{"id":"W4212930451","doi":"10.1017/cjn.2022.15","title":"The Case for Peer Review in EEG: An Institution’s Call to Arms","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queensway-Carleton Hospital; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Institution; Content (measure theory); Psychology; Electroencephalography; Peer review; Internet privacy; Computer security; Computer science; Political science; Neuroscience; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01449714,0.0001774144,0.0003724486,0.0005808019,0.004886373,0.0003145752,0.001197248,0.00006970979,0.0000943932],"category_scores_gemma":[0.008563688,0.0001051941,0.0001514826,0.001279974,0.002195115,0.0006569352,0.00005131955,0.001229713,0.000001152825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004652258,"about_ca_system_score_gemma":0.00510283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002673153,"about_ca_topic_score_gemma":0.1356045,"domain_scores_codex":[0.9962029,0.001062792,0.000753623,0.0003873988,0.0006500097,0.0009432827],"domain_scores_gemma":[0.996305,0.0007630817,0.0005078025,0.0001613603,0.0006663351,0.001596403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0008606137,0.0002355729,0.8114924,0.00006887502,0.0000386129,0.07191902,0.002890803,0.01937113,0.00004978774,0.004271462,0.04998998,0.03881167],"study_design_scores_gemma":[0.0005266904,0.1187834,0.1041423,0.00007911855,0.00009424043,0.5307686,0.0021047,0.00177515,0.000006438282,0.00548881,0.235929,0.0003016577],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590428,0.003064594,0.00001387304,0.1358298,0.001149906,0.0003756289,0.000009822885,0.000005657507,0.0005078895],"genre_scores_gemma":[0.9748856,0.0008313089,0.001304918,0.02263201,0.000219103,0.00002764616,6.49113e-7,0.000006517248,0.00009223174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7073502,"threshold_uncertainty_score":0.9997876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09251164212108551,"score_gpt":0.3656635760894752,"score_spread":0.2731519339683897,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}