citations.bib

@article{greifer2021choosing,
  title={Choosing the Estimand When Matching or Weighting in Observational Studies},
  author={Greifer, Noah and Stuart, Elizabeth A},
  journal={arXiv preprint arXiv:2106.10577},
  year={2021}
}

@article{lucy2022tipr,
  title={tipr: An R package for sensitivity analyses for unmeasured confounders},
  author={Lucy, D and McGowan, Agostino},
  journal={Journal of Open Source Software},
  volume={7},
  number={77},
  pages={4495},
  year={2022}
}

@misc{Riederer_2020, 
  title={Column names as contracts}, 
  url={https://emilyriederer.netlify.app/post/column-name-contracts/}, 
  journal={Emily Riederer}, 
  publisher={Emily Riederer}, 
  author={Riederer, Emily}, 
  year={2020}, 
  month={Sep}} 

@misc{mcgowan2023causal,
      title={Causal inference is not just a statistics problem}, 
      author={Lucy D'Agostino McGowan and Travis Gerke and Malcolm Barrett},
      year={2023},
      eprint={2304.02683},
      archivePrefix={arXiv},
      primaryClass={stat.ME}
}

@article{godtfredsen2005effect,
  title={Effect of smoking reduction on lung cancer risk},
  author={Godtfredsen, Nina S and Prescott, Eva and Osler, Merete},
  journal={Jama},
  volume={294},
  number={12},
  pages={1505--1510},
  year={2005},
  publisher={American Medical Association}
}

@article{hernan2016using,
  title={Using big data to emulate a target trial when a randomized trial is not available},
  author={Hern{\'a}n, Miguel A and Robins, James M},
  journal={American journal of epidemiology},
  volume={183},
  number={8},
  pages={758--764},
  year={2016},
  publisher={Oxford University Press}
}

@misc{split,
title = {Split Decision}, 
  url={https://www.simonandschuster.com/books/Split-Decision/Ice-T/9781982148775}, year = {2022},
  journal={Book by Ice-T, Spike, Douglas Century | Official Publisher Page | Simon & Schuster}
  } 

@book{imbens2015causal,
  title={Causal inference in statistics, social, and biomedical sciences},
  author={Imbens, Guido W and Rubin, Donald B},
  year={2015},
  publisher={Cambridge University Press}
}

@article{rubin1974estimating,
  title={Estimating causal effects of treatments in randomized and nonrandomized studies.},
  author={Rubin, Donald B},
  journal={Journal of educational Psychology},
  volume={66},
  number={5},
  pages={688},
  year={1974},
  publisher={American Psychological Association}
}


@article{williamson2014variance,
  title={Variance reduction in randomised trials by inverse probability weighting using the propensity score},
  author={Williamson, Elizabeth J and Forbes, Andrew and White, Ian R},
  journal={Statistics in medicine},
  volume={33},
  number={5},
  pages={721--737},
  year={2014},
  publisher={Wiley Online Library}
}
@phdthesis{d2018improving,
  title={Improving Modern Techniques of Causal Inference: Finite Sample Performance of ATM and ATO Doubly Robust Estimators, Variance Estimation for ATO Estimators, and Contextualized Tipping Point Sensitivity Analyses for Unmeasured Confounding},
  author={D'Agostino McGowan, Lucy},
  year={2018}
}
@book{samuels2017aspects,
  title={Aspects of Causal Inference within the Evenly Matchable Population: The Average Treatment Effect on the Evenly Matchable Units, Visually Guided Cohort Selection, and Bagged One-to-One Matching},
  author={Samuels, Lauren Ruth},
  year={2017},
  publisher={Vanderbilt University}
}
@article{rosenbaum1983central,
  title={The central role of the propensity score in observational studies for causal effects},
  author={Rosenbaum, Paul R and Rubin, Donald B},
  journal={Biometrika},
  volume={70},
  number={1},
  pages={41--55},
  year={1983},
  publisher={Oxford University Press}
}
@article{DingMiratrix2015,
author = {Peng Ding and Luke W. Miratrix},
doi = {doi:10.1515/jci-2013-0021},
url = {https://doi.org/10.1515/jci-2013-0021},
title = {To Adjust or Not to Adjust? Sensitivity Analysis of M-Bias and Butterfly-Bias},
journal = {Journal of Causal Inference},
number = {1},
volume = {3},
year = {2015},
pages = {41--57}
}
@book{hernan2021,
	title = {Causal Inference: What If?},
	author = {{Hernán}, M. A. and Robins, J. M.},
	year = {2021},
	date = {2021},
	publisher = {Chapman Hall/CRC},
	address = {Boca Raton}
}



@article{Myers2011,
	title = {Effects of Adjusting for Instrumental Variables on Bias and Precision of Effect Estimates},
	author = {Myers, Jessica A. and Rassen, Jeremy A. and Gagne, Joshua J. and Huybrechts, Krista F. and Schneeweiss, Sebastian and Rothman, Kenneth J. and Joffe, Marshall M. and Glynn, Robert J.},
	year = {2011},
	month = {10},
	date = {2011-10-24},
	journal = {American Journal of Epidemiology},
	pages = {1213--1222},
	volume = {174},
	number = {11},
	doi = {10.1093/aje/kwr364},
	url = {http://dx.doi.org/10.1093/aje/kwr364},
	langid = {en}
}

@article{gettleman2015,
	title = {Meant to Keep Malaria Out, Mosquito Nets Are Used to Haul Fish In},
	author = {Gettleman, Jeffrey},
	year = {2015},
	month = {01},
	date = {2015-01-24},
	journal = {The New York Times},
	url = {https://www.nytimes.com/2015/01/25/world/africa/mosquito-nets-for-malaria-spawn-new-epidemic-overfishing.html},
	langid = {canadian}
}

@misc{thehist,
	title = {The History of {Herodotus}},
	author = {Herodotus},
	url = {https://www.gutenberg.org/files/2707/2707-h/2707-h.htm}
}


