{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.65358,0.0001987963,0.00237163,0.0008650254,0.0005155026,0.004670162,0.002603834,0.0001526766,0.00543487],"category_scores_gemma":[0.5238494,0.0001010087,0.00078749,0.003610549,0.0003316993,0.0008851154,0.0005014241,0.0009547751,0.0003481852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002122961,"about_ca_system_score_gemma":0.0005811258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001572391,"about_ca_topic_score_gemma":0.0005673433,"domain_scores_codex":[0.9478865,0.021174,0.0105992,0.001781519,0.01766499,0.0008937537],"domain_scores_gemma":[0.83149,0.08230063,0.003495499,0.01275776,0.06926929,0.0006868272],"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":[0.00002927571,0.00006470059,0.06840558,0.0005055745,0.00003474863,8.147597e-7,0.000207358,5.096453e-7,0.00001126361,0.000935692,0.8870756,0.0427289],"study_design_scores_gemma":[0.0002621485,0.00002398667,0.05763252,0.0002719671,0.00003233144,0.000005312349,0.001094488,0.0003365822,0.000007081427,0.08608914,0.8541492,0.00009524411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5453355,0.02864467,0.003521395,0.3351773,0.001558209,0.009134911,0.00004998569,0.000009674653,0.07656832],"genre_scores_gemma":[0.7592888,0.003261808,0.00721934,0.00926051,0.0003214194,0.001144692,0.0000167972,0.00002812122,0.2194585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3259168,"threshold_uncertainty_score":0.9963631,"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."}}