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Autores principales:	Bruce, Tom, Amir, Zachary, Allen, Benjamin L, Alting, Brendan F, Amos, Matt, Augusteyn, John, Ballard, Guy-Anthony, Behrendorff, Linda M, Bell, Kristian, Bengsen, Andrew J, Bennett, Ami, Benshemesh, Joe S, Bentley, Joss, Blackmore, Caroline J, Boscarino-Gaetano, Remo, Bourke, Lachlan A, Brewster, Rob, Brook, Barry W, Broughton, Colin, Buettel, Jessie C, Carter, Andrew, Chiu-Werner, Antje, Claridge, Andrew W, Comer, Sarah, Comte, Sebastien, Connolly, Rod M, Cowan, Mitchell A, Cross, Sophie L, Cunningham, Calum X, Dalziell, Anastasia H, Davies, Hugh F, Davis, Jenny, Dawson, Stuart J, Di Stefano, Julian, Dickman, Christopher R, Dillon, Martin L, Doherty, Tim S, Driessen, Michael M, Driscoll, Don A, Dundas, Shannon J, Eichholtzer, Anne C, Elliott, Todd F, Elsworth, Peter, Fancourt, Bronwyn A, Fardell, Loren L, Faris, James, Fawcett, Adam, Fisher, Diana O, Fleming, Peter J S, Forsyth, David M, Garza-Garcia, Alejandro D, Geary, William L, Gillespie, Graeme, Giumelli, Patrick J, Gracanin, Ana, Grantham, Hedley S, Greenville, Aaron C, Griffiths, Stephen R, Groffen, Heidi, Hamilton, David G, Harriott, Lana, Hayward, Matthew W, Heard, Geoffrey, Heiniger, Jaime, Helgen, Kristofer M, Henderson, Tim J, Hernandez-Santin, Lorna, Herrera, Cesar, Hirsch, Ben T, Hohnen, Rosemary, Hollings, Tracey A, Hoskin, Conrad J, Hradsky, Bronwyn A, Humphrey, Jacinta E, Jennings, Paul R, Jones, Menna E, Jordan, Neil R, Kelly, Catherine L, Kennedy, Malcolm S, Knipler, Monica L, Kreplins, Tracey L, L'Herpiniere, Kiara L, Laurance, William F, Lavery, Tyrone H, Le Pla, Mark, Leahy, Lily, Leedman, Ashley, Legge, Sarah, Leitão, Ana V, Letnic, Mike, Liddell, Michael J, Lieb, Zoë E, Linley, Grant D, Lisle, Allan T, Lohr, Cheryl A, Maitz, Natalya, Marshall, Kieran D, Mason, Rachel T, Matheus-Holland, Daniela F, McComb, Leo B, McDonald, Peter J, McGregor, Hugh, McKnight, Donald T, Meek, Paul D, Menon, Vishnu, Michael, Damian R, Mills, Charlotte H, Miritis, Vivianna, Moore, Harry A, Morgan, Helen R, Murphy, Brett P, Murray, Andrew J, Natusch, Daniel J D, Neilly, Heather, Nevill, Paul, Newman, Peggy, Newsome, Thomas M, Nimmo, Dale G, Nordberg, Eric J, O'Dwyer, Terence W, O'Neill, Sally, Old, Julie M, Oxenham, Katherine, Pauza, Matthew D, Pestell, Ange J L, Pitcher, Benjamin J, Pocknee, Christopher A, Possingham, Hugh P, Raiter, Keren G, Rand, Jacquie S, Rees, Matthew W, Rendall, Anthony R, Renwick, Juanita, Reside, April, Rew-Duffy, Miranda, Ritchie, Euan G, Roach, Chris P, Robley, Alan, Rog, Stefanie M, Rout, Tracy M, Schlacher, Thomas A, Scomparin, Cyril R, Sitters, Holly, Smith, Deane A, Somaweera, Ruchira, Spencer, Emma E, Spindler, Rebecca E, Stobo-Wilson, Alyson M, Stokeld, Danielle, Streeting, Louise M, Sutherland, Duncan R, Taggart, Patrick L, Teixeira, Daniella, Thompson, Graham G, Thompson, Scott A, Thorpe, Mary O, Todd, Stephanie J, Towerton, Alison L, Vernes, Karl, Waller, Grace, Wardle, Glenda M, Watchorn, Darcy J, Watson, Alexander W T, Welbergen, Justin A, Weston, Michael A, Wijas, Baptiste J, Williams, Stephen E, Woodford, Luke P, Wooster, Eamonn I F, Znidersic, Elizabeth, Luskin, Matthew S
Formato:	Artículo científico
Lenguaje:	en
Publicado:	Biological reviews of the Cambridge Philosophical Society 2025
Materias:	Animals Animals, Wild Photography Australia Conservation of Natural Resources Environmental Monitoring
Acceso en línea:	https://pubmed.ncbi.nlm.nih.gov/39822039/
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

_version_	1868266255317729280
