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Title:           Scaling up phytolith preparation protocols for big data
Subject:         Journal of Archaeological Science, 191 (2026) 106595. doi:10.1016/j.jas.2026.106595
Keywords:        Phytoliths,Artificial intelligence,Automation,Extraction,Digital scanning
Author:          Kate Dudgeon
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      Title: Scaling up phytolith preparation protocols for big data
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        Title: 1 Introduction: phytolith research in the era of computer vision and AI
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          Title: 1.1 Bottlenecks to automation
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          Title: 1.2 Sample sizes at the Dawn of automation
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          Title: 1.3 Generating large image datasets
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          Title: 1.4 Scaling up extraction and mounting
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          Title: 1.5 Contaminants and chemical effects
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        Title: 2 Materials and methods
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          Title: 2.1 Materials   phytolith extraction
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          Title: 2.2 Phytolith extraction methods
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            Title: 3.1.1 Phytolith preservation and degradation
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            Title: 3.1.2 Phytolith extract purity
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            Title: 3.1.4 Other observations and extraction optimisation trials
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            Title: 3.2.1 Phytolith concentrations
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        Title: Declaration of competing interest
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        Title: Appendix A Supplementary data
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        Title: Data availability
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        Title: References
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   Type: CRC32
  Checksum: d65109ac43d6202d31df58cc7a6dcdfe
   Type: MD5
  Checksum: 9865a7d43e7aa93e4d242a693bb4e6e5a08d74cd
   Type: SHA-1
  Checksum: 32d6c530ee161f3479ee5e7154b514a86df0d52e677458301d8338acb9587d85
   Type: SHA-256