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Diffusion-weighted and perfusion MRI demonstrates parenchymal changes in complex partial status epilepticus

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian funderA Canadian agency funded it. The work may carry no Canadian affiliation at all.

No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Classifier prediction

metacan-v1-d91a1de5be90

Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.

Classifier candidate
ObservationalSimulation or modellingNot applicable
Classifier consensus
Observational
Teacher imitation scores

Codex

Other design0.322
Observational0.071
Bench or experimental0.030
Not applicable0.017
Theoretical or conceptual0.001
Simulation or modelling0.000
Metaresearch0.000
Qualitative0.000
Randomized trial0.000
Open science0.000
Science and technology studies0.000
Case report0.000
Bibliometrics0.000
Research integrity0.000
Meta-epidemiology (narrow)0.000
Non-randomized trial0.000
Meta-epidemiology (broad)0.000
Scholarly communication0.000
Systematic review0.000
Meta-analysis0.000

Gemma

Not applicable0.747
Observational0.117
Simulation or modelling0.028
Bench or experimental0.011
Science and technology studies0.000
Case report0.000
Randomized trial0.000
Non-randomized trial0.000
Research integrity0.000
Open science0.000
Qualitative0.000
Theoretical or conceptual0.000
Metaresearch0.000
Scholarly communication0.000
Meta-epidemiology (narrow)0.000
Meta-epidemiology (broad)0.000
Bibliometrics0.000
Meta-analysis0.000
Systematic review0.000

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.052
GPT teacher head0.337
Teacher spread
0.285 how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

Diffusion-weighted MRI (DWI) and perfusion MRI (PI) have been mainly applied in acute stroke, but may provide information in the peri-ictal phase in epilepsy patients. Both transient reductions of brain water diffusion, namely a low apparent diffusion coefficient (ADC), and signs of hyperperfusion have been reported in experimental and human epilepsy case studies. We studied 10 patients with complex partial status epilepticus (CPSE) with serial MRI including DWI and PI. All patients showed regio…

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