author	Bruce, Tom Amir, Zachary Allen, Benjamin L Alting, Brendan F Amos, Matt Augusteyn, John Ballard, Guy-Anthony Behrendorff, Linda M Bell, Kristian Bengsen, Andrew J Bennett, Ami Benshemesh, Joe S Bentley, Joss Blackmore, Caroline J Boscarino-Gaetano, Remo Bourke, Lachlan A Brewster, Rob Brook, Barry W Broughton, Colin Buettel, Jessie C Carter, Andrew Chiu-Werner, Antje Claridge, Andrew W Comer, Sarah Comte, Sebastien Connolly, Rod M Cowan, Mitchell A Cross, Sophie L Cunningham, Calum X Dalziell, Anastasia H Davies, Hugh F Davis, Jenny Dawson, Stuart J Di Stefano, Julian Dickman, Christopher R Dillon, Martin L Doherty, Tim S Driessen, Michael M Driscoll, Don A Dundas, Shannon J Eichholtzer, Anne C Elliott, Todd F Elsworth, Peter Fancourt, Bronwyn A Fardell, Loren L Faris, James Fawcett, Adam Fisher, Diana O Fleming, Peter J S Forsyth, David M Garza-Garcia, Alejandro D Geary, William L Gillespie, Graeme Giumelli, Patrick J Gracanin, Ana Grantham, Hedley S Greenville, Aaron C Griffiths, Stephen R Groffen, Heidi Hamilton, David G Harriott, Lana Hayward, Matthew W Heard, Geoffrey Heiniger, Jaime Helgen, Kristofer M Henderson, Tim J Hernandez-Santin, Lorna Herrera, Cesar Hirsch, Ben T Hohnen, Rosemary Hollings, Tracey A Hoskin, Conrad J Hradsky, Bronwyn A Humphrey, Jacinta E Jennings, Paul R Jones, Menna E Jordan, Neil R Kelly, Catherine L Kennedy, Malcolm S Knipler, Monica L Kreplins, Tracey L L'Herpiniere, Kiara L Laurance, William F Lavery, Tyrone H Le Pla, Mark Leahy, Lily Leedman, Ashley Legge, Sarah Leitão, Ana V Letnic, Mike Liddell, Michael J Lieb, Zoë E Linley, Grant D Lisle, Allan T Lohr, Cheryl A Maitz, Natalya Marshall, Kieran D Mason, Rachel T Matheus-Holland, Daniela F McComb, Leo B McDonald, Peter J McGregor, Hugh McKnight, Donald T Meek, Paul D Menon, Vishnu Michael, Damian R Mills, Charlotte H Miritis, Vivianna Moore, Harry A Morgan, Helen R Murphy, Brett P Murray, Andrew J Natusch, Daniel J D Neilly, Heather Nevill, Paul Newman, Peggy Newsome, Thomas M Nimmo, Dale G Nordberg, Eric J O'Dwyer, Terence W O'Neill, Sally Old, Julie M Oxenham, Katherine Pauza, Matthew D Pestell, Ange J L Pitcher, Benjamin J Pocknee, Christopher A Possingham, Hugh P Raiter, Keren G Rand, Jacquie S Rees, Matthew W Rendall, Anthony R Renwick, Juanita Reside, April Rew-Duffy, Miranda Ritchie, Euan G Roach, Chris P Robley, Alan Rog, Stefanie M Rout, Tracy M Schlacher, Thomas A Scomparin, Cyril R Sitters, Holly Smith, Deane A Somaweera, Ruchira Spencer, Emma E Spindler, Rebecca E Stobo-Wilson, Alyson M Stokeld, Danielle Streeting, Louise M Sutherland, Duncan R Taggart, Patrick L Teixeira, Daniella Thompson, Graham G Thompson, Scott A Thorpe, Mary O Todd, Stephanie J Towerton, Alison L Vernes, Karl Waller, Grace Wardle, Glenda M Watchorn, Darcy J Watson, Alexander W T Welbergen, Justin A Weston, Michael A Wijas, Baptiste J Williams, Stephen E Woodford, Luke P Wooster, Eamonn I F Znidersic, Elizabeth Luskin, Matthew S
author_facet	Bruce, Tom Amir, Zachary Allen, Benjamin L Alting, Brendan F Amos, Matt Augusteyn, John Ballard, Guy-Anthony Behrendorff, Linda M Bell, Kristian Bengsen, Andrew J Bennett, Ami Benshemesh, Joe S Bentley, Joss Blackmore, Caroline J Boscarino-Gaetano, Remo Bourke, Lachlan A Brewster, Rob Brook, Barry W Broughton, Colin Buettel, Jessie C Carter, Andrew Chiu-Werner, Antje Claridge, Andrew W Comer, Sarah Comte, Sebastien Connolly, Rod M Cowan, Mitchell A Cross, Sophie L Cunningham, Calum X Dalziell, Anastasia H Davies, Hugh F Davis, Jenny Dawson, Stuart J Di Stefano, Julian Dickman, Christopher R Dillon, Martin L Doherty, Tim S Driessen, Michael M Driscoll, Don A Dundas, Shannon J Eichholtzer, Anne C Elliott, Todd F Elsworth, Peter Fancourt, Bronwyn A Fardell, Loren L Faris, James Fawcett, Adam Fisher, Diana O