{"id":"W4416610982","doi":"10.5256/f1000research.17518.r37491","title":"Referee report. For: What is a predatory journal? A scoping review [version 2; referees: 3 approved]","year":2018,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ottawa Hospital Research Institute; University of Ottawa","keywords":"Government (linguistics); Perspective (graphical); Work (physics); Action (physics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","scholarly_communication"],"domain":"evaluation","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["research_integrity","scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"commentary","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","insufficient_payload"],"consensus_categories":["metaresearch","bibliometrics","insufficient_payload"],"category_scores_codex":[0.1377903,0.0002468401,0.0008273843,0.02772134,0.001085538,0.003631736,0.004947507,0.0002688458,0.003143972],"category_scores_gemma":[0.14928,0.0001655041,0.0004623871,0.07667767,0.0009554105,0.002477781,0.00189481,0.0009571584,0.001043838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003802977,"about_ca_system_score_gemma":0.001863296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008596758,"about_ca_topic_score_gemma":0.00006602629,"domain_scores_codex":[0.9700658,0.001183039,0.0019913,0.001318029,0.02400441,0.001437404],"domain_scores_gemma":[0.9198211,0.006553489,0.00113012,0.002848325,0.06844515,0.001201836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001154864,0.0001485231,0.001019247,0.000950554,0.00003832164,0.00003729711,0.0002163775,3.028518e-7,0.001212778,0.000127494,0.8870799,0.1090537],"study_design_scores_gemma":[0.0007652798,0.001198705,0.0006439439,0.01498273,0.00001230581,0.0001242473,0.001451369,0.0002403931,0.006211212,0.005156284,0.9689438,0.0002697317],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.1571454,0.3989981,0.02469493,0.2698407,0.006149807,0.02089293,0.002754098,0.0002967398,0.1192274],"genre_scores_gemma":[0.1136657,0.403052,0.02609266,0.003548308,0.003114285,0.0005211008,0.0005045283,0.0002511812,0.4492502],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3300228,"threshold_uncertainty_score":0.999734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5906445318476334,"score_gpt":0.6109775974599683,"score_spread":0.02033306561233483,"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."}}