cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.4028649
title: Processed expression data of 10 major tissues for genechip rat GSE952

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_rat_GSE952<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.7910/dvn/v1rjpf/wuxbvm
title: ykc20170124_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028649.v1
title: RefEx_expression_genechip10_rat_GSE952.tsv.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_rat_GSE952
DOI: 10.6084/m9.figshare.4028649.v3
title: Processed expression data of 10 major tissues for genechip rat GSE952

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_rat_GSE952<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.7910/dvn/v1rjpf/euisqf
title: ykc20170204_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028646
title: Processed expression data of 10 major tissues for genechip mouse GSE10246

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_mouse_GSE10246
DOI: 10.6084/m9.figshare.4028649.v2
title: Processed expression data of 10 major tissues for genechip rat GSE952

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_rat_GSE952
DOI: 10.6084/m9.figshare.4028652.v1
title: RefEx_expression_genechip40_human_GSE7307.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_genechip40_human_GSE7307
DOI: 10.7910/dvn/v1rjpf/esa1um
title: ykc20160303_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028652.v2
title: Processed expression data of 40 tissues for genechip human GSE7307.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_genechip40_human_GSE7307
DOI: 10.7910/dvn/v1rjpf/lrm3zy
title: ykc20160324_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028646.v1
title: RefEx_expression_genechip10_mouse_GSE10246.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_mouse_GSE10246
DOI: 10.7910/dvn/v1rjpf/uwofw1
title: ykc20160112_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028652.v3
title: Processed expression data of 40 tissues for genechip human GSE7307

description: A tab-separated values (TSV) file for RefEx_expression_genechip40_human_GSE7307<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.6084/m9.figshare.4028643
title: Processed expression data of 10 major tissues for genechip human GSE7307

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_human_GSE7307
DOI: 10.6084/m9.figshare.4028640
title: Processed expression data of 40 tissues for EST rat

description: A tab-separated values (TSV) file for RefEx_expression_EST40_rat<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.6084/m9.figshare.4028646.v2
title: Processed expression data of 10 major tissues for genechip mouse GSE10246

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_mouse_GSE10246
DOI: 10.7910/dvn/v1rjpf/rce3jk
title: ykc20160421_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/ier8mb
title: ykc20160804_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028643.v1
title: RefEx_expression_genechip10_human_GSE7307.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_human_GSE7307
DOI: 10.7910/dvn/v1rjpf/ihaisa
title: ykc20170830_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028640.v1
title: RefEx_expression_EST40_rat.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_EST40_rat
DOI: 10.6084/m9.figshare.4028643.v2
title: Processed expression data of 10 major tissues for genechip human GSE7307

description: A tab-separated values (TSV) file for RefEx_expression_genechip10_human_GSE7307
DOI: 10.6084/m9.figshare.4028637
title: Processed expression data of 40 tissues for EST mouse

description: A tab-separated values (TSV) file for RefEx_expression_EST40_mouse<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.7910/dvn/v1rjpf/tnapho
title: ykc20161010_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028640.v2
title: Processed expression data of 40 tissues for EST rat

description: A tab-separated values (TSV) file for RefEx_expression_EST40_rat
DOI: 10.6084/m9.figshare.4028640.v3
title: Processed expression data of 40 tissues for EST rat

description: A tab-separated values (TSV) file for RefEx_expression_EST40_rat<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.6084/m9.figshare.4028634
title: Processed expression data of 40 tissues for EST human

description: A tab-separated values (TSV) file for RefEx_expression_EST40_human<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.7910/dvn/v1rjpf/gbrhoa
title: ykc20171213_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028637.v1
title: RefEx_expression_EST40_mouse.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_EST40_mouse
DOI: 10.7910/dvn/v1rjpf/efo8w1
title: ykc20170214_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028634.v1
title: RefEx_expression_EST40_human.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_EST40_human
DOI: 10.6084/m9.figshare.4028637.v2
title: Processed expression data of 40 tissues for EST mouse

description: A tab-separated values (TSV) file for RefEx_expression_EST40_mouse
DOI: 10.7910/dvn/v1rjpf/qpbd2i
title: ykc20171205_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028631
title: Processed expression data of 10 major tissues for EST rat

description: A tab-separated values (TSV) file for RefEx_expression_EST10_rat<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.6084/m9.figshare.4028634.v2
title: Processed expression data of 40 tissues for EST human

description: A tab-separated values (TSV) file for RefEx_expression_EST40_human
DOI: 10.7910/dvn/v1rjpf/ukj086
title: ykc20160617_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028628
title: Processed expression data of 10 major tissues for EST mouse