Fleming, Peter J S Forsyth, David M Garza-Garcia, Alejandro D Geary, William L Gillespie, Graeme Giumelli, Patrick J Gracanin, Ana Grantham, Hedley S Greenville, Aaron C Griffiths, Stephen R Groffen, Heidi Hamilton, David G Harriott, Lana Hayward, Matthew W Heard, Geoffrey Heiniger, Jaime Helgen, Kristofer M Henderson, Tim J Hernandez-Santin, Lorna Herrera, Cesar Hirsch, Ben T Hohnen, Rosemary Hollings, Tracey A Hoskin, Conrad J Hradsky, Bronwyn A Humphrey, Jacinta E Jennings, Paul R Jones, Menna E Jordan, Neil R Kelly, Catherine L Kennedy, Malcolm S Knipler, Monica L Kreplins, Tracey L L'Herpiniere, Kiara L Laurance, William F Lavery, Tyrone H Le Pla, Mark Leahy, Lily Leedman, Ashley Legge, Sarah Leitão, Ana V Letnic, Mike Liddell, Michael J Lieb, Zoë E Linley, Grant D Lisle, Allan T Lohr, Cheryl A Maitz, Natalya Marshall, Kieran D Mason, Rachel T Matheus-Holland, Daniela F McComb, Leo B McDonald, Peter J McGregor, Hugh McKnight, Donald T Meek, Paul D Menon, Vishnu Michael, Damian R Mills, Charlotte H Miritis, Vivianna Moore, Harry A Morgan, Helen R Murphy, Brett P Murray, Andrew J Natusch, Daniel J D Neilly, Heather Nevill, Paul Newman, Peggy Newsome, Thomas M Nimmo, Dale G Nordberg, Eric J O'Dwyer, Terence W O'Neill, Sally Old, Julie M Oxenham, Katherine Pauza, Matthew D Pestell, Ange J L Pitcher, Benjamin J Pocknee, Christopher A Possingham, Hugh P Raiter, Keren G Rand, Jacquie S Rees, Matthew W Rendall, Anthony R Renwick, Juanita Reside, April Rew-Duffy, Miranda Ritchie, Euan G Roach, Chris P Robley, Alan Rog, Stefanie M Rout, Tracy M Schlacher, Thomas A Scomparin, Cyril R Sitters, Holly Smith, Deane A Somaweera, Ruchira Spencer, Emma E Spindler, Rebecca E Stobo-Wilson, Alyson M Stokeld, Danielle Streeting, Louise M Sutherland, Duncan R Taggart, Patrick L Teixeira, Daniella Thompson, Graham G Thompson, Scott A Thorpe, Mary O Todd, Stephanie J Towerton, Alison L Vernes, Karl Waller, Grace Wardle, Glenda M Watchorn, Darcy J Watson, Alexander W T Welbergen, Justin A Weston, Michael A Wijas, Baptiste J Williams, Stephen E Woodford, Luke P Wooster, Eamonn I F Znidersic, Elizabeth Luskin, Matthew S Bruce, Tom Amir, Zachary Allen, Benjamin L Alting, Brendan F Amos, Matt Augusteyn, John Ballard, Guy-Anthony Behrendorff, Linda M Bell, Kristian Bengsen, Andrew J Bennett, Ami Benshemesh, Joe S Bentley, Joss Blackmore, Caroline J Boscarino-Gaetano, Remo Bourke, Lachlan A Brewster, Rob Brook, Barry W Broughton, Colin Buettel, Jessie C Carter, Andrew Chiu-Werner, Antje Claridge, Andrew W Comer, Sarah Comte, Sebastien Connolly, Rod M Cowan, Mitchell A Cross, Sophie L Cunningham, Calum X Dalziell, Anastasia H Davies, Hugh F Davis, Jenny Dawson, Stuart J Di Stefano, Julian Dickman, Christopher R Dillon, Martin L Doherty, Tim S Driessen, Michael M Driscoll, Don A Dundas, Shannon J Eichholtzer, Anne C Elliott, Todd F Elsworth, Peter Fancourt, Bronwyn A Fardell, Loren L Faris, James Fawcett, Adam Fisher, Diana O Fleming, Peter J S Forsyth, David M Garza-Garcia, Alejandro D Geary, William L Gillespie, Graeme Giumelli, Patrick J Gracanin, Ana Grantham, Hedley S Greenville, Aaron C Griffiths, Stephen R Groffen, Heidi Hamilton, David G Harriott, Lana Hayward, Matthew W Heard, Geoffrey Heiniger, Jaime Helgen, Kristofer M Henderson, Tim J Hernandez-Santin, Lorna Herrera, Cesar Hirsch, Ben T Hohnen, Rosemary Hollings, Tracey A Hoskin, Conrad J Hradsky, Bronwyn A Humphrey, Jacinta E Jennings, Paul R Jones, Menna E Jordan, Neil R Kelly, Catherine L Kennedy, Malcolm S Knipler, Monica L Kreplins, Tracey L L'Herpiniere, Kiara L Laurance, William F Lavery, Tyrone H Le Pla, Mark Leahy, Lily Leedman, Ashley Legge, Sarah Leitão, Ana V Letnic, Mike