@article{cohen2010,
	title = {Free Distribution or Cost-Sharing? Evidence from a Randomized Malaria Prevention Experiment*},
	author = {Cohen, Jessica and Dupas, Pascaline},
	year = {2010},
	month = {02},
	date = {2010-02-01},
	journal = {The Quarterly Journal of Economics},
	pages = {1--45},
	volume = {125},
	number = {1},
	doi = {10.1162/qjec.2010.125.1.1},
	url = {https://doi.org/10.1162/qjec.2010.125.1.1}
}

@Article{haber_causal_language,
   Author="Haber, N. A.  and Wieten, S. E.  and Rohrer, J. M.  and Arah, O. A.  and Tennant, P. W. G.  and Stuart, E. A.  and Murray, E. J.  and Pilleron, S.  and Lam, S. T.  and Riederer, E.  and Howcutt, S. J.  and Simmons, A. E.  and Leyrat, C.  and Schoenegger, P.  and Booman, A.  and Dufour, M. K.  and O'Donoghue, A. L.  and Baglini, R.  and Do, S.  and Takashima, M. R.  and Evans, T. R.  and Rodriguez-Molina, D.  and Alsalti, T. M.  and Dunleavy, D. J.  and Meyerowitz-Katz, G.  and Antonietti, A.  and Calvache, J. A.  and Kelson, M. J.  and Salvia, M. G.  and Parra, C. O.  and Khalatbari-Soltani, S.  and McLinden, T.  and Chatton, A.  and Seiler, J.  and Steriu, A.  and Alshihayb, T. S.  and Twardowski, S. E.  and Dabravolskaj, J.  and Au, E.  and Hoopsick, R. A.  and Suresh, S.  and Judd, N.  and a, S.  and Axfors, C.  and Khan, P.  and Rivera Aguirre, A. E.  and Odo, N. U.  and Schmid, I.  and Fox, M. P. ",
   Title="{{C}ausal and {A}ssociational {L}anguage in {O}bservational {H}ealth {R}esearch: {A} {S}ystematic {E}valuation}",
   Journal="Am J Epidemiol",
   Year="2022",
   Volume="191",
   Number="12",
   Pages="2084--2097",
   Month="Nov"
}

@article{lengeler2004,
	title = {Insecticide-treated bed nets and curtains for preventing malaria},
	author = {Lengeler, C.},
	year = {2004},
	date = {2004},
	journal = {The Cochrane Database of Systematic Reviews},
	pages = {CD000363},
	number = {2},
	doi = {10.1002/14651858.CD000363.pub2},
	note = {PMID: 15106149},
	langid = {eng}
}

@article{pryce2018,
	title = {Insecticide{-}treated nets for preventing malaria},
	author = {Pryce, Joseph and Richardson, Marty and Lengeler, Christian},
	year = {2018},
	date = {2018},
	journal = {Cochrane Database of Systematic Reviews},
	number = {11},
	doi = {10.1002/14651858.CD000363.pub3},
	url = {https://www.cochranelibrary.com/cdsr/doi/10.1002/14651858.CD000363.pub3/full},
	note = {Publisher: John Wiley & Sons, Ltd},
	langid = {en}
}

@misc{mosquito,
	title = {Mosquito Net Use in Early Childhood and Survival to Adulthood in Tanzania | NEJM},
	url = {https://www.nejm.org/doi/full/10.1056/NEJMoa2112524}
}

@misc{worldma,
	title = {World malaria report 2021},
	year = {2021},
	url = {https://www.who.int/teams/global-malaria-programme/reports/world-malaria-report-2021},
	langid = {en}
}

@article{howard2000,
	title = {Evidence for a mass community effect of insecticide-treated bednets on the incidence of malaria on the Kenyan coast},
	author = {Howard, S. C. and Omumbo, J. and Nevill, C. and Some, E. S. and Donnelly, C. A. and Snow, R. W.},
	year = {2000},
	month = {08},
	date = {2000-08},
	journal = {Transactions of the Royal Society of Tropical Medicine and Hygiene},
	pages = {357--360},
	volume = {94},
	number = {4},
	doi = {10.1016/s0035-9203(00)90103-2},
	note = {PMID: 11127232},
	langid = {eng}
}

@article{nevill1996,
	title = {Insecticide-treated bednets reduce mortality and severe morbidity from malaria among children on the Kenyan coast},
	author = {Nevill, C. G. and Some, E. S. and {Mung'ala}, V. O. and Mutemi, W. and New, L. and Marsh, K. and Lengeler, C. and Snow, R. W.},
	year = {1996},
	month = {04},
	date = {1996-04},
	journal = {Tropical medicine & international health: TM & IH},
	pages = {139--146},
	volume = {1},
	number = {2},
	doi = {10.1111/j.1365-3156.1996.tb00019.x},
	note = {PMID: 8665377},
	langid = {eng}
}

@article{hawley2003,
	title = {Community-wide effects of permethrin-treated bed nets on child mortality and malaria morbidity in western Kenya},
	author = {Hawley, William A. and Phillips-Howard, Penelope A. and ter Kuile, Feiko O. and Terlouw, Dianne J. and Vulule, John M. and Ombok, Maurice and Nahlen, Bernard L. and Gimnig, John E. and Kariuki, Simon K. and Kolczak, Margarette S. and Hightower, Allen W.},
	year = {2003},
	month = {04},
	date = {2003-04},
	journal = {The American Journal of Tropical Medicine and Hygiene},
	pages = {121--127},
	volume = {68},
	number = {4 Suppl},
	note = {PMID: 12749495},
	langid = {eng}
}

@article{arama2015,
	title = {Genetic Resistance to Malaria Is Associated With Greater Enhancement of Immunoglobulin (Ig)M Than IgG Responses to a Broad Array of Plasmodium falciparum Antigens},
	author = {Arama, Charles and Skinner, Jeff and Doumtabe, Didier and Portugal, Silvia and Tran, Tuan M. and Jain, Aarti and Traore, Boubacar and Doumbo, Ogobara K. and Davies, David Huw and Troye-Blomberg, Marita and Dolo, Amagana and Felgner, Philip L. and Crompton, Peter D.},
	year = {2015},
	month = {09},
	date = {2015-09},
	journal = {Open Forum Infectious Diseases},
	pages = {ofv118},
	volume = {2},
	number = {3},
	doi = {10.1093/ofid/ofv118},
	note = {PMID: 26361633
PMCID: PMC4564391},
	langid = {eng}
}

