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Smith’s Recognizable Patterns of Human Malformation, 5th ed

2001· article· pl· W2034682381 on OpenAlexaboutno aff
Wayne Stuberg

Bibliographic record

VenuePediatric Physical Therapy · 2001
Typearticle
Languagepl
FieldMedicine
TopicCongenital Anomalies and Fetal Surgery
Canadian institutionsnot available
Fundersnot available
KeywordsBiology

Abstract

fetched live from OpenAlex

Pediatric Physical Therapy is the first and only peer-reviewed journal devoted to this discipline. The Journal provides a forum for scientific and professional exchange among researchers and practitioners throughout the world that represent subspecialties of the discipline, including early intervention, neonatology, pediatric sports and fitness, school physical therapy, acute care for seriously ill children, and the prevention of primary and secondary conditions that lead to disabling conditions. Official Journal of APTA Pediatrics, an Academy of the American Physical Therapy Association, The Dutch Association for Pediatric Physical Therapy, Physiotherapia Paediatrica, The New Zealand Society of Physiotherapists Pediatric Special Interest Group, and The Pediatric Division of the Canadian Physiotherapy Association.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.211
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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.

Opus teacher head0.026
GPT teacher head0.285
Teacher spread0.258 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations119
Published2001
Admission routes1
Has abstractyes

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