{"id":"W4412520984","doi":"10.1016/j.cjca.2025.07.018","title":"Peer Review, Profit, and Publish: Addressing Inequities in Academic Publishing","year":2025,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; Publication; Publishing; Peer review; Library science; Advertising; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01288135,0.0002241547,0.001098969,0.001159795,0.0003154531,0.0004893666,0.001120621,0.005400708,0.00006726314],"category_scores_gemma":[0.03162587,0.0002143785,0.0001906936,0.0004289725,0.0007357218,0.001393752,0.0000534863,0.02185409,0.000002372734],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006641106,"about_ca_system_score_gemma":0.01108494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02282346,"about_ca_topic_score_gemma":0.01501986,"domain_scores_codex":[0.9955741,0.001719734,0.0008580848,0.0002509574,0.0007369307,0.0008601513],"domain_scores_gemma":[0.9965001,0.0008186055,0.0005798019,0.0001453655,0.001578344,0.000377804],"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":[0.000002050677,5.000126e-8,0.004912657,0.0002585296,0.00005137812,0.0004598019,0.001963302,0.000002602311,2.048591e-7,0.0009571153,0.9875962,0.003796116],"study_design_scores_gemma":[0.0001193002,0.00001155048,0.0004246651,0.003432279,0.00008181442,0.0001587541,0.001239727,3.655115e-7,2.834174e-7,0.003668491,0.9906737,0.0001890895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009780019,0.03728152,0.00003753805,0.8403605,0.002418954,0.0001856549,0.0000834353,0.000005889613,0.1195287],"genre_scores_gemma":[0.005283969,0.01605359,0.00008327746,0.9291736,0.02802544,0.00001219196,0.0001208124,0.00002675673,0.02122039],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09830835,"threshold_uncertainty_score":0.9958905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08922424626198287,"score_gpt":0.3409952157240992,"score_spread":0.2517709694621163,"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."}}