Evaluation of the prediction models submitted for the invited CMI-PB challenge.

a) Control models and models submitted by contestants b) Models from systems vaccinology literature. Model evaluation was performed using Spearman’s rank correlation coefficient between predicted ranks by a contestant and actual rank for each of (1.1 and 1.2) antibody MFI, (2.1 and 2.2) imm...

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Main Author:	Pramod Shinde (20968597) (author)
Other Authors:	Lisa Willemsen (12067970) (author), Michael Anderson (3396614) (author), Minori Aoki (20968600) (author), Saonli Basu (28868) (author), Julie G. Burel (14378658) (author), Peng Cheng (153428) (author), Souradipto Ghosh Dastidar (20968603) (author), Aidan Dunleavy (20968606) (author), Tal Einav (2629669) (author), Jamie Forschmiedt (20968609) (author), Slim Fourati (221387) (author), Javier Garcia (709874) (author), William Gibson (3017370) (author), Jason A. Greenbaum (10287146) (author), Leying Guan (4720269) (author), Weikang Guan (20968612) (author), Jeremy P. Gygi (17346673) (author), Brendan Ha (20968615) (author), Joe Hou (20968618) (author), Jason Hsiao (20968621) (author), Yunda Huang (235282) (author), Rick Jansen (198642) (author), Bhargob Kakoty (20968624) (author), Zhiyu Kang (2821910) (author), James J. Kobie (7365761) (author), Mari Kojima (832141) (author), Anna Konstorum (20968627) (author), Jiyeun Lee (20968630) (author), Sloan A. Lewis (11304747) (author), Aixin Li (2332534) (author), Eric F. Lock (4573135) (author), Jarjapu Mahita (807956) (author), Marcus Mendes (20968633) (author), Hailong Meng (19806) (author), Aidan Neher (20968636) (author), Somayeh Nili (20968639) (author), Lars Rønn Olsen (1633549) (author), Shelby Orfield (20968642) (author), James A. Overton (2634355) (author), Nidhi Pai (20968645) (author), Cokie Parker (20968648) (author), Brian Qian (20968651) (author), Mikkel Rasmussen (20968654) (author), Joaquin Reyna (20968657) (author), Eve Richardson (16561164) (author), Sandra Safo (4241968) (author), Josey Sorenson (20968660) (author), Aparna Srinivasan (4479640) (author), Nicola Thrupp (20968663) (author), Rashmi Tippalagama (14378646) (author), Raphael Trevizani (3639214) (author), Steffen Ventz (4594945) (author), Jiuzhou Wang (7818911) (author), Cheng-Chang Wu (20968666) (author), Ferhat Ay (368912) (author), Barry Grant (21679) (author), Steven H. Kleinstein (8219844) (author), Bjoern Peters (19131) (author)
Published:	2025
Subjects:	Immunology Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified systems vaccinology studies settings performed poorly generate experimental data div >< p benchmarked 49 algorithms advanced data preprocessing open model evaluations successful models stood compare models predicting putting computational models build computational models computational models model evaluation models adopted built models vaccination responses test — study designs representative subsets pertussis </ invited challenge generated datasets factors contributing challenging due booster responses 53 scientists
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