Certainly, standard regression methods cannot be used to model heterogeneous combinations of data types (binary, quantitative, categorical), nor can they account for the hierarchical nature of ontologically encoded outcome data.
This associative term comprises a (presynaptic) input u i, t encoding the outcome on any trial, and a (postsynaptic) prediction error).
The A1 → V1 connection in model 1 and 2, and the V1 → A1 connection in model 3 were modulated by the Hadamard product (point-wise multiplication) of the RW associative strength ϕ t j and a vector encoding visual outcome (1 for visual stimulus present, −1 for visual stimulus absent) during CS+ trials.
Optogenetic stimulation provides a powerful tool for analyzing the intrinsic transmission properties of pathway modules and identifying how they dynamically encode distinct outcomes.
It was hypothesized that differential phosphorylation of GPCRs by different GRKs acts as a "barcode", regulating their interaction with arrestins, thus encoding a particular signaling outcome.
At present, to aid clinicians access the best evidence, various manual efforts exist for summarizing findings derived from RCTs [ 8- 11], and for encoding RCT protocols and outcomes into structured knowledge bases [ 12].
Prior to target presentation, neurons in both LPFCv and LPFCd encoded the choice outcome in goods space.
In addition, further investigation is needed to evaluate whether pharmacogenetic variation contributes to eribulin efficacy and safety, because P-glycoprotein (P-gp) may be involved in eribulin disposition and polymorphism of MDR1, the gene encoding P-gp, affects chemotherapeutic outcome.
However, we found no evidence that ACC neurons were simply detecting errors because an approximately equal number of neurons increased firing rate based on reward presence as increased firing rate to reward absence; rather, ACC neurons appeared to be encoding the value of the outcome.
Interestingly, the majority of outcome sensitive OFC neurons actually do not adapt their firing rates to the range (or type) of outcomes available, instead encoding value on a fixed scale (Kobayashi et al., 2010; Padoa-Schioppa & Assad, 2008).
