Details

kind
infographic
prompt
Modeling Inhibitory Diversity figure 3
provider
other
section_id
section_12_evidence
source_url
https://github.com/AllenNeuralDynamics/ComputationReviewInhibitory/blob/934e0675cc6d5ffd9978a4a9883b31166ce000e2/evidence/section_12_evidence.json
target_ref
wiki_page:computationreviewinhibitory-12
review_repo
ComputationReviewInhibitory
section_ref
wiki_page:computationreviewinhibitory-12
source_path
evidence/section_12_evidence.json
section_title
Modeling Inhibitory Diversity
generation_status
complete
review_bundle_ref
analysis_bundle:ab-5fc3c0c0505b
origin_url
https://github.com/AllenNeuralDynamics/ComputationReviewInhibitory/blob/934e0675cc6d5ffd9978a4a9883b31166ce000e2/evidence/section_12_evidence.json
commit_sha
934e0675cc6d5ffd9978a4a9883b31166ce000e2
created_by
persona-jerome-lecoq-gbo-neuroscience
repository_url
https://github.com/AllenNeuralDynamics/ComputationReviewInhibitory
Raw fields (3)
raw_fields
{
  "papers": [
    {
      "doi": "10.1146/annurev-psych-020821-114157",
      "value": null,
      "cite_key": "Nosek2022",
      "value_source_sentence": "Replication efforts highlighted sociocultural challenges such as disincentives to conduct replications and a tendency to frame replication as a personal attack rather than a healthy scientific practice, and they raised awareness that replication contributes to self-correction."
    },
    {
      "doi": "10.1007/s10827-018-0702-z",
      "value": null,
      "cite_key": "Mikowski2018",
      "value_source_sentence": "Replicability and reproducibility of computational models has been somewhat understudied by \"the replication movement.\" In this paper, we draw on methodological studies into the replicability of psychological experiments and on the mechanistic account of explanation to analyze the functions of model"
    },
    {
      "doi": "10.1126/science.aac4716",
      "value": "47%",
      "cite_key": "Collaboration2015",
      "value_source_sentence": "Thirty-six percent of replications had statistically significant results; 47% of original effect sizes were in the 95% confidence interval of the replication effect size; 39% of effects were subjectively rated to have replicated the original result; and if no bias in original results is assumed, com"
    },
    {
      "doi": "10.3389/fpsyg.2016.01832",
      "value": null,
      "cite_key": "Wicherts2016",
      "value_source_sentence": "The opportunistic use of these so-called researcher degrees of freedom aimed at obtaining statistically significant results is problematic because it enhances the chances of false positive results and may inflate effect size estimates."
    },
    {
      "doi": "10.1016/j.dcn.2025.101567",
      "value": "median power 8-31%",
      "cite_key": null,
      "value_source_sentence": "Electroencephalography (EEG) is one of the main neuroscientific measures used with infants and children to identify potential biomarkers of cognitive and social developmental processes. Given the implications of developmental EEG research within policy, clinical, and educational domains, it is impor"
    }
  ],
  "description": "Comparison of replication success rates and statistical power estimates across neuroscience experimental approaches",
  "n_definition": "varies: number of studies examined, or number of replication attempts",
  "comparison_type": "reproducibility_comparison",
  "taxonomic_level": "N/A - meta-research",
  "comparison_title": "Reproducibility rates across neuroscience subfields",
  "homogeneity_check": "Studies examine different aspects of reproducibility (direct replication, statistical power, effect size estimation). Cross-study comparison requires caution about what \"reproducibility\" means in each case."
}
source_refs
[
  "paper:paper-30e041287f67",
  "paper:paper-aedf5f9f4ca9",
  "paper:paper-b59904983efe",
  "paper:paper-c123b0769ba4",
  "paper:paper-ce728874136f"
]
source_policy
{
  "mode": "public_source_pointer_with_short_context",
  "notes": [
    "Local review repositories are read-only inputs.",
    "SciDEX stores paper metadata, structured evidence, file pointers, and short citation contexts; it does not copy full review prose."
  ],
  "source_commit_sha": "934e0675cc6d5ffd9978a4a9883b31166ce000e2",
  "source_repository_url": "https://github.com/AllenNeuralDynamics/ComputationReviewInhibitory"
}

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