Liddell, Michael J Lieb, Zoë E Linley, Grant D Lisle, Allan T Lohr, Cheryl A Maitz, Natalya Marshall, Kieran D Mason, Rachel T Matheus-Holland, Daniela F McComb, Leo B McDonald, Peter J McGregor, Hugh McKnight, Donald T Meek, Paul D Menon, Vishnu Michael, Damian R Mills, Charlotte H Miritis, Vivianna Moore, Harry A Morgan, Helen R Murphy, Brett P Murray, Andrew J Natusch, Daniel J D Neilly, Heather Nevill, Paul Newman, Peggy Newsome, Thomas M Nimmo, Dale G Nordberg, Eric J O'Dwyer, Terence W O'Neill, Sally Old, Julie M Oxenham, Katherine Pauza, Matthew D Pestell, Ange J L Pitcher, Benjamin J Pocknee, Christopher A Possingham, Hugh P Raiter, Keren G Rand, Jacquie S Rees, Matthew W Rendall, Anthony R Renwick, Juanita Reside, April Rew-Duffy, Miranda Ritchie, Euan G Roach, Chris P Robley, Alan Rog, Stefanie M Rout, Tracy M Schlacher, Thomas A Scomparin, Cyril R Sitters, Holly Smith, Deane A Somaweera, Ruchira Spencer, Emma E Spindler, Rebecca E Stobo-Wilson, Alyson M Stokeld, Danielle Streeting, Louise M Sutherland, Duncan R Taggart, Patrick L Teixeira, Daniella Thompson, Graham G Thompson, Scott A Thorpe, Mary O Todd, Stephanie J Towerton, Alison L Vernes, Karl Waller, Grace Wardle, Glenda M Watchorn, Darcy J Watson, Alexander W T Welbergen, Justin A Weston, Michael A Wijas, Baptiste J Williams, Stephen E Woodford, Luke P Wooster, Eamonn I F Znidersic, Elizabeth Luskin, Matthew S
collection	PubMed - marine biology
contents	Large-scale and long-term wildlife research and monitoring using camera traps: a continental synthesis. Bruce, Tom Amir, Zachary Allen, Benjamin L Alting, Brendan F Amos, Matt Augusteyn, John Ballard, Guy-Anthony Behrendorff, Linda M Bell, Kristian Bengsen, Andrew J Bennett, Ami Benshemesh, Joe S Bentley, Joss Blackmore, Caroline J Boscarino-Gaetano, Remo Bourke, Lachlan A Brewster, Rob Brook, Barry W Broughton, Colin Buettel, Jessie C Carter, Andrew Chiu-Werner, Antje Claridge, Andrew W Comer, Sarah Comte, Sebastien Connolly, Rod M Cowan, Mitchell A Cross, Sophie L Cunningham, Calum X Dalziell, Anastasia H Davies, Hugh F Davis, Jenny Dawson, Stuart J Di Stefano, Julian Dickman, Christopher R Dillon, Martin L Doherty, Tim S Driessen, Michael M Driscoll, Don A Dundas, Shannon J Eichholtzer, Anne C Elliott, Todd F Elsworth, Peter Fancourt, Bronwyn A Fardell, Loren L Faris, James Fawcett, Adam Fisher, Diana O Fleming, Peter J S Forsyth, David M Garza-Garcia, Alejandro D Geary, William L Gillespie, Graeme Giumelli, Patrick J Gracanin, Ana Grantham, Hedley S Greenville, Aaron C Griffiths, Stephen R Groffen, Heidi Hamilton, David G Harriott, Lana Hayward, Matthew W Heard, Geoffrey Heiniger, Jaime Helgen, Kristofer M Henderson, Tim J Hernandez-Santin, Lorna Herrera, Cesar Hirsch, Ben T Hohnen, Rosemary Hollings, Tracey A Hoskin, Conrad J Hradsky, Bronwyn A Humphrey, Jacinta E Jennings, Paul R Jones, Menna E Jordan, Neil R Kelly, Catherine L Kennedy, Malcolm S Knipler, Monica L Kreplins, Tracey L L'Herpiniere, Kiara L Laurance, William F Lavery, Tyrone H Le Pla, Mark Leahy, Lily Leedman, Ashley Legge, Sarah Leitão, Ana V Letnic, Mike Liddell, Michael J Lieb, Zoë E Linley, Grant D Lisle, Allan T Lohr, Cheryl A Maitz, Natalya Marshall, Kieran D Mason, Rachel T Matheus-Holland, Daniela F McComb, Leo B McDonald, Peter J McGregor, Hugh McKnight, Donald T Meek, Paul D Menon, Vishnu Michael, Damian R Mills, Charlotte H Miritis, Vivianna Moore, Harry A Morgan, Helen R Murphy, Brett P Murray, Andrew J Natusch, Daniel J D Neilly, Heather Nevill, Paul Newman, Peggy Newsome, Thomas M Nimmo, Dale G Nordberg, Eric J O'Dwyer, Terence W O'Neill, Sally Old, Julie M Oxenham, Katherine Pauza, Matthew D Pestell, Ange