description: A tab-separated values (TSV) file for RefEx_expression_EST10_mouse<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.7910/dvn/v1rjpf/jbbtvn
title: ykc20170713_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028631.v1
title: RefEx_expression_EST10_rat.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_EST10_rat
DOI: 10.7910/dvn/v1rjpf/4konom
title: ykc20160413_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/dwnonx
title: ykc20170513_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028628.v1
title: RefEx_expression_EST10_mouse.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_EST10_mouse
DOI: 10.6084/m9.figshare.4028631.v2
title: Processed expression data of 10 major tissues for EST rat

description: A tab-separated values (TSV) file for RefEx_expression_EST10_rat
DOI: 10.6084/m9.figshare.4028628.v3
title: Processed expression data of 10 major tissues for EST mouse

description: A tab-separated values (TSV) file for RefEx_expression_EST10_mouse<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.7910/dvn/v1rjpf/c2yg3o
title: ykc20160113_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028628.v2
title: Processed expression data of 10 major tissues for EST mouse

description: A tab-separated values (TSV) file for RefEx_expression_EST10_mouse
DOI: 10.6084/m9.figshare.4028631.v4
title: Processed expression data of 10 major tissues for EST rat

description: A tab-separated values (TSV) file for RefEx_expression_EST10_rat<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.6084/m9.figshare.4028631.v3
title: Processed expression data of 10 major tissues for EST rat

description: A tab-separated values (TSV) file for RefEx_expression_EST10_rat<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.7910/dvn/v1rjpf/uqak6l
title: ykc20160907_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028622
title: Processed expression data of 40 tissues for CAGE human PRJDB1099 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE40_human_PRJDB1099<br>A value of "-1" means not applicable(N/A).
DOI: 10.6084/m9.figshare.4028625
title: Processed expression data of 10 major tissues for EST human

description: A tab-separated values (TSV) file for RefEx_expression_EST10_human<br>A value of "-1" means not applicable (N/A).
DOI: 10.7910/dvn/v1rjpf/zdfqoz
title: ykc20170218_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028622.v1
title: RefEx_expression_CAGE40_human_FANTOM5.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_CAGE40_human_FANTOM5
DOI: 10.6084/m9.figshare.4028625.v1
title: RefEx_expression_EST10_human.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_EST10_human
DOI: 10.7910/dvn/v1rjpf/4ewogm
title: ykc20170109_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/2gnavm
title: ykc20170203_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028622.v2
title: Processed expression data of 40 tissues for CAGE human PRJDB3010

description: A tab-separated values (TSV) file for RefEx_expression_CAGE40_human_FANTOM5
DOI: 10.6084/m9.figshare.4028625.v2
title: Processed expression data of 10 major tissues for EST human

description: A tab-separated values (TSV) file for RefEx_expression_EST10_human
DOI: 10.6084/m9.figshare.4028619
title: Processed expression data of 10 major tissues for CAGE human PRJDB1099 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE10_human_PRJDB1099
DOI: 10.6084/m9.figshare.4028622.v3
title: Processed expression data of 40 tissues for CAGE human PRJDB3010 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE40_human_FANTOM5
DOI: 10.7910/dvn/v1rjpf/59lam1
title: ykc20160422_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/qzkrga
title: ykc20160425_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028622.v4
title: Processed expression data of 40 tissues for CAGE human PRJDB3010 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE40_human_PRJDB3010<br>A value of "-1" means not applicable(N/A).
DOI: 10.7910/dvn/v1rjpf/r9maon
title: ykc20170314_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028619.v1
title: RefEx_expression_CAGE10_human_FANTOM5.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_CAGE10_human_FANTOM5
DOI: 10.6084/m9.figshare.4028622.v5
title: Processed expression data of 40 tissues for CAGE human PRJDB3010 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE40_human_PRJDB3010<br>A value of "-1" means not applicable(N/A).
DOI: 10.6084/m9.figshare.4028616
title: Processed expression data of all samples for CAGE mouse PRJDB1100 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_mouse_PRJDB1100
DOI: 10.7910/dvn/v1rjpf/dxewpm
title: ykc20161114_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028619.v2
title: Processed expression data of 10 major tissues for CAGE human PRJDB3010

description: A tab-separated values (TSV) file for RefEx_expression_CAGE10_human_FANTOM5
DOI: 10.7910/dvn/v1rjpf/gkelih
title: ykc20171028_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028616.v1
title: RefEx_expression_CAGE_all_mouse_FANTOM5.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_mouse_FANTOM5
DOI: 10.6084/m9.figshare.4028619.v3
title: Processed expression data of 10 major tissues for CAGE human PRJDB3010 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE10_human_FANTOM5
DOI: 10.6084/m9.figshare.4028616.v2
title: Processed expression data of all samples for CAGE mouse PRJDB1100

