{"id":"W4406183280","doi":"10.1080/08989621.2025.2450451","title":"Publisher and journal reciprocity for peer review: Not so much","year":2025,"lang":"en","type":"article","venue":"Accountability in Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Peer review; Publication; Incentive; Publishing; Reciprocity (cultural anthropology); Public relations; Revenue; Psychology; Political science; Business; Economics; Social psychology; Accounting; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2691377,0.0005215826,0.001510221,0.002874003,0.005525338,0.01460012,0.001968671,0.003193443,0.009356717],"category_scores_gemma":[0.6196021,0.0006914255,0.001192606,0.003248891,0.00710973,0.01535636,0.008751062,0.004470179,0.001769691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005616323,"about_ca_system_score_gemma":0.01549913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002485833,"about_ca_topic_score_gemma":0.004725666,"domain_scores_codex":[0.5925492,0.2790577,0.02945747,0.01219671,0.08090006,0.005838745],"domain_scores_gemma":[0.2726066,0.4677305,0.1091023,0.05730097,0.07564007,0.01761944],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001210546,0.0003959361,0.2413601,0.008210961,0.002086608,0.0007964767,0.04952587,0.0008132461,0.003180831,0.1095399,0.07317012,0.5097094],"study_design_scores_gemma":[0.0005799938,0.002195016,0.2443945,0.009339542,0.002072824,0.004710555,0.02373563,0.004211525,0.006270649,0.1609337,0.5405599,0.000996044],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2888052,0.05182114,0.1450371,0.323015,0.0111744,0.001624488,0.0007866754,0.0009764244,0.1767596],"genre_scores_gemma":[0.95287,0.004691301,0.0211527,0.01135337,0.002868745,0.0006791884,0.0001652653,0.0003413832,0.005878133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7308623,"threshold_uncertainty_score":0.9012834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9255360272906197,"score_gpt":0.7014977101768047,"score_spread":0.2240383171138149,"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."}}