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Fig 1.

Baseline characteristics.

HIS = Hospital Information System. LIMS = Laboratory Information Management System. BC = Blood culture. MALDI-TOF MS = Matrix-Assisted Laser Desorption/Ionization Time-Of-Flight Mass Spectrometry. AST = Antimicrobial Susceptibility Testing. The gray dashed line represents the flow of blood culture specimens and bacteria isolated from the blood culture specimens. * Hospital level is defined by the Ministry of Public Health (MoPH) Thailand. Level-A is Advanced-level, level-S is Standard-level, and level-M1 is Mid-level public referral hospital. **Some automated systems can perform both bacterial identification and AST. Created with BioRender.com, under a CC BY license, with permission from Biorender, original copyright 2024.

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Fig 2.

Data entry methods to and from commercial LIMS.

HIS = Hospital Information System. LIMS = Laboratory Information Management System. BC = Blood culture. AST = Antimicrobial Susceptibility Testing. The black lines represent the flow of data. The gray dashed line represents the flow of blood culture specimens and bacteria isolated from the blood culture specimens. Web-based applications included both intranet and internet applications. * Some automated systems can perform both bacterial identification and AST. Created with BioRender.com, under a CC BY license, with permission from Biorender, original copyright 2022.

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Fig 3.

Barriers to data analysis (A) prior to implementing AMASS and (B) after utilizing AMASS.

Green represents ‘no problem,’ yellow represents ‘minor problem,’ orange represents ‘medium problem,’ deep orange represents ‘major problem,’ and black represents ‘very major problem'.

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Fig 3 Expand