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_mouse_FANTOM5
DOI: 10.7910/dvn/v1rjpf/cpytaw
title: ykc20170808_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028619.v4
title: Processed expression data of 10 major tissues for CAGE human PRJDB3010 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE10_human_PRJDB3010
DOI: 10.6084/m9.figshare.4028616.v4
title: Processed expression data of all samples for CAGE mouse PRJDB1100 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_mouse_PRJDB1100
DOI: 10.6084/m9.figshare.4028616.v3
title: Processed expression data of all samples for CAGE mouse PRJDB1100 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_mouse_FANTOM5
DOI: 10.7910/dvn/v1rjpf/eoxfl7
title: ykc20171016_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028613
title: Processed expression data of all samples for CAGE human PRJDB1099 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_human_PRJDB1099
DOI: 10.7910/dvn/v1rjpf/7bdpp8
title: ykc20160915_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028619.v5
title: Processed expression data of 10 major tissues for CAGE human PRJDB3010 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE10_human_PRJDB3010
DOI: 10.6084/m9.figshare.4028610
title: Sample classifications for RNAseq mouse PRJNA30467 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_RNAseq_mouse_PRJNA30467
DOI: 10.7910/dvn/v1rjpf/fucjus
title: ykc20170415_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028613.v1
title: RefEx_expression_CAGE_all_human_FANTOM5.tsv.zip

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_human_FANTOM5
DOI: 10.7910/dvn/v1rjpf/l9cq4x
title: ykc20160509_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028610.v1
title: RefEx_10-40_classifications_RNAseq_mouse_SRP000198.tsv.zip

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_RNAseq_mouse_SRP000198
DOI: 10.7910/dvn/v1rjpf/9aqnhr
title: ykc20170311_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028610.v2
title: Sample classifications for RNAseq mouse PRJNA30467 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_RNAseq_mouse_SRP000198
DOI: 10.6084/m9.figshare.4028610.v3
title: Sample classifications for RNAseq mouse PRJNA30467 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_RNAseq_mouse_PRJNA30467
DOI: 10.34740/kaggle/dsv/1460907
title: US counties COVID 19 dataset
DOI: 10.6084/m9.figshare.4028613.v2
title: Processed expression data of all samples for CAGE human PRJDB3010

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_human_FANTOM5
DOI: 10.7910/dvn/v1rjpf/4s8ydx
title: ykc20170517_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028607
title: Sample classifications for RNAseq human PRJEB2445 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_RNAseq_human_PRJEB2445
DOI: 10.6084/m9.figshare.4028613.v3
title: Processed expression data of all samples for CAGE human PRJDB3010 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_human_FANTOM5
DOI: 10.7910/dvn/v1rjpf/1yv8lh
title: ykc20170114_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/fcgm5v
title: ykc20171203_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028607.v1
title: RefEx_10-40_classifications_RNAseq_human_ERP000546.tsv.zip

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_RNAseq_human_ERP000546
DOI: 10.6084/m9.figshare.4028613.v4
title: Processed expression data of all samples for CAGE human PRJDB3010 (FANTOM5)

description: A tab-separated values (TSV) file for RefEx_expression_CAGE_all_human_PRJDB3010
DOI: 10.6084/m9.figshare.4028604
title: Sample classifications for genechip rat GSE952 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_rat_GSE952
DOI: 10.6084/m9.figshare.4028607.v2
title: Sample classifications for RNAseq human PRJEB2445 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_RNAseq_human_ERP000546
DOI: 10.7910/dvn/v1rjpf/4hfpwu
title: ykc20170213_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028601
title: Sample classifications for genechip mouse GSE10246 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_mouse_GSE10246
DOI: 10.7910/dvn/v1rjpf/vtjbzq
title: ykc20170411_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028604.v1
title: RefEx_10-40_classifications_genechip_rat_GSE952.tsv.zip

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_rat_GSE952
DOI: 10.6084/m9.figshare.4028601.v1
title: RefEx_10-40_classifications_genechip_mouse_GSE10246.tsv.zip

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_mouse_GSE10246
DOI: 10.6084/m9.figshare.4028604.v3
title: Sample classifications for genechip rat GSE952 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_rat_GSE952
DOI: 10.7910/dvn/v1rjpf/gsbdgs
title: ykc20160114_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028601.v3
title: Sample classifications for genechip mouse GSE10246 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_mouse_GSE10246
DOI: 10.6084/m9.figshare.4028604.v2
title: Sample classifications for genechip rat GSE952 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_rat_GSE952
DOI: 10.6084/m9.figshare.4028601.v2
title: Sample classifications for genechip mouse GSE10246 in RefEx

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_mouse_GSE10246
DOI: 10.7910/dvn/v1rjpf/tfj8yr
title: ykc20161109_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028598
title: Sample classifications for genechip human GSE7307

