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola chrysanthemifolia"
 ]
}

 The dataset includes 577 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044127-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/sspk91
title: atm_ssp585_2054_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/hh2f0d
title: atm_ssp585_2055_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/l2ru1z
title: atm_ssp585_2055_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/nvp7ti
title: atm_ssp585_2054_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/ut0jbt
title: atm_ssp585_2055_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/npmy17
title: atm_ssp585_2054_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/lvy4ym
title: atm_ssp585_2054_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/7whcyq
title: atm_ssp585_2056_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/orqsvu
title: atm_ssp585_2056_02.nc4

description: :unav
DOI: 10.15468/dl.rj8pwh
title: Occurrence Download

description: A dataset containing 3596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficedula albicollis",
 "MediaType is Image"
 ]
}

 The dataset includes 3596 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044126-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/zeasff
title: atm_ssp585_2054_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/hzg2d9
title: atm_ssp585_2055_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/qkwnbm
title: atm_ssp585_2056_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/d2emlb
title: atm_ssp585_2054_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/taq8du
title: atm_ssp585_2055_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/lyjenk
title: atm_ssp585_2056_04.nc4

description: :unav
DOI: 10.6084/m9.figshare.12728294.v4
title: <b><i>South African Computer Journal </i></b><b><i>(1979 – 2023)</i></b>

description: This single journal study provides a comprehensive overview of the history and development of the South African Computer Journal (SACJ, formerly Quaestiones Informaticae), combined with a bibliometric and altmetric analysis spanning 45 years from 1979 to 2023. Citation data were sourced from Google Scholar and Scopus, while Mendeley readership counts were used as an alternative metric indicator. A total of 768 articles were analysed to assess journal productivity, authorship patterns and collaboration trends. On average, 17 articles were published per year, with an average of 8.3 Google Scholar citations per article. Citation data reveal that 60% of articles had Google Scholar citations, while 40% remained uncited. The journal exhibits a notable shift from single authorship to multi-authorship, with co-authored articles increasing from 22% (1979 to 1989) to 70% (1990 to 2023). The results indicate a strong association between collaboration and scholarly impact, as articles with two or three authors consistently achieved higher citation counts and Mendeley readership than single-authored articles. The most productive authors and most cited papers were identified. The SACJ journal metrics were also compared with selected international journals in the Computing discipline.<br>
DOI: 10.48668/vfb9lp/bmvlpi
title: atm_ssp585_2054_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/mpyrag
title: atm_ssp585_2056_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/szwgup
title: atm_ssp585_2055_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/p5cdh4
title: atm_ssp585_2054_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/cqqoye
title: atm_ssp585_2054_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/suwhpt
title: atm_ssp585_2055_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/0xkqyb
title: atm_ssp585_2059_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/5ngdud
title: atm_ssp585_2059_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/p4hzhb
title: atm_ssp585_2057_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/zuqlmf
title: atm_ssp585_2059_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/7gzru5
title: atm_ssp585_2057_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/wa3use
title: atm_ssp585_2057_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/x6lg4s
title: atm_ssp585_2058_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/ik8so7
title: atm_ssp585_2059_02.nc4

description: :unav
DOI: 10.15468/dl.ejx7vv
title: Occurrence Download

description: A dataset containing 177623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falco tinnunculus",
 "MediaType is Image"
 ]
}

 The dataset includes 177623 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044095-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/7pp5ku
title: atm_ssp585_2057_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/frcaky
title: atm_ssp585_2059_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/glam7n
title: atm_ssp585_2057_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/nnmdcz
title: atm_ssp585_2057_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/vffztg
title: atm_ssp585_2059_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/nwjwxs
title: atm_ssp585_2059_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/fjbexp
title: atm_ssp585_2058_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/tyz7sx
title: atm_ssp585_2059_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/rv7psr
title: atm_ssp585_2058_05.nc4

description: :unav
DOI: 10.15468/dl.wtmcue
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus spinosus",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044128-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/fetgtg
title: atm_ssp585_2057_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/a32yon
title: atm_ssp585_2058_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/iseebj
title: atm_ssp585_2059_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/92b7iu
title: atm_ssp585_2058_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/gioj0z
title: atm_ssp585_2059_08.nc4

description: :unav
DOI: 10.15468/dl.gy56t5
title: Occurrence Download

description: A dataset containing 463 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhodiola crenulata"
 ]
}

 The dataset includes 463 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044131-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/yzyctt
title: atm_ssp585_2058_11.nc4

description: :unav
DOI: 10.15468/dl.prempn
title: Occurrence Download

description: A dataset containing 750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Eudocimus albus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 750 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044130-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/qp6o1o
title: atm_ssp585_2057_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/1ez7ym
title: atm_ssp585_2059_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/qjxquz
title: atm_ssp585_2058_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/gl4tnz
title: atm_ssp585_2057_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/6nm3pd
title: atm_ssp585_2058_08.nc4

description: :unav
DOI: 10.15468/dl.pwwnqh
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus spinosus",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 93 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044133-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/xssyba
title: atm_ssp585_2057_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/tk3wxb
title: atm_ssp585_2058_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/becldi
title: atm_ssp585_2058_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/x60h1m
title: atm_ssp585_2058_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/uwyepa
title: atm_ssp585_2059_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/oyqwbq
title: atm_ssp585_2057_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/197xit
title: atm_ssp585_2058_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/u7oijm
title: atm_ssp585_2057_12.nc4

