{"id":"W2023672490","doi":"10.3138/jsp.33.1.11","title":"Are the Best Higher Education Journals Really the Best? A Meta-Analysis of Writing Quality and Readability","year":2001,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Readability; Publication; Mandate; Quality (philosophy); Computer science; Meta-analysis; Function (biology); Work (physics); Political science; Advertising; Medicine; Business; Engineering; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"meta_analysis","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics","scholarly_communication"],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.02500457,0.0001222529,0.0005850765,0.0002850147,0.0009601726,0.009246406,0.0008954842,0.0001286192,0.0004124764],"category_scores_gemma":[0.007185697,0.00006741017,0.0004951289,0.001712589,0.0001983653,0.01897829,0.00007429551,0.001005102,0.000002107818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002392263,"about_ca_system_score_gemma":0.001156431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004334442,"about_ca_topic_score_gemma":0.00125013,"domain_scores_codex":[0.995033,0.001378948,0.001250963,0.0001802693,0.001914616,0.000242211],"domain_scores_gemma":[0.9904449,0.001101202,0.003543456,0.0003296241,0.004377541,0.0002033067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003201962,0.0004153512,0.94336,0.00001425589,0.01305076,0.000003569555,0.01734961,0.0000459127,0.00006270518,0.009201233,0.007297911,0.009166691],"study_design_scores_gemma":[0.00008348608,0.00001676415,0.8466869,0.00003627313,0.01091413,0.000008259962,0.05456581,7.134497e-7,0.000005370087,0.00478661,0.08279184,0.0001038188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7465953,0.01194967,0.00005562352,0.2339255,0.0004799913,0.0001372634,0.00001137462,0.000005583357,0.006839694],"genre_scores_gemma":[0.9916312,0.0009727298,0.0007936958,0.00344801,0.0006701968,0.000007751556,9.51991e-7,0.000007045866,0.002468401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2450359,"threshold_uncertainty_score":0.9947428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2183280809380775,"score_gpt":0.4256505661235809,"score_spread":0.2073224851855034,"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."}}