J L Pitcher, Benjamin J Pocknee, Christopher A Possingham, Hugh P Raiter, Keren G Rand, Jacquie S Rees, Matthew W Rendall, Anthony R Renwick, Juanita Reside, April Rew-Duffy, Miranda Ritchie, Euan G Roach, Chris P Robley, Alan Rog, Stefanie M Rout, Tracy M Schlacher, Thomas A Scomparin, Cyril R Sitters, Holly Smith, Deane A Somaweera, Ruchira Spencer, Emma E Spindler, Rebecca E Stobo-Wilson, Alyson M Stokeld, Danielle Streeting, Louise M Sutherland, Duncan R Taggart, Patrick L Teixeira, Daniella Thompson, Graham G Thompson, Scott A Thorpe, Mary O Todd, Stephanie J Towerton, Alison L Vernes, Karl Waller, Grace Wardle, Glenda M Watchorn, Darcy J Watson, Alexander W T Welbergen, Justin A Weston, Michael A Wijas, Baptiste J Williams, Stephen E Woodford, Luke P Wooster, Eamonn I F Znidersic, Elizabeth Luskin, Matthew S Animals Animals, Wild Photography Australia Conservation of Natural Resources Environmental Monitoring Camera traps are widely used in wildlife research and monitoring, so it is imperative to understand their strengths, limitations, and potential for increasing impact. We investigated a decade of use of wildlife cameras (2012-2022) with a case study on Australian terrestrial vertebrates using a multifaceted approach. We (i) synthesised information from a literature review; (ii) conducted an online questionnaire of 132 professionals; (iii) hosted an in-person workshop of 28 leading experts representing academia, non-governmental organisations (NGOs), and government; and (iv) mapped camera trap usage based on all sources. We predicted that the last decade would have shown: (i) exponentially increasing sampling effort, a continuation of camera usage trends up to 2012; (ii) analytics to have shifted from naive presence/absence and capture rates towards hierarchical modelling that accounts for imperfect detection, thereby improving the quality of outputs and inferences on occupancy, abundance, and density; and (iii) broader research scales in terms of multi-species, multi-site and multi-year studies. However, the results showed that the sampling effort has reached a plateau, with publication rates increasing only modestly. Users reported reaching a saturation point in terms of images that could be processed by humans and time for complex analyses and academic writing. There were strong taxonomic and geographic biases towards medium-large mammals (>500 g) in forests along Australia's southeastern coastlines, reflecting proximity to major cities. Regarding analytical choices, bias-prone indices still accounted for ~50% of outputs and this was consistent across user groups. Multi-species, multi-site and multiple-year studies were rare, largely driven by hesitancy around collaboration and data sharing. There is no widely used repository for wildlife camera images and the Atlas of Living Australia (ALA) is the dominant repository for sharing tabular occurrence records. However, the ALA is presence-only and thus is unsuitable for creating detection histories with absences, inhibiting hierarchical modelling. Workshop discussions identified a pressing need for collaboration to enhance the efficiency, quality and scale of research and management outcomes, leading to the proposal of a Wildlife Observatory of Australia (WildObs). To encourage data standards and sharing, WildObs should (i) promote a metadata collection app; (ii) create a tagged image repository to facilitate artificial intelligence/machine learning (AI/ML) computer vision research in this space; (iii) address the image identification bottleneck via the use of AI/ML-powered image-processing platforms; (iv) create data commons for detection histories