description: :unav
DOI: 10.15468/dl.rs4ygv
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus spinosus",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044134-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/fi28jz
title: atm_ssp585_2062_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/q8v0pk
title: atm_ssp585_2061_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/amxdgx
title: atm_ssp585_2061_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/chcaqb
title: atm_ssp585_2061_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/wp5bwy
title: atm_ssp585_2062_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/wotakd
title: atm_ssp585_2060_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/o3xom6
title: atm_ssp585_2062_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/ry89dc
title: atm_ssp585_2060_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/hqyuyd
title: atm_ssp585_2061_12.nc4

description: :unav
DOI: 10.15468/dl.ahkkw2
title: Occurrence Download

description: A dataset containing 24194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falco subbuteo",
 "MediaType is Image"
 ]
}

 The dataset includes 24194 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044132-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48668/vfb9lp/mn3dvy
title: atm_ssp585_2060_07.nc4

description: :unav
DOI: 10.48668/vfb9lp/hkae7q
title: atm_ssp585_2061_10.nc4

description: :unav
DOI: 10.48668/vfb9lp/yax4sh
title: atm_ssp585_2062_02.nc4

description: :unav
DOI: 10.48668/vfb9lp/2ksy41
title: atm_ssp585_2061_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/kkpqkk
title: atm_ssp585_2061_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/jdw8s7
title: atm_ssp585_2060_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/cj05zk
title: atm_ssp585_2060_01.nc4

description: :unav
DOI: 10.48668/vfb9lp/fjxrcr
title: atm_ssp585_2060_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/a6lxpa
title: atm_ssp585_2062_04.nc4

description: :unav
DOI: 10.48668/vfb9lp/5oecbf
title: atm_ssp585_2062_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/loexad
title: atm_ssp585_2061_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/d8vcgk
title: atm_ssp585_2060_03.nc4

description: :unav
DOI: 10.48668/vfb9lp/vqmwhf
title: atm_ssp585_2061_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/jtarbd
title: atm_ssp585_2060_09.nc4

description: :unav
DOI: 10.48668/vfb9lp/9fcwan
title: atm_ssp585_2062_12.nc4

description: :unav
DOI: 10.48668/vfb9lp/r4uv1g
title: atm_ssp585_2060_05.nc4

description: :unav
DOI: 10.48668/vfb9lp/8dwxl8
title: atm_ssp585_2062_11.nc4

description: :unav
DOI: 10.48668/vfb9lp/nxlg5p
title: atm_ssp585_2062_08.nc4

description: :unav
DOI: 10.48668/vfb9lp/e8zyvi
title: atm_ssp585_2062_06.nc4

description: :unav
DOI: 10.48668/vfb9lp/ow48jb
title: atm_ssp585_2061_03.nc4

description: :unav
DOI: 10.5281/zenodo.16418267
title: NeuroMindCare

description: # Digital Mindfulness Sentiment Analysis Framework

This repository provides an implementation of a **sentiment analysis framework** designed to enhance **digital mindfulness interventions** in primary care. It leverages **neural-symbolic modeling**, **hierarchical temporal encoding**, and **adaptive attention inference** to improve emotional well-being and patient engagement.

---

## Features

- **NeuroCognitor Model**: A hybrid neural-symbolic architecture that estimates cognitive engagement states using multimodal inputs (text, voice tone, behavioral patterns).- **Attentive Reinsertion Strategy**: A partially observable Markov decision process (POMDP)-based mechanism that dynamically delivers context-sensitive micro-interventions.- **Multimodal Support**: Integrates text sentiment, interaction patterns, and contextual behavior signals.- **Ethical and Explainable AI**: Prototype-based reasoning and interpretability mechanisms for cognitive dynamics.

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## Core Components

### 1. **NeuroCognitor**- Uses hierarchical temporal encoding and probabilistic latent-state inference.- Captures **distraction**, **mindful engagement**, and **automatic behaviors**.- Provides attention fidelity scores and distraction indices for dynamic state monitoring.

### 2. **Attentive Reinsertion**- A micro-intervention mechanism based on inferred attention dynamics.- Policies optimized to maximize mindfulness while minimizing intrusive interventions.- Ethically adaptive personalization with entropy-based suppression.

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## Experimental Results

- **Datasets**: Evaluated on UCF-101, HMDB-51, Kinetics, and THUMOS.- **Performance Gains**:   - Sentiment classification accuracy improved by **12.7%**.  - Patient engagement scores increased by **15.4%** compared to existing benchmarks.- **Ablation Study**: Each component (Multimodal Encoder, Hierarchical State Dynamics, Interpretability-Driven Attention Analysis) demonstrated significant contributions.

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## Applications

- **Healthcare & Primary Care**: Enhances digital mindfulness apps for patient emotional well-being.- **Behavioral Analytics**: Tracks user attention patterns for wellness interventions.- **Adaptive Interfaces**: Supports integration with mobile and telemedicine platforms.

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## Getting Started

### Requirements- Python 3.9+- PyTorch >= 1.10- Dependencies:  ```bash  pip install -r requirements.txt