@article{Hernan2018,
	title = {The C-Word: Scientific Euphemisms Do Not Improve Causal Inference From Observational Data},
	author = {{Hernán}, Miguel A.},
	year = {2018},
	month = {05},
	date = {2018-05},
	journal = {American Journal of Public Health},
	pages = {616--619},
	volume = {108},
	number = {5},
	doi = {10.2105/ajph.2018.304337},
	url = {http://dx.doi.org/10.2105/AJPH.2018.304337},
	langid = {en}
}

@article{hernan2019,
	title = {A Second Chance to Get Causal Inference Right: A Classification of Data Science Tasks},
	author = {{Hernán}, Miguel A. and Hsu, John and Healy, Brian},
	year = {2019},
	month = {01},
	date = {2019-01-02},
	journal = {CHANCE},
	pages = {42--49},
	volume = {32},
	number = {1},
	doi = {10.1080/09332480.2019.1579578},
	url = {http://dx.doi.org/10.1080/09332480.2019.1579578},
	langid = {en}
}

@article{owidforestsanddeforestation,
    author = {Hannah Ritchie and Max Roser},
    title = {Forests and Deforestation},
    journal = {Our World in Data},
    year = {2021},
    note = {https://ourworldindata.org/forests-and-deforestation}
}

@article{Miller2004,
	title = {Prevalence of Chlamydial and Gonococcal Infections Among Young Adults in the United States},
	author = {Miller, William C.},
	year = {2004},
	month = {05},
	date = {2004-05-12},
	journal = {JAMA},
	pages = {2229},
	volume = {291},
	number = {18},
	doi = {10.1001/jama.291.18.2229},
	url = {http://dx.doi.org/10.1001/jama.291.18.2229},
	langid = {en}
}

@article{Gartner2020,
	title = {Integrating Surveillance Data to Estimate Race/Ethnicity-specific Hysterectomy Inequalities Among Reproductive-aged Women},
	author = {Gartner, Danielle R. and Delamater, Paul L. and Hummer, Robert A. and Lund, Jennifer L. and Pence, Brian W. and Robinson, Whitney R.},
	year = {2020},
	month = {05},
	date = {2020-05},
	journal = {Epidemiology},
	pages = {385--392},
	volume = {31},
	number = {3},
	doi = {10.1097/ede.0000000000001171},
	url = {http://dx.doi.org/10.1097/EDE.0000000000001171},
	langid = {en}
}

@article{Westreich2013,
	title = {The Table 2 Fallacy: Presenting and Interpreting Confounder and Modifier Coefficients},
	author = {Westreich, D. and Greenland, S.},
	year = {2013},
	month = {01},
	date = {2013-01-30},
	journal = {American Journal of Epidemiology},
	pages = {292--298},
	volume = {177},
	number = {4},
	doi = {10.1093/aje/kws412},
	url = {http://dx.doi.org/10.1093/aje/kws412},
	langid = {en}
}


@article{shmueli2010a,
	title = {To Explain or to Predict?},
	author = {Shmueli, Galit},
	year = {2010},
	month = {08},
	date = {2010-08-01},
	journal = {Statistical Science},
	volume = {25},
	number = {3},
	doi = {10.1214/10-sts330},
	url = {http://dx.doi.org/10.1214/10-sts330}
}

@book{kuhn2013a,
	title = {Applied Predictive Modeling},
	author = {Kuhn, Max and Johnson, Kjell},
	year = {2013},
	date = {2013},
	publisher = {Springer New York},
	doi = {10.1007/978-1-4614-6849-3},
	url = {http://dx.doi.org/10.1007/978-1-4614-6849-3}
}

@book{harrell2001,
	title = {Multivariable Modeling Strategies},
	author = {Harrell, Frank E.},
	year = {2001},
	date = {2001},
	publisher = {Springer New York},
	doi = {10.1007/978-1-4757-3462-1_4},
	url = {http://dx.doi.org/10.1007/978-1-4757-3462-1_4}
}

@book{Kuhn_Silge_2022, title={Tidy modeling with R: A framework for modeling in the Tidyverse}, publisher={O’Reilly}, author={Kuhn, Max and Silge, Julia}, year={2022}} 

@book{James_Witten_Hastie_Tibshirani_2022, place={Boston}, title={An introduction to statistical learning: With applications in R}, publisher={Springer}, author={James, Gareth and Witten, Daniela and Hastie, Trevor and Tibshirani, Robert}, year={2022}} 

@article{steck2021,
	title = {Deep learning for recommender systems: A Netflix case study},
	author = {Steck, Harald and Baltrunas, Linas and Elahi, Ehtsham and Liang, Dawen and Raimond, Yves and Basilico, Justin},
	year = {2021},
	month = {09},
	date = {2021-09},
	journal = {AI Magazine},
	pages = {7--18},
	volume = {42},
	number = {3},
	doi = {10.1609/aimag.v42i3.18140},
	url = {http://dx.doi.org/10.1609/aimag.v42i3.18140},
	langid = {en}
}

@article{Wynants2020,
	title = {Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal},
	author = {Wynants, Laure and Van Calster, Ben and Collins, Gary S and Riley, Richard D and Heinze, Georg and Schuit, Ewoud and Albu, Elena and Arshi, Banafsheh and Bellou, Vanesa and Bonten, Marc M J and Dahly, Darren L and Damen, Johanna A and Debray, Thomas P A and de Jong, Valentijn M T and De Vos, Maarten and Dhiman, Paula and Ensor, Joie and Gao, Shan and Haller, Maria C and Harhay, Michael O and Henckaerts, Liesbet and Heus, Pauline and Hoogland, Jeroen and Hudda, Mohammed and Jenniskens, Kevin and Kammer, Michael and Kreuzberger, Nina and Lohmann, Anna and Levis, Brooke and Luijken, Kim and Ma, Jie and Martin, Glen P and McLernon, David J and Navarro, Constanza L Andaur and Reitsma, Johannes B and Sergeant, Jamie C and Shi, Chunhu and Skoetz, Nicole and Smits, Luc J M and Snell, Kym I E and Sperrin, Matthew and Spijker, {René} and Steyerberg, Ewout W and Takada, Toshihiko and Tzoulaki, Ioanna and van Kuijk, Sander M J and van Bussel, Bas C T and van der Horst, Iwan C C and Reeve, Kelly and van Royen, Florien S and Verbakel, Jan Y and Wallisch, Christine and Wilkinson, Jack and Wolff, Robert and Hooft, Lotty and Moons, Karel G M and van Smeden, Maarten},
	year = {2020},
	month = {04},
	date = {2020-04-07},
	journal = {BMJ},
	pages = {m1328},
	doi = {10.1136/bmj.m1328},
	url = {http://dx.doi.org/10.1136/bmj.m1328},
	langid = {en}
}

