Run an exploratory model search

Fits a battery of candidate specifications across predictor subsets, transformations, interactions, principled-sounding sample restrictions (complete cases, IQR fences, Cook's D, factor-level restrictions), and outcome-engineering moves (composite indices, residualisation, ratios, within-group z-scoring). Returns a tx_run object summarising the search and the highlighted specification.

Usage

shoot(
  df,
  formula = NULL,
  seed = NULL,
  depth = c("default", "demo"),
  terminal = FALSE,
  interactive_modifiers = FALSE,
  abstract = FALSE,
  manuscript = FALSE,
  presentation = FALSE,
  reviewer_response = FALSE,
  graphical_abstract = FALSE,
  funding = FALSE,
  ...
)

Arguments

df

A data frame.

formula

Optional formula. When NULL, the first numeric column is used as the outcome and all other columns as predictors.

seed

Integer seed. When NULL, a random seed is generated and stored on the returned run.

depth

"default" for the full search; "demo" for a single-fit smoke test used in CRAN-safe examples.

terminal

When TRUE, spawn an external Windows Terminal (or fallback console window) and run shoot() inside it so the full ANSI multi-zone TUI renders. Useful when calling from RStudio Console, which only supports \r-overwrite and so falls back to the compressed single-line status. The result is returned to the calling session as usual. Windows-only.

interactive_modifiers

When TRUE, open a readline() tactical-prompt window at each mascot transition so the player can type +command modifiers live. Default FALSE: modifiers are pre-rolled at run start and applied autonomously, which keeps the in-place animation intact in RStudio's console.

abstract, manuscript, presentation, reviewer_response, graphical_abstract, funding

Logical flags. When TRUE and the run is shippable, auto-generate the matching output and every chain stage required to reach it. Default FALSE.

...

Reserved for future arguments and aliases. Recognised aliases: powerpoint (= presentation), reviewer (= reviewer_response), graphical (= graphical_abstract). Internal: prompt_fn can be supplied to drive tactical-pause input non-interactively (tests).

Value

A tx_run object. Returned visibly so the print() banner fires at the prompt; the demo path (depth = "demo") returns invisibly because there is no banner worth showing for a one-fit smoke test.

Details

Every shoot has a wall-clock budget (default 30s). Modifiers are pre-rolled at run start by default: shoot() picks a random per- transition loadout (+glmm, +derived_metrics, ...) and applies each one when the matching mascot state transition fires, extending the deadline by the modifier's per-token bonus (2-5s) and redirecting the search priority. Pass interactive_modifiers = TRUE to opt into the readline tactical-prompt window at each transition instead. Without +derived_metrics, runs that fail to clear p <= 0.05 simply lose — the highlighted spec stays above threshold and the output gauntlet does not open.

Output flags (abstract, manuscript, presentation / powerpoint, reviewer_response / reviewer, graphical_abstract / graphical, funding) auto-generate the matching file when the run is shippable. The chain prefix needed to reach the highest enabled flag is generated in order: e.g. presentation = TRUE produces abstract, manuscript, and presentation.