{"id":"W4313197669","doi":"10.1097/acm.0000000000005025","title":"Appreciation for Peer Review and Peer Reviewers in <i>Academic Medicine</i>","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scholarship; Conversation; Excellence; Value (mathematics); Peer review; Presentation (obstetrics); Peer feedback; Public relations; Set (abstract data type); Technical peer review; Medical education; Psychology; Medicine; Political science; Computer science; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1877482,0.003206049,0.005595274,0.004996073,0.007579447,0.05042866,0.007355203,0.021486,0.01026659],"category_scores_gemma":[0.6169775,0.002221914,0.00210075,0.005753925,0.02162067,0.02197734,0.009345792,0.03993803,0.02292019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007743158,"about_ca_system_score_gemma":0.0435537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001396462,"about_ca_topic_score_gemma":0.002295234,"domain_scores_codex":[0.5981029,0.1923415,0.03989949,0.02103866,0.1412374,0.007380021],"domain_scores_gemma":[0.2105867,0.2274399,0.06646438,0.04269335,0.3912932,0.0615225],"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":[0.00006590292,0.00002618222,0.0003081847,0.001070373,0.00006209182,0.0004503207,0.001980389,0.00007910033,0.0005522848,0.006611147,0.9513963,0.03739776],"study_design_scores_gemma":[0.00006136335,0.00008061708,0.0006586458,0.002057512,0.00003729828,0.002190138,0.001009301,0.0005137832,0.0003183302,0.01459576,0.9783159,0.000161321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006371521,0.02950455,0.02115589,0.5728325,0.3636864,0.0006434797,0.00008869317,0.001368579,0.01008264],"genre_scores_gemma":[0.02466396,0.03396054,0.05228083,0.2583363,0.599922,0.002060989,0.0003269515,0.001913961,0.02653443],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8122518,"threshold_uncertainty_score":0.9929191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07308478827336329,"score_gpt":0.4276018913770516,"score_spread":0.3545171031036883,"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."}}