@article{Gupta2021,
	title = {Development and validation of the ISARIC 4C Deterioration model for adults hospitalised with COVID-19: a prospective cohort study},
	author = {Gupta, Rishi K and Harrison, Ewen M and Ho, Antonia and Docherty, Annemarie B and Knight, Stephen R and van Smeden, Maarten and Abubakar, Ibrahim and Lipman, Marc and Quartagno, Matteo and Pius, Riinu and Buchan, Iain and Carson, Gail and Drake, Thomas M and Dunning, Jake and Fairfield, Cameron J and Gamble, Carrol and Green, Christopher A and Halpin, Sophie and Hardwick, Hayley E and Holden, Karl A and Horby, Peter W and Jackson, Clare and Mclean, Kenneth A and Merson, Laura and Nguyen-Van-Tam, Jonathan S and Norman, Lisa and Olliaro, Piero L and Pritchard, Mark G and Russell, Clark D and Scott-Brown, James and Shaw, Catherine A and Sheikh, Aziz and Solomon, Tom and Sudlow, Cathie and Swann, Olivia V and Turtle, Lance and Openshaw, Peter J M and Baillie, J Kenneth and Semple, Malcolm G and Noursadeghi, Mahdad and Baillie, J Kenneth and Semple, Malcolm G and Openshaw, Peter JM and Carson, Gail and Alex, Beatrice and Bach, Benjamin and Barclay, Wendy S and Bogaert, Debby and Chand, Meera and Cooke, Graham S and Docherty, Annemarie B and Dunning, Jake and Filipe, Ana da Silva and Fletcher, Tom and Green, Christopher A and Harrison, Ewen M and Hiscox, Julian A and Ho, Antonia Ying Wai and Horby, Peter W and Ijaz, Samreen and Khoo, Saye and Klenerman, Paul and Law, Andrew and Lim, Wei Shen and Mentzer, Alexander J and Merson, Laura and Meynert, Alison M and Noursadeghi, Mahdad and Moore, Shona C and Palmarini, Massimo and Paxton, William A and Pollakis, Georgios and Price, Nicholas and Rambaut, Andrew and Robertson, David L and Russell, Clark D and Sancho-Shimizu, Vanessa and Scott, Janet T and de Silva, Thushan and Sigfrid, Louise and Solomon, Tom and Sriskandan, Shiranee and Stuart, David and Summers, Charlotte and Tedder, Richard S and Thomson, Emma C and Thompson, AA Roger and Thwaites, Ryan S and Turtle, Lance CW and Zambon, Maria and Hardwick, Hayley and Donohue, Chloe and Lyons, Ruth and Griffiths, Fiona and Oosthuyzen, Wilna and Norman, Lisa and Pius, Riinu and Drake, Tom M and Fairfield, Cameron J and Knight, Stephen and Mclean, Kenneth A and Murphy, Derek and Shaw, Catherine A and Dalton, Jo and Lee, James and Plotkin, Daniel and Girvan, Michelle and Mullaney, Scott and Petersen, Claire and Saviciute, Egle and Roberts, Stephanie and Harrison, Janet and Marsh, Laura and Connor, Marie and Halpin, Sophie and Jackson, Clare and Gamble, Carrol and Leeming, Gary and Law, Andrew and Wham, Murray and Clohisey, Sara and Hendry, Ross and Scott-Brown, James and Greenhalf, William and Shaw, Victoria and McDonald, Sarah and Keating, {Seán} and Ahmed, Katie A. and Armstrong, Jane A and Ashworth, Milton and Asiimwe, Innocent G and Bakshi, Siddharth and Barlow, Samantha L and Booth, Laura and Brennan, Benjamin and Bullock, Katie and Catterall, Benjamin WA and Clark, Jordan J and Clarke, Emily A and Cole, Sarah and Cooper, Louise and Cox, Helen and Davis, Christopher and Dincarslan, Oslem and Dunn, Chris and Dyer, Philip and Elliott, Angela and Evans, Anthony and Finch, Lorna and Fisher, Lewis WS and Foster, Terry and Garcia-Dorival, Isabel and Greenhalf, Willliam and Gunning, Philip and Hartley, Catherine and Ho, Antonia and Jensen, Rebecca L and Jones, Christopher B and Jones, Trevor R and Khandaker, Shadia and King, Katharine and Kiy, Robyn T. and Koukorava, Chrysa and Lake, Annette and Lant, Suzannah and Latawiec, Diane and Lavelle-Langham, L and Lefteri, Daniella and Lett, Lauren and Livoti, Lucia A and Mancini, Maria and McDonald, Sarah and McEvoy, Laurence and McLauchlan, John and Metelmann, Soeren and Miah, Nahida S and Middleton, Joanna and Mitchell, Joyce and Moore, Shona C and Murphy, Ellen G and Penrice-Randal, Rebekah and Pilgrim, Jack and Prince, Tessa and Reynolds, Will and Ridley, P. Matthew and Sales, Debby and Shaw, Victoria E and