diff --git a/R/R/inputs.R b/R/R/inputs.R
index 72138d361..82b918f8c 100644
--- a/R/R/inputs.R
+++ b/R/R/inputs.R
@@ -278,7 +278,7 @@ robyn_inputs <- function(dt_input = NULL,
     check_novar(select(dt_input, -all_of(unused_vars)))
 
     ## Collect input
-    InputCollect <- output <- list(
+    InputCollect <- list(
       dt_input = dt_input,
       dt_holidays = dt_holidays,
       dt_mod = NULL,
@@ -320,7 +320,7 @@ robyn_inputs <- function(dt_input = NULL,
     if (!is.null(hyperparameters)) {
       ### Conditional output 1.2
       ## Running robyn_inputs() for the 1st time & 'hyperparameters' provided --> run robyn_engineering()
-      output <- robyn_engineering(InputCollect, ...)
+      InputCollect <- robyn_engineering(InputCollect, ...)
     }
   } else {
     ### Use case 2: adding 'hyperparameters' and/or 'calibration_input' using robyn_inputs()
@@ -351,17 +351,17 @@ robyn_inputs <- function(dt_input = NULL,
       ## Update & check hyperparameters
       if (is.null(InputCollect$hyperparameters)) InputCollect$hyperparameters <- hyperparameters
       check_hyperparameters(InputCollect$hyperparameters, InputCollect$adstock, InputCollect$all_media)
-      output <- robyn_engineering(InputCollect, ...)
+      InputCollect <- robyn_engineering(InputCollect, ...)
     }
   }
 
   if (!is.null(json_file)) {
-    pending <- which(!names(json$InputCollect) %in% output)
-    output <- append(output, json$InputCollect[pending])
+    pending <- which(!names(json$InputCollect) %in% names(InputCollect))
+    InputCollect <- append(InputCollect, json$InputCollect[pending])
   }
 
-  class(output) <- c("robyn_inputs", class(output))
-  return(output)
+  class(InputCollect) <- c("robyn_inputs", class(InputCollect))
+  return(InputCollect)
 }
 
 #' @param x \code{robyn_inputs()} output.
@@ -760,7 +760,8 @@ prophet_decomp <- function(dt_transform, dt_holidays,
   use_weekday <- "weekday" %in% prophet_vars | "weekly.seasonality" %in% prophet_vars
 
   dt_regressors <- bind_cols(recurrence, select(
-    dt_transform, all_of(c(context_vars, paid_media_spends)))) %>%
+    dt_transform, all_of(c(context_vars, paid_media_spends))
+  )) %>%
     mutate(ds = as.Date(.data$ds))
 
