{"id":"W2068203480","doi":"10.1353/scp.0.0084","title":"The Future of Scholarly Journal Publishing among Social Science and Humanities Associations: Report on a Study Funded by a Planning Grant from the Andrew W. Mellon Foundation","year":2010,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Revenue; Sample (material); Scholarly communication; Library science; Business model; Political science; Public relations; Sociology; Business; Marketing; Computer science; Accounting; Law","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":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaresearch","bibliometrics","scholarly_communication"],"category_scores_codex":[0.2968658,0.0002244804,0.0004988383,0.01479418,0.007187467,0.5779112,0.007442352,0.0003014826,0.00002897896],"category_scores_gemma":[0.4076957,0.0001177536,0.0002157407,0.04295808,0.0007654392,0.2282673,0.001023726,0.008144926,0.000001378536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004531754,"about_ca_system_score_gemma":0.001430777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000383948,"about_ca_topic_score_gemma":0.0003437791,"domain_scores_codex":[0.9651853,0.001072213,0.002669444,0.0005994817,0.02969786,0.0007757187],"domain_scores_gemma":[0.9135692,0.01704499,0.008392848,0.0009655765,0.05930892,0.0007184635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009273567,0.0002254952,0.8462559,0.000001486875,0.0001178663,0.0000775537,0.005764788,0.000002244569,0.004142244,0.001860483,0.03839724,0.103062],"study_design_scores_gemma":[0.001034639,0.0003288739,0.9041358,0.0000359109,0.00003983087,0.0001390273,0.05244342,0.0000599498,0.0001488319,0.0116981,0.02978135,0.0001542511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776243,0.00185716,0.0003918828,0.01465117,0.003077054,0.0002854683,0.00002635748,0.000009778129,0.002076813],"genre_scores_gemma":[0.9970737,0.0001101679,0.0003233892,0.0003475905,0.001943869,0.000002586915,0.000003631616,0.00001630478,0.0001787395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3496439,"threshold_uncertainty_score":0.9979278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3147919523696096,"score_gpt":0.4687641151888939,"score_spread":0.1539721628192843,"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."}}