Shears, Rebecca K and Small, Benjamin and Subramaniam, Krishanthi S and Szemiel, Agnieska and Taggart, Aislynn and Tanianis-Hughes, Jolanta and Thomas, Jordan and Trochu, Erwan and van Tonder, Libby and Wilcock, Eve and Zhang, J. Eunice and Adeniji, Kayode and Agranoff, Daniel and Agwuh, Ken and Ail, Dhiraj and Alegria, Ana and Angus, Brian and Ashish, Abdul and Atkinson, Dougal and Bari, Shahedal and Barlow, Gavin and Barnass, Stella and Barrett, Nicholas and Bassford, Christopher and Baxter, David and Beadsworth, Michael and Bernatoniene, Jolanta and Berridge, John and Best, Nicola and Bothma, Pieter and Brealey, David and Brittain-Long, Robin and Bulteel, Naomi and Burden, Tom and Burtenshaw, Andrew and Caruth, Vikki and Chadwick, David and Chambler, Duncan and Chee, Nigel and Child, Jenny and Chukkambotla, Srikanth and Clark, Tom and Collini, Paul and Cosgrove, Catherine and Cupitt, Jason and Cutino-Moguel, Maria-Teresa and Dark, Paul and Dawson, Chris and Dervisevic, Samir and Donnison, Phil and Douthwaite, Sam and DuRand, Ingrid and Dushianthan, Ahilanadan and Dyer, Tristan and Evans, Cariad and Eziefula, Chi and Fegan, Chrisopher and Finn, Adam and Fullerton, Duncan and Garg, Sanjeev and Garg, Sanjeev and Garg, Atul and Gkrania-Klotsas, Effrossyni and Godden, Jo and Goldsmith, Arthur and Graham, Clive and Hardy, Elaine and Hartshorn, Stuart and Harvey, Daniel and Havalda, Peter and Hawcutt, Daniel B and Hobrok, Maria and Hodgson, Luke and Hormis, Anil and Jacobs, Michael and Jain, Susan and Jennings, Paul and Kaliappan, Agilan and Kasipandian, Vidya and Kegg, Stephen and Kelsey, Michael and Kendall, Jason and Kerrison, Caroline and Kerslake, Ian and Koch, Oliver and Koduri, Gouri and Koshy, George and Laha, Shondipon and Laird, Steven and Larkin, Susan and Leiner, Tamas and Lillie, Patrick and Limb, James and Linnett, Vanessa and Little, Jeff and MacMahon, Michael and MacNaughton, Emily and Mankregod, Ravish and Masson, Huw and Matovu, Elijah and McCullough, Katherine and McEwen, Ruth and Meda, Manjula and Mills, Gary and Minton, Jane and Mirfenderesky, Mariyam and Mohandas, Kavya and Mok, Quen and Moon, James and Moore, Elinoor and Morgan, Patrick and Morris, Craig and Mortimore, Katherine and Moses, Samuel and Mpenge, Mbiye and Mulla, Rohinton and Murphy, Michael and Nagel, Megan and Nagarajan, Thapas and Nelson, Mark and Otahal, Igor and Pais, Mark and Panchatsharam, Selva and Paraiso, Hassan and Patel, Brij and Pattison, Natalie and Pepperell, Justin and Peters, Mark and Phull, Mandeep and Pintus, Stefania and Pooni, Jagtur Singh and Post, Frank and Price, David and Prout, Rachel and Rae, Nikolas and Reschreiter, Henrik and Reynolds, Tim and Richardson, Neil and Roberts, Mark and Roberts, Devender and Rose, Alistair and Rousseau, Guy and Ryan, Brendan and Saluja, Taranprit and Shah, Aarti and Shanmuga, Prad and Sharma, Anil and Shawcross, Anna and Sizer, Jeremy and Shankar-Hari, Manu and Smith, Richard and Snelson, Catherine and Spittle, Nick and Staines, Nikki and Stambach, Tom and Stewart, Richard and Subudhi, Pradeep and Szakmany, Tamas and Tatham, Kate and Thomas, Jo and Thompson, Chris and Thompson, Robert and Tridente, Ascanio and Tupper-Carey, Darell and Twagira, Mary and Ustianowski, Andrew and Vallotton, Nick and Vincent-Smith, Lisa and Visuvanathan, Shico and Vuylsteke, Alan and Waddy, Sam and Wake, Rachel and Walden, Andrew and Welters, Ingeborg and Whitehouse, Tony and Whittaker, Paul and Whittington, Ashley and Wijesinghe, Meme and Williams, Martin and Wilson, Lawrence and Wilson, Sarah and Winchester, Stephen and Wiselka, Martin and Wolverson, Adam and Wooton, Daniel G and Workman, Andrew and Yates, Bryan and Young, Peter},
	year = {2021},
	month = {04},
	date = {2021-04},
	journal = {The Lancet Respiratory Medicine},
	pages = {349--359},
	volume = {9},
	number = {4},
	doi = {10.1016/s2213-2600(20)30559-2},
	url = {http://dx.doi.org/10.1016/S2213-2600(20)30559-2},
	langid = {en}
}