   prophet_params <- list(
diff --git a/R/R/model.R b/R/R/model.R
index c77685901..2ae785e4b 100644
--- a/R/R/model.R
+++ b/R/R/model.R
@@ -1227,7 +1227,9 @@ init_msgs_run <- function(InputCollect, refresh, lambda_control = NULL, quiet =
       "refreshDepth" %in% names(InputCollect),
       InputCollect$refreshDepth,
       ifelse("refreshCounter" %in% names(InputCollect),
-             InputCollect$refreshCounter, 0))
+        InputCollect$refreshCounter, 0
+      )
+    )
     refresh <- as.integer(depth) > 0
     message(sprintf(
       "%s model is built on rolling window of %s %s: %s to %s",
diff --git a/R/R/outputs.R b/R/R/outputs.R
index 51bbb5b81..5c24add7b 100644
--- a/R/R/outputs.R
+++ b/R/R/outputs.R
@@ -115,7 +115,9 @@ robyn_outputs <- function(InputCollect, OutputModels,
       "refreshDepth" %in% names(InputCollect),
       InputCollect$refreshDepth,
       ifelse("refreshCounter" %in% names(InputCollect),
-             InputCollect$refreshCounter, 0))
+        InputCollect$refreshCounter, 0
+      )
+    )
     refresh <- as.integer(depth) > 0
     folder_var <- ifelse(!refresh, "init", paste0("rf", depth))
     plot_folder_sub <- paste("Robyn", format(Sys.time(), "%Y%m%d%H%M"), folder_var, sep = "_")
diff --git a/R/R/refresh.R b/R/R/refresh.R
index 6d7d79dc1..d93947f83 100644
--- a/R/R/refresh.R
+++ b/R/R/refresh.R
@@ -67,7 +67,7 @@
 #' data("dt_simulated_weekly")
 #' data("dt_prophet_holidays")
 #' # Set the (pre-trained and exported) Robyn model JSON file
-#' json_file <- "~/Robyn_202208081444_init/RobynModel-2_55_4.json
+#' json_file <- "~/Robyn_202208081444_init/RobynModel-2_55_4.json"
 #'
 #' # Run \code{robyn_refresh()} with 13 weeks cadence in auto mode
 #' Robyn <- robyn_refresh(
@@ -81,7 +81,7 @@
 #' )
 #'
 #' # Run \code{robyn_refresh()} with 4 weeks cadence in manual mode
-#' json_file2 <- "~/Robyn_202208081444_init/Robyn_202208090847_rf/RobynModel-1_2_3.json
+#' json_file2 <- "~/Robyn_202208081444_init/Robyn_202208090847_rf/RobynModel-1_2_3.json"
 #' Robyn <- robyn_refresh(
 #'   json_file = json_file2,
 #'   dt_input = dt_simulated_weekly,
diff --git a/R/R/response.R b/R/R/response.R
index 2bbab6d61..41d6b0f8b 100644
--- a/R/R/response.R
+++ b/R/R/response.R
@@ -94,13 +94,15 @@ robyn_response <- function(InputCollect = NULL,
   ### Use previously exported model using json_file
   if (!is.null(json_file)) {
     if (is.null(InputCollect)) InputCollect <- robyn_inputs(json_file = json_file, ...)
-    if (is.null(OutputCollect)) OutputCollect <- robyn_run(
-      InputCollect = InputCollect,
-      json_file = json_file,
-      export = FALSE,
-      quiet = quiet,
-      ...
-    )
+    if (is.null(OutputCollect)) {
+      OutputCollect <- robyn_run(
+        InputCollect = InputCollect,
+        json_file = json_file,
+        export = FALSE,
+        quiet = quiet,
+        ...
+      )
+    }
     if (is.null(dt_hyppar)) dt_hyppar <- OutputCollect$resultHypParam
     if (is.null(dt_coef)) dt_coef <- OutputCollect$xDecompAgg
   } else {
@@ -140,8 +142,9 @@ robyn_response <- function(InputCollect = NULL,
     }
   }
 
-  if ("selectID" %in% names(OutputCollect))
+  if ("selectID" %in% names(OutputCollect)) {
     select_model <- OutputCollect$selectID
+  }
 
   ## Prep environment
   if (TRUE) {
diff --git a/R/man/robyn_refresh.Rd b/R/man/robyn_refresh.Rd
index 57f75a1dc..142c40842 100644
--- a/R/man/robyn_refresh.Rd
+++ b/R/man/robyn_refresh.Rd
@@ -120,7 +120,7 @@ we want to start using on new refresh model.
 data("dt_simulated_weekly")
 data("dt_prophet_holidays")
 # Set the (pre-trained and exported) Robyn model JSON file
-json_file <- "~/Robyn_202208081444_init/RobynModel-2_55_4.json
+json_file <- "~/Robyn_202208081444_init/RobynModel-2_55_4.json"
 
 # Run \code{robyn_refresh()} with 13 weeks cadence in auto mode
 Robyn <- robyn_refresh(
@@ -134,7 +134,7 @@ Robyn <- robyn_refresh(
 )
 
 # Run \code{robyn_refresh()} with 4 weeks cadence in manual mode
-json_file2 <- "~/Robyn_202208081444_init/Robyn_202208090847_rf/RobynModel-1_2_3.json
+json_file2 <- "~/Robyn_202208081444_init/Robyn_202208090847_rf/RobynModel-1_2_3.json"
 Robyn <- robyn_refresh(
   json_file = json_file2,
   dt_input = dt_simulated_weekly,
diff --git a/demo/demo.R b/demo/demo.R
index 61961544e..0378d251a 100644
--- a/demo/demo.R
+++ b/demo/demo.R
@@ -437,7 +437,7 @@ RobynRefresh <- robyn_refresh(
   dt_input = dt_simulated_weekly,
   dt_holidays = dt_prophet_holidays,
   refresh_steps = 13,
-  refresh_iters = 1000, # 1k is estimation. Use refresh_mode = "manual" to try out.
+  refresh_iters = 1000, # 1k is an estimation
   refresh_trials = 1
 )
 
@@ -447,7 +447,7 @@ RobynRefresh <- robyn_refresh(
   dt_input = dt_simulated_weekly,
   dt_holidays = dt_prophet_holidays,
   refresh_steps = 7,
-  refresh_iters = 1000, # 1k is estimation. Use refresh_mode = "manual" to try out.
+  refresh_iters = 1000, # 1k is an estimation
   refresh_trials = 1
 )