{"id":"W4247658260","doi":"10.3138/jsp.42.2.226","title":"A Value-Added Role for Reviewers in Enhancing the Quality of Published Research","year":2010,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gatekeeping; Value (mathematics); Quality (philosophy); Constructive; Set (abstract data type); Engineering ethics; Computer science; Management science; Epistemology; Business; Engineering; Advertising; Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3999165,0.002152639,0.004620228,0.007735285,0.01006588,0.05511812,0.005048448,0.0178204,0.005838187],"category_scores_gemma":[0.7200899,0.002734126,0.002369531,0.005966793,0.01471439,0.03581044,0.01976589,0.02251624,0.009800266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005147697,"about_ca_system_score_gemma":0.04674801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006461851,"about_ca_topic_score_gemma":0.002059818,"domain_scores_codex":[0.4930057,0.2912775,0.05815363,0.01133704,0.1398697,0.006356415],"domain_scores_gemma":[0.08260248,0.3288486,0.07107592,0.07062797,0.3979676,0.04887754],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004877732,0.0003696827,0.00838989,0.004610481,0.0007065622,0.001906283,0.0209683,0.0006483989,0.005578768,0.03570793,0.4043953,0.5162308],"study_design_scores_gemma":[0.0004497869,0.0005467632,0.005823785,0.007455532,0.0006746412,0.007482981,0.01126834,0.002261764,0.003634815,0.07711339,0.8823068,0.0009814651],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007693623,0.02430304,0.0776514,0.7172508,0.1371605,0.001835493,0.0001282799,0.002176241,0.03180068],"genre_scores_gemma":[0.2085414,0.03315841,0.2906952,0.2508936,0.1834318,0.003184221,0.0002330072,0.002236784,0.02762562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6000835,"threshold_uncertainty_score":0.7400098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07303267525855366,"score_gpt":0.3502211461266119,"score_spread":0.2771884708680582,"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."}}