@article{Cowger2022,
	title = {Lifting Universal Masking in Schools {\textemdash} Covid-19 Incidence among Students and Staff},
	author = {Cowger, Tori L. and Murray, Eleanor J. and Clarke, Jaylen and Bassett, Mary T. and Ojikutu, Bisola O. and {Sánchez}, Sarimer M. and Linos, Natalia and Hall, Kathryn T.},
	year = {2022},
	month = {11},
	date = {2022-11-24},
	journal = {New England Journal of Medicine},
	pages = {1935--1946},
	volume = {387},
	number = {21},
	doi = {10.1056/nejmoa2211029},
	url = {http://dx.doi.org/10.1056/NEJMoa2211029},
	langid = {en}
}

@article{Alsan2018,
	title = {Tuskegee and the Health of Black Men*},
	author = {Alsan, Marcella and Wanamaker, Marianne},
	year = {2017},
	month = {08},
	date = {2017-08-02},
	journal = {The Quarterly Journal of Economics},
	pages = {407--455},
	volume = {133},
	number = {1},
	doi = {10.1093/qje/qjx029},
	url = {http://dx.doi.org/10.1093/qje/qjx029},
	langid = {en}
}

@article{Fox2022,
	title = {On the Need to Revitalize Descriptive Epidemiology},
	author = {Fox, Matthew P and Murray, Eleanor J and Lesko, Catherine R and Sealy-Jefferson, Shawnita},
	year = {2022},
	month = {03},
	date = {2022-03-22},
	journal = {American Journal of Epidemiology},
	pages = {1174--1179},
	volume = {191},
	number = {7},
	doi = {10.1093/aje/kwac056},
	url = {http://dx.doi.org/10.1093/aje/kwac056},
	langid = {en}
}

@book{pearl2018why,
  title={The Book of Why: The New Science of Cause and Effect},
  author={Pearl, J. and Mackenzie, D.},
  isbn={9780241242643},
  year={2018},
  publisher={Penguin Books Limited}
}

@book{robinsImpossible,
    year      = {1999},                                     
    editor    = {Glymour, P. and Cooper, G.},
    title     = {On the Impossibility of Inferring Causation from Association without Background Knowledge},
    booktitle = {Computation, Causation, and Discovery},
    author    = {Robins, J.M. and Wasserman, L.},           
    publisher = {AAAI Press, The MIT Press},             
    address   = {Menlo Park, CA, Cambridge, MA},
    pages     = {305--321}
}
@article{Tennant2021,
	title = {Use of directed acyclic graphs (DAGs) to identify confounders in applied health research: review and recommendations},
	author = {Tennant, Peter W G and Murray, Eleanor J and Arnold, Kellyn F and Berrie, Laurie and Fox, Matthew P and Gadd, Sarah C and Harrison, Wendy J and Keeble, Claire and Ranker, Lynsie R and Textor, Johannes and Tomova, Georgia D and Gilthorpe, Mark S and Ellison, George T H},
	year = {2020},
	month = {12},
	date = {2020-12-17},
	journal = {International Journal of Epidemiology},
	pages = {620--632},
	volume = {50},
	number = {2},
	doi = {10.1093/ije/dyaa213},
	url = {http://dx.doi.org/10.1093/ije/dyaa213},
	langid = {en}
}

@book{Pearl_Glymour_Jewell_2021, place={Chichester, West Sussex}, title={Causal inference in statistics: A Primer}, publisher={Wiley}, author={Pearl, Judea and Glymour, Madelyn and Jewell, Nicholas P.}, year={2021}} 
@article{Banack2023,
	title = {Collider Stratification Bias I: Principles and Structure},
	author = {Banack, Hailey R and Mayeda, Elizabeth Rose and Naimi, Ashley I and Fox, Matthew P and Whitcomb, Brian W},
	year = {2023},
	month = {10},
	date = {2023-10-10},
	journal = {American Journal of Epidemiology},
	doi = {10.1093/aje/kwad203},
	url = {http://dx.doi.org/10.1093/aje/kwad203},
	langid = {en}
}

@article{vanderzander2019,
	title = {Separators and adjustment sets in causal graphs: Complete criteria and an algorithmic framework},
	author = {van der Zander, Benito and {Li{\'{s}}kiewicz}, Maciej and Textor, Johannes},
	year = {2019},
	month = {05},
	date = {2019-05},
	journal = {Artificial Intelligence},
	pages = {1--40},
	volume = {270},
	doi = {10.1016/j.artint.2018.12.006},
	url = {http://dx.doi.org/10.1016/j.artint.2018.12.006},
	langid = {en}
}

@article{weinberg2007,
	title = {Can DAGs Clarify Effect Modification?},
	author = {Weinberg, Clarice R.},
	year = {2007},
	month = {09},
	date = {2007-09},
	journal = {Epidemiology},
	pages = {569--572},
	volume = {18},
	number = {5},
	doi = {10.1097/ede.0b013e318126c11d},
	url = {http://dx.doi.org/10.1097/ede.0b013e318126c11d},
	langid = {en}
}

@article{Nilsson2021,
	title = {A directed acyclic graph for interactions},
	author = {Nilsson, Anton and Bonander, Carl and {Strömberg}, Ulf and {Björk}, Jonas},
	year = {2020},
	month = {11},
	date = {2020-11-22},
	journal = {International Journal of Epidemiology},
	pages = {613--619},
	volume = {50},
	number = {2},
	doi = {10.1093/ije/dyaa211},
	url = {http://dx.doi.org/10.1093/ije/dyaa211},
	langid = {en}
}

@article{sugiyama1981,
	title = {Methods for Visual Understanding of Hierarchical System Structures},
	author = {Sugiyama, Kozo and Tagawa, Shojiro and Toda, Mitsuhiko},
	year = {1981},
	date = {1981},
	journal = {IEEE Transactions on Systems, Man, and Cybernetics},
	pages = {109--125},
	volume = {11},
	number = {2},
	doi = {10.1109/tsmc.1981.4308636},
	url = {http://dx.doi.org/10.1109/tsmc.1981.4308636}
}

@article{lu2022,
	title = {Toward a Clearer Definition of Selection Bias When Estimating Causal Effects},
	author = {Lu, Haidong and Cole, Stephen R. and Howe, Chanelle J. and Westreich, Daniel},
	year = {2022},
	month = {06},
	date = {2022-06-06},
	journal = {Epidemiology},
	pages = {699--706},
	volume = {33},
	number = {5},
	doi = {10.1097/ede.0000000000001516},
	url = {http://dx.doi.org/10.1097/ede.0000000000001516},
	langid = {en}
}

@article{Brookhart2006,
	title = {Variable Selection for Propensity Score Models},
	author = {Brookhart, M. Alan and Schneeweiss, Sebastian and Rothman, Kenneth J. and Glynn, Robert J. and Avorn, Jerry and {Stürmer}, Til},
	year = {2006},
	month = {04},
	date = {2006-04-19},
	journal = {American Journal of Epidemiology},
	pages = {1149--1156},
	volume = {163},
	number = {12},
	doi = {10.1093/aje/kwj149},
	url = {http://dx.doi.org/10.1093/aje/kwj149},
	langid = {en}
}

@article{Hernán2009,
	title = {Invited Commentary: Causal Diagrams and Measurement Bias},
	author = {Hernan, M. A. and Cole, S. R.},
	year = {2009},
	month = {09},
	date = {2009-09-15},
	journal = {American Journal of Epidemiology},
	pages = {959--962},
	volume = {170},
	number = {8},
	doi = {10.1093/aje/kwp293},
	url = {http://dx.doi.org/10.1093/aje/kwp293},
	langid = {en}
}

