diff --git a/docs/src/index.md b/docs/src/index.md
index fc30b36714..1820bb40d6 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -173,13 +173,16 @@ system:
 
   - Please refer to the
     [SciML ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://github.com/SciML/ColPrac/blob/master/README.md)
-    for guidance on PRs, issues, and other matters relating to contributing to ModelingToolkit.
+    for guidance on PRs, issues, and other matters relating to contributing to SciML.
 
+  - See the [SciML Style Guide](https://github.com/SciML/SciMLStyle) for common coding practices and other style decisions.
   - There are a few community forums:
     
-      + The #diffeq-bridged channel in the [Julia Slack](https://julialang.org/slack/)
-      + [JuliaDiffEq](https://gitter.im/JuliaDiffEq/Lobby) on Gitter
-      + On the Julia Discourse forums (look for the [modelingtoolkit tag](https://discourse.julialang.org/tag/modelingtoolkit))
+      + The #diffeq-bridged and #sciml-bridged channels in the
+        [Julia Slack](https://julialang.org/slack/)
+      + The #diffeq-bridged and #sciml-bridged channels in the
+        [Julia Zulip](https://julialang.zulipchat.com/#narrow/stream/279055-sciml-bridged)
+      + On the [Julia Discourse forums](https://discourse.julialang.org)
       + See also [SciML Community page](https://sciml.ai/community/)
 
 ## Reproducibility
diff --git a/docs/src/systems/DiscreteSystem.md b/docs/src/systems/DiscreteSystem.md
index c9d4b81c48..d9934d5fb7 100644
--- a/docs/src/systems/DiscreteSystem.md
+++ b/docs/src/systems/DiscreteSystem.md
@@ -23,7 +23,7 @@ DiscreteSystem
 
 ```@docs
 DiscreteFunction(sys::ModelingToolkit.DiscreteSystem, args...)
-DiscreteProblem(sys::ModelingToolkit.DiscreteSystem, args...)
+DiscreteProblem(sys::ModelingToolkit.DiscreteSystem, u0map, tspan)
 ```
 
 ## Expression Constructors
diff --git a/docs/src/systems/JumpSystem.md b/docs/src/systems/JumpSystem.md
index 3dbeb8500d..68f0de2a5c 100644
--- a/docs/src/systems/JumpSystem.md
+++ b/docs/src/systems/JumpSystem.md
@@ -15,7 +15,7 @@ JumpSystem
 
 ## Transformations
 
-```@docs
+```@docs; canonical=false
 structural_simplify
 ```
 
@@ -23,7 +23,9 @@ structural_simplify
 
 ## Problem Constructors
 
+```@docs; canonical=false
+DiscreteProblem(sys::ModelingToolkit.DiscreteSystem, u0map, tspan)
+```
 ```@docs
-SciMLBase.DiscreteProblem(sys::JumpSystem,args...)
-JumpProcesses.JumpProblem(sys::JumpSystem,args...)
+JumpProblem(sys::JumpSystem, prob, aggregator)
 ```
diff --git a/docs/src/systems/NonlinearSystem.md b/docs/src/systems/NonlinearSystem.md
index d14e6a035c..dfdb8db508 100644
--- a/docs/src/systems/NonlinearSystem.md
+++ b/docs/src/systems/NonlinearSystem.md
@@ -15,7 +15,7 @@ NonlinearSystem
 
 ## Transformations
 
-```@docs
+```@docs; canonical=false
 structural_simplify
 alias_elimination
 tearing
@@ -23,14 +23,14 @@ tearing
 
 ## Analyses
 
-```@docs
+```@docs; canonical=false
 ModelingToolkit.isaffine
 ModelingToolkit.islinear
 ```
 
 ## Applicable Calculation and Generation Functions
 
-```julia
+```@docs; canonical=false
 calculate_jacobian
 generate_jacobian
 jacobian_sparsity
diff --git a/docs/src/systems/ODESystem.md b/docs/src/systems/ODESystem.md
index 207ab098e7..f79263436f 100644
--- a/docs/src/systems/ODESystem.md
+++ b/docs/src/systems/ODESystem.md
@@ -35,7 +35,7 @@ ModelingToolkit.isaffine
 
 ## Applicable Calculation and Generation Functions
 
-```julia
+```@docs; canonical=false
 calculate_jacobian
 calculate_tgrad
 calculate_factorized_W
@@ -56,7 +56,7 @@ SteadyStateProblem(sys::ModelingToolkit.AbstractODESystem, args...)
 ## Torn Problem Constructors
 
 ```@docs
-ODAEProblem(sys::ModelingToolkit.AbstractODESystem, args...)
+ODAEProblem
 ```
 
 ## Expression Constructors
diff --git a/docs/src/systems/SDESystem.md b/docs/src/systems/SDESystem.md
index 57b89b304a..17f062c5ae 100644
--- a/docs/src/systems/SDESystem.md
+++ b/docs/src/systems/SDESystem.md
@@ -22,17 +22,19 @@ sde = SDESystem(ode, noiseeqs)
 
 ## Transformations
 
-```@docs
+```@docs; canonical=false
 structural_simplify
 alias_elimination
-Girsanov_transform
+```
+```@docs
+ModelingToolkit.Girsanov_transform
 ```
 
 ## Analyses
 
 ## Applicable Calculation and Generation Functions
 
-```julia
+```@docs; canonical=false
 calculate_jacobian
 calculate_tgrad
 calculate_factorized_W