Function to generate dataset to be used for fine-tuning models

This function creates the initial data that can be used to fine tune models from OpenAI.

Usage

generate_ft_data(data, prompt, studyid, title, abstract)

Arguments

data

Dataset containing the titles and abstracts.

prompt

Prompt(s) to be added before the title and abstract.

studyid

Unique Study ID. If missing, this is generated automatically.

title

Name of the variable containing the title information.

abstract

Name of variable containing the abstract information.

Value

A dataset of class 'ft_data'.

Note

The dataset contains at least the following variables:

studyid	integer/character/factor	indicating the study ID of the reference.
title	character	indicating the title of the reference.
abstract	character	indicating the abstract of the reference.
question	character	indicating the final question sent to OpenAI's GPT API models for training.

See also

write_ft_data()

Examples

# Extract 5 irrelevant and relevant records, respectively.
dat <- filges2015_dat[c(1:5, 261:265),]

prompt <- "Is this study about functional family therapy?"

dat <-
  generate_ft_data(
    data = dat,
    prompt = prompt,
    studyid = studyid,
    title = title,
    abstract = abstract
   )

dat
#> # A tibble: 10 × 7
#>    author                     eppi_id human_code studyid title abstract question
#>    <chr>                      <chr>        <dbl> <fct>   <chr> <chr>    <chr>   
#>  1 Holloway R G and Gramling… 9434957          0 1       Esti… "Progno… "Is thi…
#>  2 Morawska Alina and Stallm… 9433838          0 2       Self… "Behavi… "Is thi…
#>  3 Michel C M and Pascual-Ma… 9431171          0 3       Freq… "The to… "Is thi…
#>  4 Paul Howard A              9433968          0 4       A Re… "The ar… "Is thi…
#>  5 Feinberg I and De Bie E a… 9434460          0 5       Topo… "STUDY … "Is thi…
#>  6 James S and Alemi Q and Z… 9434933          1 261     Effe… "Purpos… "Is thi…
#>  7 Hendriks V and van der Sc… 9435035          1 262     Matc… "Backgr… "Is thi…
#>  8 Mccart M R and Henggeler … 9435045          1 263     Syst… "This s… "Is thi…
#>  9 Danielson C K and Mccart … 9435049          1 264     Redu… "The cu… "Is thi…
#> 10 Smeerdijk M and Keet R an… 9435056          1 265     Moti… "Backgr… "Is thi…