cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/vnm-p0f-dxd
title: Vitrina pellucida (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/am4-dk2-4gt
title: Oxychilus draparnaudi (H. Beck, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e18-lsk-l1r
title: Chondrina aguilari Altimira, 1967

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cqc-5d2-zxc
title: Albinaria hippolyti hippolyti (O. Boettger, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/333-gsg-snq
title: Andiniella flammulata (Loosjes, 1957)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wvs-8xb-1dy
title: Solatopupa similis (Bruguière, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xh9-13d-t4l
title: Umbilibalcis crassula Bouchet & Warén, 1986

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2d-ck0-dwe
title: Diplommatina torajaensis Maassen, 2007

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h4l-3mp-2wk
title: Succinea putris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l65-znl-yc3
title: Alvania aartseni Verduin, 1986

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dn5-b6g-5a9
title: Macrogastra plicatula (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tp0-ctx-4dr
title: Unio tumidus Philipsson, 1788

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xkz-ks2-vc4
title: Chama macerophylla Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/09k-14c-8h0
title: Mytilus edulis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/702-spa-w18
title: Corculum cardissa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1nd-f2f-ffn
title: Patera appressa (Say, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ap-fj8-ywh
title: Clausilia bidentata bidentata (Strøm, 1765)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aw7-0t0-44x
title: Oenopota declivis (Lovén, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0t7-dx4-xxm
title: Aequipecten opercularis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h0m-b58-lwm
title: Diplommatina wilhelminae Maassen, 2002

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/erl-e76-cfw
title: Sistrum ricinus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ls7-6gk-j61
title: Caracollina lenticula (Michaud, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vn0-32a-q6t
title: Arianta chamaeleon chamaeleon (L. Pfeiffer, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vvl-chl-6cp
title: Fissurella formosa F. Salvat, 1967

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5f2-4ga-9hj
title: Vertigo modesta (Say, 1824)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1sj-d0m-yy9
title: Tritia pellucida (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8h6-0va-0mn
title: Neocancilla waikikiensis (Pilsbry, 1921)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4wx-8qr-qp3
title: Murex brevispina Lamarck, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kd2-8gs-0el
title: Abida ateni E. Gittenberger, 1973

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4jd-8h3-zyr
title: Hippeutis complanatus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xpk-nv0-j9q
title: Acicula lineata lineata (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/342-pm0-s1j
title: Lanistes nasutus Mandahl-Barth, 1972

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mbd-q0f-n5y
title: Pusillina inconspicua (Alder, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/383-xs7-aa2
title: Megalomphalus azoneus (Brusina, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9s7-3qb-s71
title: Rissoa monodonta R. A. Philippi, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c73-h6f-30n
title: Eopolita protensa protensa (A. Férussac, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/71d-q6f-xwj
title: Kosicia intermedia (C. Pfeiffer, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cmr-db8-9yy
title: Trimusculus mammillaris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ln-w57-9hh
title: Eobania vermiculata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kck-tgm-x67
title: Roxaniella jeffreysi (Weinkauff, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/281-6q5-kvt
title: Rissoa guerinii Récluz, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yea-fcg-4wk
title: Rissoa auriscalpium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6lx-l7p-6kb
title: Scissurella costata A. d'Orbigny, 1824

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e7e-rm6-w66
title: Cerithiopsis barleei Jeffreys, 1867

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r1t-mb4-ddv
title: Chilostoma Fitzinger, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y3d-fz5-k40
title: Brocchinia clenchi Petit, 1986

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b3z-smq-8ws
title: Tjaernoeia exquisita (Jeffreys, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z1d-lbv-1mf
title: Cavolinia uncinata (A. d'Orbigny, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/17w-1g5-5ha
title: Lima lima (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k2l-sfp-lpl
title: Galba truncatula (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b1w-7v6-9q9
title: Martesia striata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dsr-7ry-tje
title: Psittacodrillia albonodulosa (E. A. Smith, 1904)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qhd-hrw-01e
title: Helix pomatia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9j1-r8g-x6e
title: Trochulus hispidus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kvz-wsm-qq0
title: Cornu aspersum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bxb-bln-65z
title: Diplommatina carinaspinosa Maassen, 2002

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kg1-n49-pzr
title: Brachystomia eulimoides (Hanley, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fm2-8a8-t6z
title: Folinella ghisottii van Aartsen, 1984

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kkd-kvy-1ng
title: Chilostoma cingulatum anauniense (De Betta, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/se1-5x4-vs0
title: Glycymeris pilosa (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/57v-q2k-4mk
title: Modiolus auriculatus Krauss, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7zw-6rb-hay
title: Paraegopis albanicus (Rossmässler, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gbt-pk4-zyg
title: Crisilla beniamina (Monterosato, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3mw-fmx-qrl
title: Gonyodiscus perspectivus (Megerle von Mühlfeld, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9aa-sph-f3j
title: Cyclophorus cambodgensis Morlet, 1885

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7q5-6nz-ch5
title: Parastrophia asturiana de Folin, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9cg-s0v-jnx
title: Saccella commutata (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fhw-65w-b05
title: Xerocrassa derogata (Rossmässler, 1854)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x8s-z6h-vna
title: Pupilla J. Fleming, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zek-jz2-skq
title: Folinella excavata (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mrw-ftz-9a6
title: Lymnaea stagnalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pyx-r08-tt7
title: Cornu aspersum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/clj-v96-bzn
title: Tritia reticulata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rce-jbn-s9b
title: Bathyomphalus contortus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vrn-8af-aya
title: Ebala pointeli (de Folin, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdz-p98-7c3
title: Eulimidae R. A. Philippi, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ycb-tr9-zyf
title: Lacuna vincta (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nj9-f1p-fxj
title: Rissoa scurra (Monterosato, 1917)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v0y-vrz-aec
title: Caecum auriculatum de Folin, 1868

