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  "author": "[{\"given_name\": \"Stephanie\", \"name\": \"Mayer\", 
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  "author": "[{\"given_name\": \"Stephanie\", \"name\": \"Mayer\", 
            
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\"email\": \"stephanie.mayer@slf.ch\", \"data_credit\": []}, 
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\"email\": \"stephanie.mayer@slf.ch\", \"data_credit\": []}, 
            
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{\"given_name\": \"Martin\", \"name\": \"Hendrick\", \"email\": 
4
{\"given_name\": \"Martin\", \"name\": \"Hendrick\", \"email\": 
            
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\"martin.hendrick@epfl.ch\", \"data_credit\": [], \"identifier\": 
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\"martin.hendrick@epfl.ch\", \"data_credit\": [], \"identifier\": 
            
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\"\", \"affiliation\": \"EPFL Lausanne\"}, {\"given_name\": 
6
\"\", \"affiliation\": \"EPFL Lausanne\"}, {\"given_name\": 
            
7
\"Bettina\", \"name\": \"Richter\", \"email\": \"richter@slf.ch\", 
7
\"Bettina\", \"name\": \"Richter\", \"email\": \"richter@slf.ch\", 
            
8
\"data_credit\": [], \"identifier\": 
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\"data_credit\": [], \"identifier\": 
            
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\"https://orcid.org/0000-0002-2817-8965\", \"affiliation\": \"SLF\"}, 
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\"https://orcid.org/0000-0002-2817-8965\", \"affiliation\": \"SLF\"}, 
            
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{\"given_name\": \"Adrien\", \"name\": \"Michel\", \"email\": 
10
{\"given_name\": \"Adrien\", \"name\": \"Michel\", \"email\": 
            
11
\"adrien.michel@epf.ch\", \"data_credit\": [], \"identifier\": 
11
\"adrien.michel@epf.ch\", \"data_credit\": [], \"identifier\": 
            
12
\"0000-0001-9629-1989\", \"affiliation\": \"CRYOS, EPFL\"}]",
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\"0000-0001-9629-1989\", \"affiliation\": \"CRYOS, EPFL\"}]",
            
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  "author_email": null,
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  "author_email": null,
            
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  "creator_user_id": "b0f803e3-cdb8-4df5-9aa8-850a5427a9a3",
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  "creator_user_id": "b0f803e3-cdb8-4df5-9aa8-850a5427a9a3",
            
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  "date": 
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  "date": 
            
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\":\"created\",\"date\":\"2022-07-01\",\"end_date\":\"2023-07-01\"}]",
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\":\"created\",\"date\":\"2022-07-01\",\"end_date\":\"2023-07-01\"}]",
            
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  "doi": "10.16904/envidat.549",
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  "doi": "10.16904/envidat.549",
            
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  "funding": "[{\"institution\":\"WSL research program CCAMM (Climate 
18
  "funding": "[{\"institution\":\"WSL research program CCAMM (Climate 
            
19
Change Impacts on Alpine Mass 
19
Change Impacts on Alpine Mass 
            
20
Movements).\",\"grant_number\":\"\",\"institution_url\":\"\"}]",
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Movements).\",\"grant_number\":\"\",\"institution_url\":\"\"}]",
            
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  "groups": [],
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  "groups": [],
            
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  "id": "e777e9f2-5515-43b9-a5cb-b0d8b7d649e4",
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  "id": "e777e9f2-5515-43b9-a5cb-b0d8b7d649e4",
            
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  "isopen": true,
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  "isopen": true,
            
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  "license_id": "cc-by",
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  "license_id": "cc-by",
            
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  "license_title": "Creative Commons Attribution",
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  "license_title": "Creative Commons Attribution",
            
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  "license_url": "https://creativecommons.org/licenses/by/4.0/",
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  "license_url": "https://creativecommons.org/licenses/by/4.0/",
            
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  "maintainer": 
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  "maintainer": 
            
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anie.mayer@slf.ch\",\"given_name\":\"Stephanie\",\"name\":\"Mayer\"}",
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anie.mayer@slf.ch\",\"given_name\":\"Stephanie\",\"name\":\"Mayer\"}",
            
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  "maintainer_email": null,
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  "maintainer_email": null,
            
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  "metadata_created": "2024-10-09T13:02:08.205566",
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  "metadata_created": "2024-10-09T13:02:08.205566",
            
n
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  "metadata_modified": "2024-10-14T09:12:35.245719",
n
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  "metadata_modified": "2025-03-04T10:59:27.462953",
            
32
  "name": "projections-of-dry--and-wet-snow-avalanche-activity",
32
  "name": "projections-of-dry--and-wet-snow-avalanche-activity",
            
