Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in [1].
Sample-Targeted Clinical Trial Adaptation
Authors: Ognjen Arandjelovic
AAAI 2015 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Experiments on simulated data are used to illustrate the effectiveness of our method and its application in practice. In this section we apply the derived results on experimental data, and evaluate and discuss the performance of the proposed methodology. We adopt the evaluation protocol standard in the domain of adaptive trials research, and obtain data using a simulated experiment. |
| Researcher Affiliation | Academia | Ognjen Arandjelovi c Centre for Pattern Recognition and Data Analytics Deakin University, Australia |
| Pseudocode | No | The paper describes mathematical derivations and concepts but does not include structured pseudocode or an algorithm block. |
| Open Source Code | No | The paper does not provide an explicit statement or link indicating that the source code for the described methodology is publicly available. |
| Open Datasets | No | We simulated a trial involving 180 individuals, half of which were assigned to the control and the other half to the treatment group. (The paper describes generating its own simulated data, not using a publicly available one.) |
| Dataset Splits | No | The paper describes a simulated experiment and its data generation process but does not specify any training, validation, or test dataset splits. |
| Hardware Specification | No | The paper does not specify any hardware details (e.g., CPU, GPU models, memory) used for running the experiments. |
| Software Dependencies | No | The paper does not specify any software dependencies with version numbers used for the experiments. |
| Experiment Setup | Yes | Experimental setup We simulated a trial involving 180 individuals, half of which were assigned to the control and the other half to the treatment group. The starting beliefs of participants, i.e. their beliefs before the onset of the trial, are initialized to: b(c) i = 1 for i = 1 . . . 9 0 for i = 10 . . . 81 1 for i = 82 . . . 90. w(t) i (k + 1) and w(c) i (k + 1) are drawn from Wt N(0.02, 0.05) and Wc N(0.00, 0.05) respectively. b(t) i (k + 1) = b(t) i (k) + 0.01 e(t) i (k + 1) + ω(t) i (k + 1) |