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Record W2466587609 · doi:10.14785/lymphosign-2016-0005

A clinical trial protocol for the study of intravenous immunoglobulin in patients with primary antibody immunodeficiency disorders

2016· article· en· W2466587609 on OpenAlexvenueno aff
John A. Hooper

Bibliographic record

VenueLymphoSign Journal · 2016
Typearticle
Languageen
FieldImmunology and Microbiology
TopicImmunodeficiency and Autoimmune Disorders
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineProtocol (science)Primary immunodeficiencyAntibodyGuidelineClinical trialImmunodeficiencyCommon variable immunodeficiencyImmunologyIntensive care medicineInternal medicineAlternative medicineImmune systemPathology

Abstract

fetched live from OpenAlex

This protocol has been excerpted from protocols recently used to study the safety, efficacy, and pharmacokinetics of 2 new intravenous immunoglobulins (IVIG). It incorporates the safety and efficacy parameters provided by the United States Food and Drug Administration in in a Guidance for Industry that contains recommendations for Investigational New Drug Application sponsors and Biologic License applicants for testing IVIG products as replacement therapy in primary humoral immunodeficiency. The format and contents of the protocol are generally the same as described in the ICH Guideline for Good Clinical Practice. We describe here the topics found in the main body of the protocol. We have omitted items that will be included in a formal protocol such as the title page, identifying number, name and contact information of the sponsor, names and contact information of the persons authorized to sign the protocol and amendments, etc. The success of a study of IVIG in patients with primary humoral immunodeficiency is very much dependent on the care in which patients are selected. It is extremely important to enroll patients who have been verified to be antibody deficient. Therefore, patient selection criteria should involve a thorough review of each patient’s infection history, serum IgG level prior to immunoglobulin therapy, and antibody responses to polysaccharide and protein vaccines. Statement of novelty: This protocol is designed to select study subjects with well-documented antibody deficiencies and therefore will benefit from immunoglobulin therapy.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.036
metaresearch head score (Gemma)0.046
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.114
Threshold uncertainty score0.383

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0360.046
Meta-epidemiology (narrow)0.0040.002
Meta-epidemiology (broad)0.0040.003
Bibliometrics0.0020.002
Science and technology studies0.0040.002
Scholarly communication0.0030.003
Open science0.0020.002
Research integrity0.0070.010
Insufficient payload (model declined to judge)0.1140.023

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 head0.016
GPT teacher head0.307
Teacher spread0.291 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreProtocol

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

Citations0
Published2016
Admission routes1
Has abstractyes

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