The treatment of gait problems in cerebral palsy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Authors' Appointments.SECTION ONE: INTRODUCTION, AND OVERVIEW OF DIAGNOSIS, BIOLOGY AND THERAPY.1.INTRODUCTION: Eddy Estlin (Royal Manchester Children's Hospital) and Stephen Lowis (The Hopsital for Sick Children).2.THE EPIDEMIOLOGY OF PAEDIATRIC CNS TUMOURS: GA Amos Burke (Cambridge University Hospitals NHS Trust).3.PAEDIATRIC CNS TUMOURS: NEUROIMAGING: Shelley Renowden (Frenchay Hospital).4.PATHOLOGY AND MOLECULAR ONCOLOGY OF CHILDHOOD CNS TUMOuRS: Lucy B Rorke-Adams (University of Pennsylvania) and Jaclyn A Biegel (The Children's Hospital of Philadelphia).5.MOLECULAR APPROACHES TO THE UNDERSTANDING AND TREATMENT OF CHILDHOOD CNS TUMOuRS: Richard J Gilbertson (St Jude Children's Research Hospital).6.SURGICAL MANAGEMENT OF CNS TUMOURS IN THE PAEDIATRIC POPULATION: Jerard Ross (Royal Hospital for Sick Children) and John Thorne (Royal Manchester Children's Hospital).7.GENERAL PRINCIPLES OF RADIOTHERAPY: Eddy Estlin (Royal Manchester Children's Hospital) and Stephen Lowis (The Hospital for Sick Children).8.GENERAL PRINCIPLES OF CHEMOTHERAPY: Eddy Estlin (Royal Manchester Children's Hospital).9.MANAGEMENT OF COMPLICATIONS AT PRESENTATION FOR CHILDREN WITH CNS TUMOURS: Stephen Lowis (The Hospital for Sick Children).SECTION TWO: CNS TUMOURS OF CHILDHOOD.10.LOW-GRADE AND HIGH-GRADE ASTROCYTOMA: Eddy Estlin (Royal Manchester Children's Hospital) and Stephen Lowis (The Hospital for Sick Children).11.EPENDYMOMA: Ute Bartels (Hospital for Sick Children), Douglas J Hyder (Hospital for Sick Children), Annie Huang (Hospital for Sick Children) and Eric Bouffet (Hospital for Sick Children).12.BRAINSTEM TUMOURS: Carolyn R Freeman (McGill University) and Jean-Pierre Farmer (McGill University).13.PRIMITIVE NEUROECTODERMAL TUMOURS: Stephen Lowis (The Hospital for Sick Children).14.INTRACRANIAL GERM CELL TUMOURS: Susanne J Rogers (Institute of Cancer Research) and Frank H Saran (Royal Marsden NHS Foundation Trust).15.CHOROID PLEXUS PAPILLOMA AND CARCINOMA: Stephen Lowis (The Hospital for Sick Children).16.CRANIOPHARYNGIOMA: Eddy Estlin (Royal Manchester Children's Hospital).17.MIXED NEURONAL TUMOURS: Eddy Estlin (Royal Manchester Children's Hospital).18.SPINAL CORD TUMOURS IN CHILDREN: Douglas J Hyder (Hospital for Sick Children), Peter B Dirks (Hospital for Sick Children), Ute Bartels (Hospital for Sick Children) and Eric Bouffet (Hospital for Sick Children).19.METASTATIC DISEASE AFFECTING THE CNS: Stephen Lowis (The Hospital for Sick Children).SECTION THREE: LATE EFFECTS, REHABILITATION AND PALLIATIVE CARE.20.LATE EFFECTS OF CNS TUMOURS: Adam Glaser (Leeds Teaching Hospitals NHS Trust) and Gary Butler (University of Reading).21.AN OVERVIEW OF CEREBRAL FUNCTIONING AND ITS APPLICATION IN THE DEVELOPING BRAIN: Andrew Curran (Alder Hey Children's Hospital).22.PALLIATIVE CARE: Erica Mackie (Southampton General Hospital).SECTION FOUR: SUMMARY.23.CONCLUSIONS AND FUTURE DIRECTIONS
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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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it