33
  "notes": "This data set includes 21st century projections of dry- 
33
  "notes": "This data set includes 21st century projections of dry- 
            
34
and wet-snow avalanche activity for seven sites in the Swiss Alps as 
34
and wet-snow avalanche activity for seven sites in the Swiss Alps as 
            
35
well as the downscaled climate scenarios and SNOWPACK configuration 
35
well as the downscaled climate scenarios and SNOWPACK configuration 
            
36
files used to produce these projections. The methods used to produce 
36
files used to produce these projections. The methods used to produce 
            
37
these data are described in the research article: \n\nMayer, S., 
37
these data are described in the research article: \n\nMayer, S., 
            
38
Hendrick, M., Michel, A., Richter, B., Schweizer, J., Wernli, H., and 
38
Hendrick, M., Michel, A., Richter, B., Schweizer, J., Wernli, H., and 
            
39
van Herwijnen, A.: Changes in snow avalanche activity in response to 
39
van Herwijnen, A.: Changes in snow avalanche activity in response to 
            
40
climate warming in the Swiss Alps, EGUsphere, 2024, 1-32, 
40
climate warming in the Swiss Alps, EGUsphere, 2024, 1-32, 
            
41
https://doi.org/10.5194/egusphere-2024-1026, 2024.\n\nWe used 
41
https://doi.org/10.5194/egusphere-2024-1026, 2024.\n\nWe used 
            
42
downscaled climate projections to drive the snow cover model SNOWPACK 
42
downscaled climate projections to drive the snow cover model SNOWPACK 
            
43
and evaluated future dry- and wet-snow avalanche occurrences in the 
43
and evaluated future dry- and wet-snow avalanche occurrences in the 
            
44
vicinity of seven automatic weather stations from the IMIS network 
44
vicinity of seven automatic weather stations from the IMIS network 
            
45
using machine learning models trained with observed records of 
45
using machine learning models trained with observed records of 
            
46
avalanche activity. Projections are available for three different 
46
avalanche activity. Projections are available for three different 
            
47
emission scenarios (Representative Concentration Pathways, RCP2.6, 
47
emission scenarios (Representative Concentration Pathways, RCP2.6, 
            
48
RCP4.5 and RCP8.5) and eight climate model chains from the CH2018 
48
RCP4.5 and RCP8.5) and eight climate model chains from the CH2018 
            
49
ensemble. The output of the model chain is given by a daily 
49
ensemble. The output of the model chain is given by a daily 
            
50
probability for dry- or wet-snow avalanche occurrences. These 
50
probability for dry- or wet-snow avalanche occurrences. These 
            
51
probabilities can then be used to classify a day as a dry- and 
51
probabilities can then be used to classify a day as a dry- and 
            
52
wet-snow avalanche day (AvD) or non-avalanche day. \n",
52
wet-snow avalanche day (AvD) or non-avalanche day. \n",
            
53
  "num_resources": 4,
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  "num_resources": 4,
            
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  "num_tags": 8,
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  "num_tags": 8,
            
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  "organization": {
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  "organization": {
            
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    "approval_status": "approved",
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    "approval_status": "approved",
            
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    "created": "2019-09-27T12:40:13.473824",
57
    "created": "2019-09-27T12:40:13.473824",
            
58
    "description": "Snow avalanches \u2013 a type of fast-moving mass 
58
    "description": "Snow avalanches \u2013 a type of fast-moving mass 
            
59
movement \u2013 occur in snow covered mountain areas throughout the 
59
movement \u2013 occur in snow covered mountain areas throughout the 
            
60
world and may cause property damage and loss of life as they interfere 
60
world and may cause property damage and loss of life as they interfere 
            
61
with human activities. Most avalanches release from terrain steeper 
61
with human activities. Most avalanches release from terrain steeper 
            
62
than about 30\u00b0 during or soon after snow storms, or are triggered 
62
than about 30\u00b0 during or soon after snow storms, or are triggered 
            
63
by snow loading due to wind, or by a temperature change. Snow slab 
63
by snow loading due to wind, or by a temperature change. Snow slab 
            
64
avalanches can also be triggered artificially by, for example, people 
64
avalanches can also be triggered artificially by, for example, people 
            
65
(usually unintentionally) or intentionally by explosives used as part 
65
(usually unintentionally) or intentionally by explosives used as part 
            
66
of avalanche control programs. Today, most avalanche fatalities are 
66
of avalanche control programs. Today, most avalanche fatalities are 
            
67
recreationists. Independent of the triggering mode, the snowpack 
67
recreationists. Independent of the triggering mode, the snowpack 
            
68
layering is decisive for the instability of the snowpack which 
68
layering is decisive for the instability of the snowpack which 
            
69
consists of layers with varying properties. The complex microstructure 
69
consists of layers with varying properties. The complex microstructure 
            