@misc{murray2022,
	title = {As the Wheel Turns: Causal Inference for Feedback Loops and Bidirectional Effects},
	author = {Murray, Eleanor J. and Kunicki, Zach},
	year = {2022},
	month = {07},
	date = {2022-07-18},
	url = {http://dx.doi.org/10.31219/osf.io/9em5q}
}

@article{mansournia2013,
	title = {Matched designs and causal diagrams},
	author = {Mansournia, Mohammad A and {Hernán}, Miguel A and Greenland, Sander},
	year = {2013},
	month = {06},
	date = {2013-06},
	journal = {International Journal of Epidemiology},
	pages = {860--869},
	volume = {42},
	number = {3},
	doi = {10.1093/ije/dyt083},
	url = {http://dx.doi.org/10.1093/ije/dyt083},
	langid = {en}
}

@article{miao2018,
	title = {Identifying causal effects with proxy variables of an unmeasured confounder},
	author = {Miao, Wang and Geng, Zhi and Tchetgen Tchetgen, Eric J},
	year = {2018},
	month = {08},
	date = {2018-08-13},
	journal = {Biometrika},
	pages = {987--993},
	volume = {105},
	number = {4},
	doi = {10.1093/biomet/asy038},
	url = {http://dx.doi.org/10.1093/biomet/asy038},
	langid = {en}
}

@article{Lipsitch2010,
	title = {Negative Controls},
	author = {Lipsitch, Marc and Tchetgen Tchetgen, Eric and Cohen, Ted},
	year = {2010},
	month = {05},
	date = {2010-05},
	journal = {Epidemiology},
	pages = {383--388},
	volume = {21},
	number = {3},
	doi = {10.1097/ede.0b013e3181d61eeb},
	url = {http://dx.doi.org/10.1097/EDE.0b013e3181d61eeb},
	langid = {en}
}

@article{Textor2016,
	title = {Robust causal inference using directed acyclic graphs: the R package {\textquoteleft}dagitty{\textquoteright}},
	author = {Textor, Johannes and van der Zander, Benito and Gilthorpe, Mark S. and {Li{\'{s}}kiewicz}, Maciej and Ellison, George T.H.},
	year = {2017},
	month = {01},
	date = {2017-01-15},
	journal = {International Journal of Epidemiology},
	pages = {dyw341},
	doi = {10.1093/ije/dyw341},
	url = {http://dx.doi.org/10.1093/ije/dyw341},
	langid = {en}
}

@Article{keil2014,
   Author="Keil, A. P.  and Edwards, J. K.  and Richardson, D. B.  and Naimi, A. I.  and Cole, S. R. ",
   Title="{{T}he parametric g-formula for time-to-event data: intuition and a worked example}",
   Journal="Epidemiology",
   Year="2014",
   Volume="25",
   Number="6",
   Pages="889--897",
   Month="Nov"
}

@article{d2022sensitivity,
  title={Sensitivity analyses for unmeasured confounders},
  author={D'Agostino McGowan, Lucy},
  journal={Current Epidemiology Reports},
  volume={9},
  number={4},
  pages={361--375},
  year={2022},
  publisher={Springer}
}

@article{dagostinomcgowan2023,
	title = {Causal Inference Is Not Just a Statistics Problem},
	author = {{D{\textquoteright}Agostino McGowan}, Lucy and Gerke, Travis and Barrett, Malcolm},
	year = {2023},
	month = {12},
	date = {2023-12},
	journal = {Journal of Statistics and Data Science Education},
	pages = {1--6},
	doi = {10.1080/26939169.2023.2276446},
	url = {http://dx.doi.org/10.1080/26939169.2023.2276446},
	langid = {en}
}

@inbook{onthei1999,
	title = {On the Impossibility of Inferring Causation from Association without Background Knowledge},
	author = {Robins, James M. and Wasserman, Larry},
	year = {1999},
	date = {1999},
	publisher = {The MIT Press},
	doi = {10.7551/mitpress/2006.003.0012},
	url = {http://dx.doi.org/10.7551/mitpress/2006.003.0012}
}

@article{Yland2022,
	title = {Misconceptions About the Direction of Bias From Nondifferential Misclassification},
	author = {Yland, Jennifer J and Wesselink, Amelia K and Lash, Timothy L and Fox, Matthew P},
	year = {2022},
	month = {03},
	date = {2022-03-01},
	journal = {American Journal of Epidemiology},
	pages = {1485--1495},
	volume = {191},
	number = {8},
	doi = {10.1093/aje/kwac035},
	url = {http://dx.doi.org/10.1093/aje/kwac035},
	langid = {en}
}

@article{Moreno-Betancur2018,
	title = {Canonical Causal Diagrams to Guide the Treatment of Missing Data in Epidemiologic Studies},
	author = {Moreno-Betancur, Margarita and Lee, Katherine J and Leacy, Finbarr P and White, Ian R and Simpson, Julie A and Carlin, John B},
	year = {2018},
	month = {08},
	date = {2018-08-14},
	journal = {American Journal of Epidemiology},
	pages = {2705--2715},
	volume = {187},
	number = {12},
	doi = {10.1093/aje/kwy173},
	url = {http://dx.doi.org/10.1093/aje/kwy173},
	langid = {en}
}

@misc{Lumley_2017, title={When the bootstrap doesn’t work}, url={https://notstatschat.rbind.io/2017/02/01/when-the-bootstrap-doesnt-work/}, journal={Biased and Inefficient}, author={Lumley, Thomas}, year={2017}, month={Feb}} 

@article{efron1979,
	title = {Bootstrap Methods: Another Look at the Jackknife},
	author = {Efron, Bradley},
	year = {1979},
	month = {01},
	date = {1979-01-01},
	journal = {The Annals of Statistics},
	volume = {7},
	number = {1},
	doi = {10.1214/aos/1176344552},
	url = {http://dx.doi.org/10.1214/aos/1176344552}
}

