{"id":"W4377007231","doi":"10.24043/isj.422","title":"The price of freedom: Open access, editorial labour, and prestige in academic publishing","year":2023,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guangdong Science and Technology Department","keywords":"Prestige; Publication; Publishing; Open access journal; Subject (documents); Political science; Library science; Public relations; Business; Computer science; Law; Scopus; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002359424,0.0001073473,0.0002204839,0.0001646824,0.0005116395,0.003004179,0.001208983,0.0000787721,0.00001223894],"category_scores_gemma":[0.002697988,0.00006708511,0.00003255714,0.0005704476,0.0001141331,0.005961048,0.002887669,0.0006318552,0.000008133783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002206878,"about_ca_system_score_gemma":0.00003489832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000170994,"about_ca_topic_score_gemma":0.0005181417,"domain_scores_codex":[0.9988672,0.00002412742,0.0003444164,0.000134453,0.0003328561,0.0002969093],"domain_scores_gemma":[0.9990671,0.0002844699,0.0003125849,0.00009958584,0.0002221881,0.00001406331],"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":[0.0001148988,0.0000163896,0.09668674,0.000100005,0.0001042198,0.00002297213,0.0005635652,0.00006209205,0.00004570982,0.01163242,0.8887691,0.00188184],"study_design_scores_gemma":[0.002141388,0.00002134494,0.2198171,0.0002869377,0.00004007863,0.000009689132,0.002503534,0.0002974704,0.000005230875,0.06339667,0.7112747,0.0002058681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9382036,0.006136847,0.00001294345,0.01605545,0.03452887,0.0003381024,0.000008048921,0.00003918578,0.004676911],"genre_scores_gemma":[0.93705,0.007746497,0.00001188169,0.0002556645,0.05453871,0.00001303566,0.000003575389,0.00001444101,0.0003661934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1774944,"threshold_uncertainty_score":0.9980308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09971094340642825,"score_gpt":0.3675850508103551,"score_spread":0.2678741074039269,"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."}}