{"id":"W3119992070","doi":"10.3138/jsp.52.2.02","title":"Chinese PhD Students’ Perceptions of Predatory Journals: A Survey Study","year":2021,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reputation; Perception; Psychology; Sociology; Social science","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","scholarly_communication"],"domain":"evaluation","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","bibliometrics","scholarly_communication"],"category_scores_codex":[0.2120601,0.0001967403,0.0008274937,0.04992243,0.0004026839,0.1508028,0.007732893,0.0002133597,0.001634624],"category_scores_gemma":[0.5093609,0.0001297215,0.0004517955,0.1535487,0.00009899506,0.08244356,0.002059851,0.002942921,0.00003141589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406607,"about_ca_system_score_gemma":0.001401602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001611407,"about_ca_topic_score_gemma":0.0001891499,"domain_scores_codex":[0.9547205,0.003864831,0.003397258,0.0006106878,0.03679662,0.000610116],"domain_scores_gemma":[0.9073197,0.008828923,0.002754427,0.001180625,0.07880252,0.001113802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000413874,0.001524414,0.9702508,0.000003880295,0.0001318955,0.0001435841,0.001012175,0.00004530631,0.001707834,0.00001197807,0.01293447,0.01219226],"study_design_scores_gemma":[0.001301521,0.0003693292,0.985883,0.00003675394,0.00001967248,0.0001613139,0.009832975,0.00004908117,0.00004249482,0.001013916,0.001165493,0.0001244334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916221,0.003436071,0.00144095,0.001072899,0.001352923,0.0001478337,0.00006431487,0.000006202749,0.000856726],"genre_scores_gemma":[0.9969657,0.0003262807,0.001076489,0.000132505,0.0003462059,0.000001442228,0.000002162602,0.00001658207,0.001132622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2973008,"threshold_uncertainty_score":0.9993573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6534216837444228,"score_gpt":0.595377689547528,"score_spread":0.05804399419689477,"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."}}