{"id":"W4231324265","doi":"10.31235/osf.io/nzsp5","title":"Trends in Peer Review","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Legitimacy; Inefficiency; Public relations; Peer review; Political science; Adaptability; Publication; Corporate governance; Space (punctuation); Politics; Diversity (politics); Publishing; Business; Computer science; Economics; Law; Management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09344967,0.001315217,0.002543207,0.010624,0.005791245,0.0393293,0.006753861,0.01145514,0.02493654],"category_scores_gemma":[0.2942874,0.001154807,0.001868431,0.01605262,0.02487535,0.03032488,0.01260102,0.01727065,0.0222988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02105415,"about_ca_system_score_gemma":0.04258403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004718181,"about_ca_topic_score_gemma":0.002852523,"domain_scores_codex":[0.7447585,0.08161346,0.01998423,0.03304474,0.1131617,0.007437285],"domain_scores_gemma":[0.5445789,0.1835349,0.03312615,0.04461338,0.1776072,0.01653951],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007373664,0.00005831975,0.0009857417,0.006636302,0.00007985083,0.0002182865,0.005866552,0.0005150788,0.000570224,0.4377611,0.2941691,0.2530657],"study_design_scores_gemma":[0.000007775752,0.00002033331,0.0005262559,0.001348704,0.000006695106,0.0001782846,0.0007309323,0.0001136607,0.0001354276,0.02520214,0.9717056,0.00002425761],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003347,0.3470429,0.02568424,0.372588,0.04553522,0.0004845365,0.0006856155,0.001212382,0.2034201],"genre_scores_gemma":[0.1657416,0.4490895,0.03875948,0.09638701,0.1041539,0.00167306,0.001637117,0.003245391,0.139313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9065503,"threshold_uncertainty_score":0.494215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.259839992176097,"score_gpt":0.5031915630237829,"score_spread":0.2433515708476859,"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."}}