| Literature DB >> 26959371 |
Alf Ring Kleiven1, Albert Fernandez-Chacon1, Jan-Harald Nordahl2, Even Moland1,3, Sigurd Heiberg Espeland1, Halvor Knutsen1,4,3, Esben Moland Olsen1,3.
Abstract
Marine recreational fishing is a popular outdoor activity. However, knowledge about the magnitude of recreational catches relative to commercial catches in coastal fisheries is generally sparse. Coastal Atlantic cod (Gadus morhua) is a target species for recreational fishers in the North Atlantic. In Norway, recreational fishers are allowed to use a variety of traps and nets as well as long-line and rod and line when fishing for cod. From 2005 to 2013, 9729 cod (mean size: 40 cm, range: 15-93 cm) were tagged and released in coastal Skagerrak, southeast Norway. Both high-reward (NOK 500) and low-reward tags (NOK 50) were used in this study. Because some harvested fish (even those posting high-reward tags) may go unreported by fishers, reporting rates were estimated from mark-recovery models that incorporate detection parameters in their structure, in addition to survival and mortality estimates. During 2005 to 2013, a total of 1707 tagged cod were recovered and reported by fishers. We estimate the overall annual survival to be 33% (SE 1.5). Recreational rod and line fishing were responsible for 33.7% (SE 2.4) of total mortality, followed by commercial fisheries (15.1% SE 0.8) and recreational fixed gear (6.8% SE 0.4). Natural mortality was 44.4% (SE 2.5) of total mortality. Our findings suggest that recreational fishing-rod and line fishing in particular-is responsible for a substantial part of fishing mortality exerted on coastal cod in southern Norway.Entities:
Mesh:
Year: 2016 PMID: 26959371 PMCID: PMC4784990 DOI: 10.1371/journal.pone.0149595
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Map of study area (Aust-Agder County, Skagerrak) including cities and sampling area.
Red dots: sites where cod was tagged. Blue dots: recapture sites.
Summary of raw data by year.
Effort, number of trap deployments; Days, number of days in which traps were deployed; NH, number of high reward tags/ cod released; NL, number of cod released with low reward tags; L, range in body length (cm) of released cod, NRecov, number of high and low reward tags/ cod recovered.
| Year | Effort | Days | NH | NL | L | NRecov |
|---|---|---|---|---|---|---|
| 2005 | 153 | 1387 | 25–93 | 198 | ||
| 2006 | 1648 | 9615 | 168 | 1601 | 25–83 | 365 |
| 2007 | 1909 | 10299 | 355 | 1437 | 20–88 | 429 |
| 2008 | 1683 | 11057 | 322 | 1328 | 16–81 | 377 |
| 2009 | 860 | 7296 | 84 | 354 | 22–84 | 152 |
| 2010 | 913 | 3955 | 128 | 563 | 20–87 | 111 |
| 2011 | 493 | 855 | 110 | 86 | 21–69 | 122 |
| 2012 | 490 | 2863 | 313 | 794 | 25–80 | 143 |
| 2013 | 495 | 2482 | 122 | 429 | 25–73 | 56 |
*Not registered
Fig 2Diagram showing the model pattern used in the analysis of the mark-recovery data.
Each step represents a different model parameter or transition probability between states and the whole sequence links both ecological (S,M) and observational processes (p,r) to the different events contained in the individual encounter histories (the numbers between brackets).
Tag returns (low = 50 NOK, high = 500 NOK) per year from 2005–2013 from commercial fisheries and recreational rod/line, fixed and unknown gear.
Despite recoveries occurred at any time, including 2005, data formatting for the mark-recovery model require individual deaths reported soon after tagging and/or during the time interval between years to be entered in the next season (for details, see materials and methods).
| 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | Total | |
|---|---|---|---|---|---|---|---|---|---|---|
| Commercial high | 0 | 11 | 15 | 25 | 17 | 16 | 8 | 12 | 15 | 119 |
| Commercial low | 0 | 47 | 118 | 110 | 82 | 23 | 25 | 9 | 35 | 449 |
| Rec line high | 0 | 7 | 9 | 16 | 18 | 13 | 14 | 19 | 15 | 111 |
| Rec line low | 0 | 35 | 36 | 34 | 38 | 16 | 19 | 31 | 20 | 229 |
| Rec fixed high | 0 | 8 | 5 | 34 | 16 | 10 | 4 | 7 | 21 | 105 |
| Rec fixed low | 0 | 60 | 58 | 87 | 59 | 19 | 17 | 10 | 17 | 327 |
| Rec unknown high | 0 | 14 | 14 | 11 | 13 | 4 | 7 | 2 | 0 | 65 |
| Rec unknown low | 0 | 82 | 96 | 61 | 37 | 13 | 6 | 7 | 0 | 302 |
Fig 3Distribution of number of dead recoveries throughout the year.