70
of snow and spatial variations in snow layer properties across the 
70
of snow and spatial variations in snow layer properties across the 
            
71
terrain limit the predictability of snow avalanches. Even today, it is 
71
terrain limit the predictability of snow avalanches. Even today, it is 
            
72
not possible to predict the exact location, time and extent of an 
72
not possible to predict the exact location, time and extent of an 
            
73
avalanche event. Improving avalanche prediction requires a better 
73
avalanche event. Improving avalanche prediction requires a better 
            
74
understanding of the underlying processes. ",
74
understanding of the underlying processes. ",
            
75
    "id": "a357f01f-845b-4b61-9ad0-f204d3332c52",
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    "id": "a357f01f-845b-4b61-9ad0-f204d3332c52",
            
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    "image_url": "2019-09-27-104013.456832slf.png",
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    "image_url": "2019-09-27-104013.456832slf.png",
            
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    "is_organization": true,
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    "is_organization": true,
            
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    "name": "avalanche-formation",
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    "name": "avalanche-formation",
            
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    "state": "active",
79
    "state": "active",
            
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    "title": "Avalanche Formation and Dynamics",
80
    "title": "Avalanche Formation and Dynamics",
            
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    "type": "organization"
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    "type": "organization"
            
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  },
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  },
            
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  "owner_org": "a357f01f-845b-4b61-9ad0-f204d3332c52",
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  "owner_org": "a357f01f-845b-4b61-9ad0-f204d3332c52",
            
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  "private": false,
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  "private": false,
            
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  "publication": 
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  "publication": 
            
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"{\"publisher\":\"EnviDat\",\"publication_year\":\"2024\"}",
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"{\"publisher\":\"EnviDat\",\"publication_year\":\"2024\"}",
            
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  "publication_state": "published",
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  "publication_state": "published",
            
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  "relationships_as_object": [],
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  "relationships_as_object": [],
            
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  "relationships_as_subject": [],
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  "relationships_as_subject": [],
            
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  "resource_type": "dataset",
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  "resource_type": "dataset",
            
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  "resource_type_general": "dataset",
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  "resource_type_general": "dataset",
            
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  "resources": [
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  "resources": [
            
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    {
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      "created": "2024-10-10T14:40:10.902786",
            
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      "description": "contains one file per IMIS station that 
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      "description": "contains one file per IMIS station that 
            
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indicates the daily probability for the occurrence of dry- or wet-snow 
98
indicates the daily probability for the occurrence of dry- or wet-snow 
            
99
avalanches in the vicinity of the respective station for each day 
99
avalanches in the vicinity of the respective station for each day 
            
100
during the time period 1.12.1981-31.05.2099 (months December to May) 
100
during the time period 1.12.1981-31.05.2099 (months December to May) 
            
101
and all climate model chains and RCP scenarios.  \n",
101
and all climate model chains and RCP scenarios.  \n",
            
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      "mimetype_inner": null,
            
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      "name": "Projections of avalanche activity",
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      "name": "Projections of avalanche activity",
            
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      "url": 
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      "url": 
            
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ce/57e53301-e5b5-4366-b1e3-983088b73332/download/avd_projections.zip",
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      "url_type": "upload"
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      "created": "2024-10-10T14:54:42.115029",
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      "created": "2024-10-10T14:54:42.115029",
            
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      "description": "contains one .smet file per combination of 
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      "description": "contains one .smet file per combination of 
            
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station, climate model chain and RCP scenario. Each .smet file 
128
station, climate model chain and RCP scenario. Each .smet file 
            
129
contains the downscaled meteorological data (time span 
129
contains the downscaled meteorological data (time span 
            
130
1.9.1981-31.8.2099) that was used to drive the SNOWPACK simulations.",
130
1.9.1981-31.8.2099) that was used to drive the SNOWPACK simulations.",
            
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      "doi": "",
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      "doi": "",
            
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      "format": "ZIP",
            
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      "mimetype_inner": null,
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      "mimetype_inner": null,
            
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      "name": "Climate scenarios .smet ",
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      "name": "Climate scenarios .smet ",
            
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      "package_id": "e777e9f2-5515-43b9-a5cb-b0d8b7d649e4",
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      "url": 
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      "url": 
            
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      "created": "2024-10-10T15:05:28.470812",
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      "created": "2024-10-10T15:05:28.470812",
            
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      "description": "contains .ini and .sno file indicating the 
156
      "description": "contains .ini and .sno file indicating the 
            
157
settings used to drive SNOWPACK with the climate scenarios",
157
settings used to drive SNOWPACK with the climate scenarios",
            
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      "doi": "",
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      "doi": "",
            
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      "format": "ZIP",
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      "format": "ZIP",
            
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      "hash": "",
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