Nail dermoscopy (onychoscopy) is useful in diagnosis and treatment follow-up of the nail mixed infection caused by Pseudomonas aeruginosa and Candida albicans
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Romaszkiewicz A, Sławińska M, Sobjanek M, Nowicki RJ. Nail dermoscopy (onychoscopy) is useful in diagnosis and treatment follow-up of the nail mixed infection caused by Pseudomonas aeruginosa and Candida albicans. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii. 2018;35(3):327-329. doi:10.5114/ada.2018.76232. APA Romaszkiewicz, A., Sławińska, M., Sobjanek, M., & Nowicki, R. J. (2018). Nail dermoscopy (onychoscopy) is useful in diagnosis and treatment follow-up of the nail mixed infection caused by Pseudomonas aeruginosa and Candida albicans. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, 35(3), 327-329. https://doi.org/10.5114/ada.2018.76232 Chicago Romaszkiewicz, Alicja, Martyna Sławińska, Michał Sobjanek, and Roman J Nowicki. 2018. "Nail dermoscopy (onychoscopy) is useful in diagnosis and treatment follow-up of the nail mixed infection caused by Pseudomonas aeruginosa and Candida albicans". Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii 35 (3): 327-329. doi:10.5114/ada.2018.76232. Harvard Romaszkiewicz, A., Sławińska, M., Sobjanek, M., and Nowicki, R. (2018). Nail dermoscopy (onychoscopy) is useful in diagnosis and treatment follow-up of the nail mixed infection caused by Pseudomonas aeruginosa and Candida albicans. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, 35(3), pp.327-329. https://doi.org/10.5114/ada.2018.76232 MLA Romaszkiewicz, Alicja et al. "Nail dermoscopy (onychoscopy) is useful in diagnosis and treatment follow-up of the nail mixed infection caused by Pseudomonas aeruginosa and Candida albicans." Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii, vol. 35, no. 3, 2018, pp. 327-329. doi:10.5114/ada.2018.76232. Vancouver Romaszkiewicz A, Sławińska M, Sobjanek M, Nowicki R. Nail dermoscopy (onychoscopy) is useful in diagnosis and treatment follow-up of the nail mixed infection caused by Pseudomonas aeruginosa and Candida albicans. Advances in Dermatology and Allergology/Postępy Dermatologii i Alergologii. 2018;35(3):327-329. doi:10.5114/ada.2018.76232.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".