that are suitable for hierarchical modelling; and (v) provide capacity building and tools for hierarchical modelling. Our review highlights that while Australia's investments in monitoring biodiversity with cameras position it to be a global leader in this context, realising that potential requires a paradigm shift towards best practices for collecting, curating, sharing and analysing 'Big Data'. Our findings and framework have broad applicability outside Australia to enhance camera usage to meet conservation and management objectives ranging from local to global scales. This review articulates a country/continental observatory approach that is also suitable for international collaborative wildlife research networks.
format	Artículo científico
id	pubmed_39822039
institution	PubMed
language	en
publishDate	2025
publisher	Biological reviews of the Cambridge Philosophical Society
record_format	pubmed
spellingShingle	Large-scale and long-term wildlife research and monitoring using camera traps: a continental synthesis. Bruce, Tom Amir, Zachary Allen, Benjamin L Alting, Brendan F Amos, Matt Augusteyn, John Ballard, Guy-Anthony Behrendorff, Linda M Bell, Kristian Bengsen, Andrew J Bennett, Ami Benshemesh, Joe S Bentley, Joss Blackmore, Caroline J Boscarino-Gaetano, Remo Bourke, Lachlan A Brewster, Rob Brook, Barry W Broughton, Colin Buettel, Jessie C Carter, Andrew Chiu-Werner, Antje Claridge, Andrew W Comer, Sarah Comte, Sebastien Connolly, Rod M Cowan, Mitchell A Cross, Sophie L Cunningham, Calum X Dalziell, Anastasia H Davies, Hugh F Davis, Jenny Dawson, Stuart J Di Stefano, Julian Dickman, Christopher R Dillon, Martin L Doherty, Tim S Driessen, Michael M Driscoll, Don A Dundas, Shannon J Eichholtzer, Anne C Elliott, Todd F Elsworth, Peter Fancourt, Bronwyn A Fardell, Loren L Faris, James Fawcett, Adam Fisher, Diana O Fleming, Peter J S Forsyth, David M Garza-Garcia, Alejandro D Geary, William L Gillespie, Graeme Giumelli, Patrick J Gracanin, Ana Grantham, Hedley S Greenville, Aaron C Griffiths, Stephen R Groffen, Heidi Hamilton, David G Harriott, Lana Hayward, Matthew W Heard, Geoffrey Heiniger, Jaime Helgen, Kristofer M Henderson, Tim J Hernandez-Santin, Lorna Herrera, Cesar Hirsch, Ben T Hohnen, Rosemary Hollings, Tracey A Hoskin, Conrad J Hradsky, Bronwyn A Humphrey, Jacinta E Jennings, Paul R Jones, Menna E Jordan, Neil R Kelly, Catherine L Kennedy, Malcolm S Knipler, Monica L Kreplins, Tracey L L'Herpiniere, Kiara L Laurance, William F Lavery, Tyrone H Le Pla, Mark Leahy, Lily Leedman, Ashley Legge, Sarah Leitão, Ana V Letnic, Mike Liddell, Michael J Lieb, Zoë E Linley, Grant D Lisle, Allan T Lohr, Cheryl A Maitz, Natalya Marshall, Kieran D Mason, Rachel T Matheus-Holland, Daniela F McComb, Leo B McDonald, Peter J McGregor, Hugh McKnight, Donald T Meek, Paul D Menon, Vishnu Michael, Damian R Mills, Charlotte H Miritis, Vivianna Moore, Harry A Morgan, Helen R Murphy, Brett P Murray, Andrew J Natusch, Daniel J D Neilly, Heather Nevill, Paul Newman, Peggy Newsome, Thomas M Nimmo, Dale G Nordberg, Eric J O'Dwyer, Terence W O'Neill, Sally Old, Julie M Oxenham, Katherine Pauza, Matthew D Pestell, Ange J L Pitcher, Benjamin J Pocknee, Christopher A Possingham, Hugh P Raiter, Keren G Rand, Jacquie S Rees, Matthew W Rendall, Anthony R Renwick, Juanita Reside, April Rew-Duffy, Miranda Ritchie, Euan G Roach, Chris P Robley, Alan Rog, Stefanie M Rout, Tracy M Schlacher, Thomas A Scomparin, Cyril R Sitters, Holly Smith, Deane A Somaweera, Ruchira Spencer, Emma E Spindler, Rebecca E Stobo-Wilson, Alyson M Stokeld, Danielle Streeting, Louise M Sutherland, Duncan R Taggart, Patrick L Teixeira, Daniella Thompson, Graham G