{"id":"W7106023881","doi":"10.3138/jsp-2025-0047","title":"Why the Current Model of Academic Publishing Is Ethically Flawed—and What We Can Do to Change It","year":2025,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Profit (economics); Value (mathematics); Project commissioning; Profit motive; Public good","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1633593,0.0009641764,0.001561382,0.0042998,0.01091514,0.05338718,0.006425749,0.01979157,0.005328097],"category_scores_gemma":[0.2307146,0.001051185,0.001353964,0.003370344,0.09709612,0.0552359,0.01200587,0.0277652,0.003671492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0162388,"about_ca_system_score_gemma":0.04127302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006211706,"about_ca_topic_score_gemma":0.004928409,"domain_scores_codex":[0.8633496,0.07109021,0.007243569,0.01064206,0.0415267,0.006147916],"domain_scores_gemma":[0.6863272,0.1484719,0.02453977,0.05495038,0.0631443,0.0225664],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004989833,0.00008954741,0.001526002,0.0002510014,0.00005269646,0.00008553805,0.0032677,0.0007026777,0.0001882265,0.9396508,0.03289946,0.02123643],"study_design_scores_gemma":[0.00005037203,0.00003744845,0.0004338571,0.000333283,0.00001886924,0.00009804718,0.001755325,0.0007804031,0.0001920374,0.9170216,0.07921065,0.00006801142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003922991,0.002840793,0.01879372,0.9487101,0.002961051,0.00005585737,0.00004859466,0.0001614389,0.02250538],"genre_scores_gemma":[0.6368234,0.009809054,0.06853897,0.2552595,0.01141277,0.000675754,0.0002032177,0.0005384132,0.01673901],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9466128,"threshold_uncertainty_score":0.8639367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113194159889871,"score_gpt":0.4274791089024255,"score_spread":0.2161596929134384,"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."}}