{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01937575,0.0003471899,0.001057576,0.001991892,0.0207977,0.0147515,0.003315916,0.07069644,0.01052885],"category_scores_gemma":[0.1410144,0.0006172686,0.0007767905,0.002211816,0.01789412,0.009246357,0.004929889,0.04274737,0.002358158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01914042,"about_ca_system_score_gemma":0.05064462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07200368,"about_ca_topic_score_gemma":0.1725752,"domain_scores_codex":[0.9782985,0.005332537,0.002017597,0.001323525,0.008667293,0.004360674],"domain_scores_gemma":[0.8072788,0.09588075,0.01228786,0.004703209,0.02654654,0.05330274],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007361956,0.00011741,0.006187635,0.0001195591,0.0000365285,0.003465671,0.002920966,0.00008324379,0.0001853806,0.03207427,0.9236633,0.03107255],"study_design_scores_gemma":[0.0001873884,0.0001347542,0.01323256,0.001013289,0.00008750347,0.005811576,0.01524342,0.0009945465,0.0004720065,0.09614875,0.8664454,0.000228845],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001128805,0.0005863871,0.00005266197,0.9916645,0.002201207,0.000005261727,0.000005422956,0.000007320541,0.004348371],"genre_scores_gemma":[0.06120883,0.001726364,0.0004567603,0.8838569,0.04112673,0.00004013638,0.00001317133,0.00005048585,0.01152066],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9806243,"threshold_uncertainty_score":0.1431692,"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."}}