Thompson, Scott A Thorpe, Mary O Todd, Stephanie J Towerton, Alison L Vernes, Karl Waller, Grace Wardle, Glenda M Watchorn, Darcy J Watson, Alexander W T Welbergen, Justin A Weston, Michael A Wijas, Baptiste J Williams, Stephen E Woodford, Luke P Wooster, Eamonn I F Znidersic, Elizabeth Luskin, Matthew S Animals Animals, Wild Photography Australia Conservation of Natural Resources Environmental Monitoring Large-scale and long-term wildlife research and monitoring using camera traps: a continental synthesis. Bruce, Tom Amir, Zachary Allen, Benjamin L Alting, Brendan F Amos, Matt Augusteyn, John Ballard, Guy-Anthony Behrendorff, Linda M Bell, Kristian Bengsen, Andrew J Bennett, Ami Benshemesh, Joe S Bentley, Joss Blackmore, Caroline J Boscarino-Gaetano, Remo Bourke, Lachlan A Brewster, Rob Brook, Barry W Broughton, Colin Buettel, Jessie C Carter, Andrew Chiu-Werner, Antje Claridge, Andrew W Comer, Sarah Comte, Sebastien Connolly, Rod M Cowan, Mitchell A Cross, Sophie L Cunningham, Calum X Dalziell, Anastasia H Davies, Hugh F Davis, Jenny Dawson, Stuart J Di Stefano, Julian Dickman, Christopher R Dillon, Martin L Doherty, Tim S Driessen, Michael M Driscoll, Don A Dundas, Shannon J Eichholtzer, Anne C Elliott, Todd F Elsworth, Peter Fancourt, Bronwyn A Fardell, Loren L Faris, James Fawcett, Adam Fisher, Diana O Fleming, Peter J S Forsyth, David M Garza-Garcia, Alejandro D Geary, William L Gillespie, Graeme Giumelli, Patrick J Gracanin, Ana Grantham, Hedley S Greenville, Aaron C Griffiths, Stephen R Groffen, Heidi Hamilton, David G Harriott, Lana Hayward, Matthew W Heard, Geoffrey Heiniger, Jaime Helgen, Kristofer M Henderson, Tim J Hernandez-Santin, Lorna Herrera, Cesar Hirsch, Ben T Hohnen, Rosemary Hollings, Tracey A Hoskin, Conrad J Hradsky, Bronwyn A Humphrey, Jacinta E Jennings, Paul R Jones, Menna E Jordan, Neil R Kelly, Catherine L Kennedy, Malcolm S Knipler, Monica L Kreplins, Tracey L L'Herpiniere, Kiara L Laurance, William F Lavery, Tyrone H Le Pla, Mark Leahy, Lily Leedman, Ashley Legge, Sarah Leitão, Ana V Letnic, Mike Liddell, Michael J Lieb, Zoë E Linley, Grant D Lisle, Allan T Lohr, Cheryl A Maitz, Natalya Marshall, Kieran D Mason, Rachel T Matheus-Holland, Daniela F McComb, Leo B McDonald, Peter J McGregor, Hugh McKnight, Donald T Meek, Paul D Menon, Vishnu Michael, Damian R Mills, Charlotte H Miritis, Vivianna Moore, Harry A Morgan, Helen R Murphy, Brett P Murray, Andrew J Natusch, Daniel J D Neilly, Heather Nevill, Paul Newman, Peggy Newsome, Thomas M Nimmo, Dale G Nordberg, Eric J O'Dwyer, Terence W O'Neill, Sally Old, Julie M Oxenham, Katherine Pauza, Matthew D Pestell, Ange J L Pitcher, Benjamin J Pocknee, Christopher A Possingham, Hugh P Raiter, Keren G Rand, Jacquie S Rees, Matthew W Rendall, Anthony R Renwick, Juanita Reside, April Rew-Duffy, Miranda Ritchie, Euan G Roach, Chris P Robley, Alan Rog, Stefanie M Rout, Tracy M Schlacher, Thomas A Scomparin, Cyril R Sitters, Holly Smith, Deane A Somaweera, Ruchira Spencer, Emma E Spindler, Rebecca E Stobo-Wilson, Alyson M Stokeld, Danielle Streeting, Louise M Sutherland, Duncan R Taggart, Patrick L Teixeira, Daniella Thompson, Graham G Thompson, Scott A Thorpe, Mary O Todd, Stephanie J Towerton, Alison L Vernes, Karl Waller, Grace Wardle, Glenda M Watchorn, Darcy J Watson, Alexander W T Welbergen, Justin A Weston, Michael A Wijas, Baptiste J Williams, Stephen E Woodford, Luke P Wooster, Eamonn I F Znidersic, Elizabeth Luskin, Matthew S Animals Animals, Wild Photography Australia Conservation of Natural Resources Environmental Monitoring Camera traps are widely used in wildlife research and monitoring, so it is imperative to understand their