{"id":"W4410520192","doi":"10.1111/medu.15695","title":"Everybody hurts: The Reviewer‐Imposed Pain (RIP) matrix","year":2025,"lang":"en","type":"article","venue":"Medical Education","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa; McGill University Health Centre","funders":"","keywords":"Constructive; Matrix (chemical analysis); Set (abstract data type); Psychology; Statistician; Peer review; Process (computing); Computer science; Applied psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.1683901,0.0008939808,0.000917539,0.006654291,0.003505102,0.007415993,0.002283367,0.001110568,0.003008737],"category_scores_gemma":[0.4291656,0.0008400941,0.001500674,0.004424356,0.005402453,0.005710026,0.008577704,0.003162832,0.0009217155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004810622,"about_ca_system_score_gemma":0.009756519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001158351,"about_ca_topic_score_gemma":0.003228093,"domain_scores_codex":[0.6936064,0.1860446,0.03034021,0.006063356,0.08148351,0.002461879],"domain_scores_gemma":[0.3527498,0.4037123,0.0783565,0.02783056,0.1293257,0.008025057],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001602454,0.0007375981,0.1381743,0.01100012,0.001128703,0.0005652601,0.124262,0.001897917,0.009894871,0.0201718,0.05282651,0.6377385],"study_design_scores_gemma":[0.0007711344,0.009879933,0.4927745,0.007918394,0.00157328,0.004075472,0.1264345,0.01555473,0.01355725,0.03716645,0.2881659,0.002128582],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6477143,0.004986844,0.2344116,0.0282974,0.005535921,0.01871416,0.003450732,0.001923311,0.05496575],"genre_scores_gemma":[0.7537048,0.00150482,0.2260837,0.002494911,0.0008943592,0.01148436,0.0007689196,0.0002575086,0.002806691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8316098,"threshold_uncertainty_score":0.8905427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00943763667609486,"score_gpt":0.3712933571344811,"score_spread":0.3618557204583862,"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."}}