@Book{EfroTibs93,
  Title                    = {An Introduction to the Bootstrap},
  Author                   = {Efron, Bradley and Tibshirani, Robert J.},
  Publisher                = {Chapman \& Hall/CRC},
  Year                     = {1993},

  Address                  = {Boca Raton, Florida, USA},
  Number                   = {57},
  Series                   = {Monographs on Statistics and Applied Probability}
}


@article{Hesterberg2015,
	title = {What Teachers Should Know About the Bootstrap: Resampling in the Undergraduate Statistics Curriculum},
	author = {Hesterberg, Tim C.},
	year = {2015},
	month = {10},
	date = {2015-10-02},
	journal = {The American Statistician},
	pages = {371--386},
	volume = {69},
	number = {4},
	doi = {10.1080/00031305.2015.1089789},
	url = {http://dx.doi.org/10.1080/00031305.2015.1089789},
	langid = {en}
}
	
@article{aronow2015,
	title = {Does Regression Produce Representative Estimates of Causal Effects?},
	author = {Aronow, Peter M. and Samii, Cyrus},
	year = {2015},
	month = {04},
	date = {2015-04-28},
	journal = {American Journal of Political Science},
	pages = {250--267},
	volume = {60},
	number = {1},
	doi = {10.1111/ajps.12185},
	url = {http://dx.doi.org/10.1111/ajps.12185},
	langid = {en}
}

@article{chattopadhyay2022,
	title = {On the implied weights of linear regression for causal inference},
	author = {Chattopadhyay, Ambarish and Zubizarreta, {José R}},
	year = {2022},
	month = {10},
	date = {2022-10-29},
	journal = {Biometrika},
	pages = {615--629},
	volume = {110},
	number = {3},
	doi = {10.1093/biomet/asac058},
	url = {http://dx.doi.org/10.1093/biomet/asac058},
	langid = {en}
}

@book{schlesselman1982case,
  title={Case-Control Studies: Design, Conduct, Analysis},
  author={Schlesselman, J.J.},
  isbn={9780199771431},
  series={Monographs in Epidemiology and Biostatistics},
  url={https://books.google.com/books?id=5OkyFkYOn0QC},
  year={1982},
  publisher={Oxford University Press}
}


@article{Didelez2022,
	title = {On the logic of collapsibility for causal effect measures},
	author = {Didelez, Vanessa and Stensrud, Mats Julius},
	year = {2021},
	month = {02},
	date = {2021-02-12},
	journal = {Biometrical Journal},
	pages = {235--242},
	volume = {64},
	number = {2},
	doi = {10.1002/bimj.202000305},
	url = {http://dx.doi.org/10.1002/bimj.202000305},
	langid = {en}
}

@article{Greenland2021,
	title = {Noncollapsibility, confounding, and sparse-data bias. Part 1: The oddities of odds},
	author = {Greenland, Sander},
	year = {2021},
	month = {10},
	date = {2021-10},
	journal = {Journal of Clinical Epidemiology},
	pages = {178--181},
	volume = {138},
	doi = {10.1016/j.jclinepi.2021.06.007},
	url = {http://dx.doi.org/10.1016/j.jclinepi.2021.06.007},
	langid = {en}
}

@article{Greenland2021a,
	title = {Noncollapsibility, confounding, and sparse-data bias. Part 2: What should researchers make of persistent controversies about the odds ratio?},
	author = {Greenland, Sander},
	year = {2021},
	month = {11},
	date = {2021-11},
	journal = {Journal of Clinical Epidemiology},
	pages = {264--268},
	volume = {139},
	doi = {10.1016/j.jclinepi.2021.06.004},
	url = {http://dx.doi.org/10.1016/j.jclinepi.2021.06.004},
	langid = {en}
}

@article{Huitfeldt2019,
	title = {On the collapsibility of measures of effect in the counterfactual causal framework},
	author = {Huitfeldt, Anders and Stensrud, Mats J. and Suzuki, Etsuji},
	year = {2019},
	month = {01},
	date = {2019-01-07},
	journal = {Emerging Themes in Epidemiology},
	volume = {16},
	number = {1},
	doi = {10.1186/s12982-018-0083-9},
	url = {http://dx.doi.org/10.1186/s12982-018-0083-9},
	langid = {en}
}

@article{Whitcomb2021,
	title = {Defining, Quantifying, and Interpreting {\textquotedblleft}Noncollapsibility{\textquotedblright} in Epidemiologic Studies of Measures of {\textquotedblleft}Effect{\textquotedblright}},
	author = {Whitcomb, Brian W and Naimi, Ashley I},
	year = {2020},
	month = {12},
	date = {2020-12-11},
	journal = {American Journal of Epidemiology},
	pages = {697--700},
	volume = {190},
	number = {5},
	doi = {10.1093/aje/kwaa267},
	url = {http://dx.doi.org/10.1093/aje/kwaa267},
	langid = {en}
}

@misc{Gelman_2017, 
  title={What is “overfitting,” exactly?}, 
  url={https://statmodeling.stat.columbia.edu/2017/07/15/what-is-overfitting-exactly/}, 
  journal={Statistical Modeling, Causal Inference, and Social Science}, author={Gelman, Andrew},
  year={2017}, 
  month={Jul}
} 

@misc{zivich2022positivity,
      title={Positivity: Identifiability and Estimability}, 
      author={Paul N Zivich and Stephen R Cole and Daniel Westreich},
      year={2022},
      eprint={2207.05010},
      archivePrefix={arXiv},
      primaryClass={stat.ME},
      url={https://arxiv.org/abs/2207.05010}, 
}

@article{schuster2016,
	title = {Propensity score model overfitting led to inflated variance of estimated odds ratios},
	author = {Schuster, Tibor and Lowe, Wilfrid Kouokam and Platt, Robert W.},
	year = {2016},
	month = {12},
	date = {2016-12},
	journal = {Journal of Clinical Epidemiology},
	pages = {97--106},
	volume = {80},
	doi = {10.1016/j.jclinepi.2016.05.017},
	url = {http://dx.doi.org/10.1016/j.jclinepi.2016.05.017},
	langid = {en}
}