strengths, limitations, and potential for increasing impact. We investigated a decade of use of wildlife cameras (2012-2022) with a case study on Australian terrestrial vertebrates using a multifaceted approach. We (i) synthesised information from a literature review; (ii) conducted an online questionnaire of 132 professionals; (iii) hosted an in-person workshop of 28 leading experts representing academia, non-governmental organisations (NGOs), and government; and (iv) mapped camera trap usage based on all sources. We predicted that the last decade would have shown: (i) exponentially increasing sampling effort, a continuation of camera usage trends up to 2012; (ii) analytics to have shifted from naive presence/absence and capture rates towards hierarchical modelling that accounts for imperfect detection, thereby improving the quality of outputs and inferences on occupancy, abundance, and density; and (iii) broader research scales in terms of multi-species, multi-site and multi-year studies. However, the results showed that the sampling effort has reached a plateau, with publication rates increasing only modestly. Users reported reaching a saturation point in terms of images that could be processed by humans and time for complex analyses and academic writing. There were strong taxonomic and geographic biases towards medium-large mammals (>500 g) in forests along Australia's southeastern coastlines, reflecting proximity to major cities. Regarding analytical choices, bias-prone indices still accounted for ~50% of outputs and this was consistent across user groups. Multi-species, multi-site and multiple-year studies were rare, largely driven by hesitancy around collaboration and data sharing. There is no widely used repository for wildlife camera images and the Atlas of Living Australia (ALA) is the dominant repository for sharing tabular occurrence records. However, the ALA is presence-only and thus is unsuitable for creating detection histories with absences, inhibiting hierarchical modelling. Workshop discussions identified a pressing need for collaboration to enhance the efficiency, quality and scale of research and management outcomes, leading to the proposal of a Wildlife Observatory of Australia (WildObs). To encourage data standards and sharing, WildObs should (i) promote a metadata collection app; (ii) create a tagged image repository to facilitate artificial intelligence/machine learning (AI/ML) computer vision research in this space; (iii) address the image identification bottleneck via the use of AI/ML-powered image-processing platforms; (iv) create data commons for detection histories that are suitable for hierarchical modelling; and (v) provide capacity building and tools for hierarchical modelling. Our review highlights that while Australia's investments in monitoring biodiversity with cameras position it to be a global leader in this context, realising that potential requires a paradigm shift towards best practices for collecting, curating, sharing and analysing 'Big Data'. Our findings and framework have broad applicability outside Australia to enhance camera usage to meet conservation and management objectives ranging from local to global scales. This review articulates a country/continental observatory approach that is also suitable for international collaborative wildlife research networks.
title	Large-scale and long-term wildlife research and monitoring using camera traps: a continental synthesis.
topic	Animals Animals, Wild Photography Australia Conservation of Natural Resources Environmental Monitoring
url	https://pubmed.ncbi.nlm.nih.gov/39822039/

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