{"id":"W4381470504","doi":"10.1097/ccm.0000000000005962","title":"The Reviewer Academy of the Society of Critical Care Medicine: Key Principles and Strategic Plan","year":2023,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital","funders":"National Institute on Minority Health and Health Disparities; National Institute of Child Health and Human Development; National Institute of Diabetes and Digestive and Kidney Diseases; National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institute of Allergy and Infectious Diseases; Eunice Kennedy Shriver National Institute of Child Health and Human Development; U.S. Department of Defense; Agency for Healthcare Research and Quality; National Institutes of Health; National Institute on Aging; U.S. Food and Drug Administration; National Research Foundation; Foundation for Anesthesia Education and Research; American Heart Association; Anesthesia Patient Safety Foundation; National Heart, Lung, and Blood Institute","keywords":"Engineering ethics; Plan (archaeology); Medicine; Peer review; Process (computing); Quality (philosophy); Health care; Medical education; Public relations; Political science; Computer science; Law; Engineering","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":["metaresearch"],"category_scores_codex":[0.2346888,0.002098172,0.002525292,0.007332119,0.01717959,0.04579846,0.006209252,0.02790494,0.01061277],"category_scores_gemma":[0.2608407,0.002224321,0.001922639,0.004240576,0.01092803,0.01647152,0.01675988,0.026399,0.02199742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009097275,"about_ca_system_score_gemma":0.204737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004559357,"about_ca_topic_score_gemma":0.008672652,"domain_scores_codex":[0.8141517,0.05759314,0.02362136,0.009980246,0.08380875,0.01084474],"domain_scores_gemma":[0.4226239,0.03616681,0.03226572,0.02191232,0.289594,0.1974372],"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":[0.0001878442,0.0003029603,0.005290131,0.001028044,0.00005934846,0.0005213409,0.002532355,0.0003934202,0.001168691,0.0574204,0.7786686,0.1524269],"study_design_scores_gemma":[0.00005726123,0.0001969655,0.002050879,0.001080474,0.0000290841,0.0006858369,0.001472182,0.0004450564,0.0004501396,0.01623456,0.9771607,0.0001368927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002855928,0.01367759,0.03858882,0.812026,0.09596506,0.00326793,0.0003032674,0.001015193,0.03230025],"genre_scores_gemma":[0.09585663,0.03623858,0.2678111,0.2775843,0.1133689,0.0126206,0.001653729,0.002001163,0.1928649],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7653112,"threshold_uncertainty_score":0.9437649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3181746506751713,"score_gpt":0.508266457210479,"score_spread":0.1900918065353078,"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."}}