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_human_GSE7307
DOI: 10.6084/m9.figshare.4028595
title: 4D printing shape memory polymers for dynamic jewellery and fashionwear

description: 4D printing is a novel approach that enables dynamic functionality in ordinary static object. We used a methacrylated semicrystalline polymer to print objects exhibiting thermally triggered shape memory behaviour. By exploring various molecular weights, it was found that a methacrylated polycaprolactone polymer with a number average molecular weight of 10,000 g mol<sup>−1</sup> exhibited the best thermal and mechanical behaviour. The effect of dyes’ addition to the ink formulation on the photopolymerisation and on the printing processes was evaluated. The ink was utilised for demonstrating fabrication of dynamic jewellery and a shoe accessory by Digital Light Processing printing.
DOI: 10.7910/dvn/v1rjpf/wsqlqp
title: ykc20160110_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028595.v1
title: 4D printing shape memory polymers for dynamic jewellery and fashionwear

description: 4D printing is a novel approach that enables dynamic functionality in ordinary static object. We used a methacrylated semicrystalline polymer to print objects exhibiting thermally triggered shape memory behaviour. By exploring various molecular weights, it was found that a methacrylated polycaprolactone polymer with a number average molecular weight of 10,000 g mol<sup>−1</sup> exhibited the best thermal and mechanical behaviour. The effect of dyes’ addition to the ink formulation on the photopolymerisation and on the printing processes was evaluated. The ink was utilised for demonstrating fabrication of dynamic jewellery and a shoe accessory by Digital Light Processing printing.
DOI: 10.7910/dvn/v1rjpf/c7wfc2
title: ykc20161020_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028598.v1
title: RefEx_10-40_classifications_genechip_human_GSE7307.tsv.zip

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_human_GSE7307
DOI: 10.7910/dvn/v1rjpf/iryflr
title: ykc20160602_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028598.v2
title: Sample classifications for genechip human GSE7307

description: A tab-separated values (TSV) file for RefEx_10-40_classifications_genechip_human_GSE7307
DOI: 10.6084/m9.figshare.4028583
title: Exploring the spatial distribution patterns of South African Cape hakes using generalised additive models

description: We developed delta generalised additive models (GAMs) to predict the spatial distribution of different size classes of South African hakes, <i>Merluccius capensis</i> and <i>M. paradoxus</i>, using demersal trawl survey data and geographical (latitude and longitude) and environmental features (depth, temperature, bottom dissolved oxygen and sediment type). Our approach consists of fitting, for each hake size class, two independent models, a binomial GAM and a quasi-Poisson GAM, whose predictions are then combined using the delta method. Delta GAMs were validated using an iterative cross-validation procedure, and their predictions were then employed to produce distribution maps for the southern Benguela. Delta GAM predictions confirmed existing knowledge about the spatial distribution patterns of South African hakes, and brought new insights into the factors influencing the presence/absence and abundance of these species. Our GAM approach can be used to produce distribution maps for spatially explicit ecosystem models of the southern Benguela in a rigorous and objective way. Ecosystem models are critical features of the ecosystem approach to fisheries, and distribution maps constructed using our GAM approach will enable a reliable allocation of species biomasses in spatially explicit ecosystem models, which will increase trust in the spatial overlaps and, therefore, the trophic interactions predicted by these models.
DOI: 10.7910/dvn/v1rjpf/mmxe56
title: ykc20160704_03.txt.gz

description: :unav
DOI: 10.6084/m9.figshare.4028583.v1
title: Exploring the spatial distribution patterns of South African Cape hakes using generalised additive models

description: We developed delta generalised additive models (GAMs) to predict the spatial distribution of different size classes of South African hakes, <i>Merluccius capensis</i> and <i>M. paradoxus</i>, using demersal trawl survey data and geographical (latitude and longitude) and environmental features (depth, temperature, bottom dissolved oxygen and sediment type). Our approach consists of fitting, for each hake size class, two independent models, a binomial GAM and a quasi-Poisson GAM, whose predictions are then combined using the delta method. Delta GAMs were validated using an iterative cross-validation procedure, and their predictions were then employed to produce distribution maps for the southern Benguela. Delta GAM predictions confirmed existing knowledge about the spatial distribution patterns of South African hakes, and brought new insights into the factors influencing the presence/absence and abundance of these species. Our GAM approach can be used to produce distribution maps for spatially explicit ecosystem models of the southern Benguela in a rigorous and objective way. Ecosystem models are critical features of the ecosystem approach to fisheries, and distribution maps constructed using our GAM approach will enable a reliable allocation of species biomasses in spatially explicit ecosystem models, which will increase trust in the spatial overlaps and, therefore, the trophic interactions predicted by these models.
DOI: 10.7910/dvn/v1rjpf/jureju
title: ykc20170723_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/bsno4w
title: ykc20160818_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/fyqncd
title: ykc20160212_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/krlj5u
title: ykc20161118_03.txt.gz

description: :unav
DOI: 10.7910/dvn/v1rjpf/fmf7vj
title: ykc20170117_03.txt.gz

description: :unav