Height of bars indicate number of reported fish for each month (J: January, F: February and so on). Black: proportion caught by professional fishermen. Grey: recreational fishery. Diagonally shaded area is proportion taken by recreational fishermen from the local area. Vertical shaded areas represent fish reported by recreational fishermen with postal codes in other parts of Norway. Unshaded grey areas represent fish reported by foreign recreational fishermen.
Global test results of the Goodness-of-fit (GOF) test performed for the reduced 2-state model with single live and newly dead states (see methods).
| Data | Chi-square | df | ĉ | |
|---|---|---|---|---|
| Group 1 (500 NOK reward) | 18.587 | 0.136 | 13 | 1.429 |
| Group 2 (50 NOK reward) | 33.651 | 0.009 | 17 | 1.979 |
| Sum over groups | 52.238 | 30 |
Model selection towards a consensus model for survival (S) and fishing mortality proportions (M).
Reporting rates (r) were always kept as function of fishery type (gear) and reward. In the case of unknown gear types, two periods of constant but different reporting rates were also included in the model structure (see methods). Departing from the general full time-dependent structure (model 1), modelling consisted in removing time effects (time) first from survival (model 2) and secondly, from mortality proportions (model 3) keeping the best structure in the survival parameter. Resulting models were ranked according to QAIC values (see methods). Deviance and number of parameters (Np) are also given. Delta QAIC indicates the difference in QAIC between the current model and the final retained model. The best model is shown on top.
| Model | S | M | r | Np | Deviance | QAIC | DeltaAIC |
|---|---|---|---|---|---|---|---|
| 2 | (.) | gear*time | gear*reward | 37 | 15742.6091 | 9116.2798 | 0 |
| 1 | time | gear*time | gear*reward | 43 | 15734.4341 | 9123.5842 | 7.3044 |
| 3 | (.) | gear(.) | gear*reward | 9 | 16042.6076 | 9232.5937 | 116.3139 |
Reporting rate per fishery type and reward (High = 500 NOK, low = 50 NOK).
| Type of Recovery | Tag reward | Estimate | CI- | CI+ | SE |
|---|---|---|---|---|---|
| Commercial fisher | High | 0.99933204 | 0.9993296 | 0.99933448 | 1.245E-06 |
| Recreational line | High | 0.19107789 | 0.13541537 | 0.26266932 | 0.03240239 |
| Recreational fixed gear | High | 0.99998133 | 0.9999798 | 0.99998274 | 7.51E-07 |
| Commercial fisher | Low | 0.72761128 | 0.50778186 | 0.87368527 | 0.09620524 |
| Recreational line | Low | 0.08559838 | 0.06089735 | 0.11904845 | 0.01466115 |
| Recreational fixed gear | Low | 0.65577818 | 0.44706842 | 0.81781228 | 0.09870746 |
Reporting rates of recreational unknown gear.
(High = 500 NOK, low = 50 NOK).
| Type of Recovery | Tag reward | Recovery period | Estimate | CI- | CI+ | SE |
|---|---|---|---|---|---|---|
| Unknown rec. gear | High | Before 2009 | 0.20747458 | 0.12808937 | 0.31810962 | 0.04846817 |
| Unknown rec. gear | High | After 2009 | 0.04975389 | 0.0232519 | 0.10326861 | 0.01901292 |
| Unknown rec. gear | Low | Before 2009 | 0.15305057 | 0.10864452 | 0.211304 | 0.02604357 |
| Unknown rec. gear | Low | After 2009 | 0.02997352 | 0.01675804 | 0.05304851 | 0.0088259 |
General survival and mortality proportions from commercial fisheries and recreational line and fixed gear.
Natural mortality is lower than fishing mortality.
| Parameter | Estimate | CI- | CI+ | SE |
|---|---|---|---|---|
| General survival | 0.32618198 | 0.29707416 | 0.35669459 | 0.01522419 |
| % deaths due to commercial fisheries | 0.15136585 | 0.13614315 | 0.16795972 | 0.00811174 |
| % deaths due to recreational line | 0.33680026 | 0.29222837 | 0.38447745 | 0.02359014 |
| % deaths due to recreational fixed | 0.06751096 | 0.05976538 | 0.07617904 | 0.00417982 |
| % deaths due to other causes (natural) | 0.44432293 | 0.39673935 | 0.49295009 | 0.02461873 |