{"id":"W4308246558","doi":"10.54590/pop.2022.004","title":"The Care-ful Reviewer: Peer Review as if People Mattered","year":2022,"lang":"en","type":"article","venue":"Pop! Public Open Participatory","topic":"Ethics in medical practice","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Context (archaeology); Peer review; Publishing; Public relations; Sociology; Political science; Law; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.05425932,0.0002816221,0.0007029327,0.00005885838,0.008980006,0.0001872696,0.003163544,0.0001720802,0.04424233],"category_scores_gemma":[0.0896573,0.0002097815,0.0001534346,0.0008040215,0.0002642461,0.0006704395,0.004487202,0.006670499,0.007740709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006219107,"about_ca_system_score_gemma":0.002849265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001063589,"about_ca_topic_score_gemma":0.0007099263,"domain_scores_codex":[0.9718975,0.02141773,0.00160239,0.0007065378,0.002933017,0.001442753],"domain_scores_gemma":[0.9839272,0.009337704,0.001015805,0.002456425,0.002521247,0.0007416293],"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":[0.00002699449,0.0001013355,0.005919761,0.001406047,0.00005894641,0.00001109607,0.005189396,4.611915e-7,0.000002161039,0.03865952,0.9432025,0.005421774],"study_design_scores_gemma":[0.000481654,0.00007803697,0.002350385,0.0005904698,0.0001400275,0.000007526568,0.01375613,0.00001371378,8.661925e-7,0.003652184,0.9786711,0.000257931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003339062,0.05782503,0.00001389616,0.6286376,0.005714054,0.005262305,0.00006469087,0.0001792527,0.2989641],"genre_scores_gemma":[0.4297533,0.02090198,0.0002458892,0.3962913,0.001082797,0.02342494,0.0002474595,0.0002169478,0.1278353],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4264143,"threshold_uncertainty_score":0.9956211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3457897853265273,"score_gpt":0.5761210248064205,"score_spread":0.2303312394798931,"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."}}