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3xn-t7q-7w7
title: Tomura depressa (Granata Grillo, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mbw-t2x-k83
title: Helix lucorum Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.myyhtm
title: Occurrence Download

description: A dataset containing 52408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Emberiza melanocephala"
 ]
}

 The dataset includes 52408 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006832-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/4xp-c21-apy
title: Zafra selasphora (Melvill & Standen, 1901)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/phx-crs-pv3
title: Planorbis planorbis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dvy-1ls-m2s
title: Parthenina suturalis (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tls-nh5-rlb
title: Mastus gittenbergeri Maassen, 1995

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5e3-5j5-qhm
title: Micrelenchus tenebrosus (A. Adams, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwa-028-xxc
title: Caecum clarkii P. P. Carpenter, 1859

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vt7-vpm-dww
title: Littorina A. Férussac, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8br-0rg-a8e
title: Leucophytia bidentata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dj1-ka6-yx6
title: Kellia suborbicularis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lwg-hvs-2j3
title: Pusillina inconspicua (Alder, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6nx-4vl-gcp
title: Acteon tornatilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/88w-g81-xnn
title: Parthenina decussata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ctv-l21-td8
title: Chilostoma Fitzinger, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwj-qz3-d1w
title: Gibberulus gibberulus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ppp-t67-fsb
title: Vitrea contracta (Westerlund, 1871)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3hc-zkj-wga
title: Ondina vitrea (Brusina, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mzx-h7t-jz5
title: Parthenina interstincta (J. Adams, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/87k-sgz-4k5
title: Ledella messanensis (Jeffreys, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/phj-g8m-3mj
title: Tricolia picta (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s2s-47c-tzc
title: Pyrgocythara stosiciana (Brusina, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4rh-1vt-2wf
title: Xerosecta explanata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f7j-1sk-bqh
title: Fabulina fabula (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/af8-m4h-mdz
title: Cecilioides A. Férussac, 1814

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sh7-p3v-zzh
title: Oxychilus navarricus navarricus (Bourguignat, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yrj-9h9-cw6
title: Chilostoma Fitzinger, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/40g-tsl-6g4
title: Monacha parumcincta (Menke, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ps-34m-n3f
title: Alvania mamillata Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g08-wn7-2nb
title: Carychium O. F. Müller, 1773

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9wg-cjd-prh
title: Turbo setosus Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/peq-h28-qww
title: Euspira catena (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3cz-3mt-1l9
title: Abida secale brauniopsis Altimira, 1963

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a2p-byd-bq2
title: Japonactaeon pusillus (Forbes, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6me-a1l-2cq
title: Monophorus perversus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ekm-f63-x1l
title: Pusillina lineolata (Michaud, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kl7-z6l-dcr
title: Venus verrucosa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/swp-m9b-yjk
title: Tudora rupis hatoensis Hummelinck, 1940

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rjv-lv4-b36
title: Limatula subovata (Monterosato, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/av5-0qn-jx2
title: Turbonilla Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ksm-ekj-jyd
title: Raphitoma Bellardi, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18212585
title: Modeling the Impact of Online Review, Rating, and Tracking Systems on Continuance Intention in Food Delivery Platforms: A PLS-SEM Approach

description: The widespread adoption of online food delivery platforms has reshaped consumer decision-making through digital features such as online reviews, rating mechanisms, and real-time order tracking systems. Despite extensive research on online purchasing behavior, limited studies have jointly examined how these platform features influence purchase decisions and continuance intention from a data-driven decision-support perspective. This study analyzes the effects of online customer reviews, online customer ratings, and online customer tracking systems on continuance intention, with purchase decision serving as a mediating variable. Data were collected from 210 active users of the GoFood platform in Jakarta using a structured questionnaire. The proposed model was evaluated using Partial Least Squares Structural Equation Modeling (PLS-SEM). The results reveal that online customer reviews and tracking systems have positive and significant effects on purchase decisions, while online customer ratings show a significant negative influence, indicating possible rating saturation or consumer skepticism. Purchase decision exhibits a strong positive effect on continuance intention and significantly mediates the relationships between digital platform features and sustained usage behavior. These findings highlight the role of platform-level system features as decision-support mechanisms that shape consumer behavior in online food delivery services. The study contributes to the literature on technology-enabled consumer decision processes and provides practical insights for platform developers to optimize system design to enhance user retention
DOI: 10.5281/zenodo.18212584
title: Modeling the Impact of Online Review, Rating, and Tracking Systems on Continuance Intention in Food Delivery Platforms: A PLS-SEM Approach

description: The widespread adoption of online food delivery platforms has reshaped consumer decision-making through digital features such as online reviews, rating mechanisms, and real-time order tracking systems. Despite extensive research on online purchasing behavior, limited studies have jointly examined how these platform features influence purchase decisions and continuance intention from a data-driven decision-support perspective. This study analyzes the effects of online customer reviews, online customer ratings, and online customer tracking systems on continuance intention, with purchase decision serving as a mediating variable. Data were collected from 210 active users of the GoFood platform in Jakarta using a structured questionnaire. The proposed model was evaluated using Partial Least Squares Structural Equation Modeling (PLS-SEM). The results reveal that online customer reviews and tracking systems have positive and significant effects on purchase decisions, while online customer ratings show a significant negative influence, indicating possible rating saturation or consumer skepticism. Purchase decision exhibits a strong positive effect on continuance intention and significantly mediates the relationships between digital platform features and sustained usage behavior. These findings highlight the role of platform-level system features as decision-support mechanisms that shape consumer behavior in online food delivery services. The study contributes to the literature on technology-enabled consumer decision processes and provides practical insights for platform developers to optimize system design to enhance user retention