{"id":"W4213295420","doi":"10.1016/j.jvs.2021.11.053","title":"Striving for gender equity in aortic aneurysm research","year":2022,"lang":"en","type":"letter","venue":"Journal of Vascular Surgery","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Abdominal aortic aneurysm; Endovascular aneurysm repair; Equity (law); Aortic aneurysm; Aneurysm; Translational research; Surgery; Pathology","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":[0.04509454,0.0008015503,0.003116072,0.001832623,0.01860435,0.01243696,0.003560954,0.1229683,0.009306671],"category_scores_gemma":[0.1340731,0.001403607,0.001571233,0.001891802,0.01704851,0.0131341,0.009716471,0.08709664,0.005540525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009042915,"about_ca_system_score_gemma":0.03585459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01128327,"about_ca_topic_score_gemma":0.02483805,"domain_scores_codex":[0.957453,0.01772092,0.004436992,0.003367714,0.01033339,0.006687988],"domain_scores_gemma":[0.8408931,0.1010072,0.005596728,0.004142169,0.01529577,0.03306504],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007055521,0.00009736972,0.002347186,0.0001414901,0.0000512128,0.002009945,0.001277207,0.00006056592,0.0002850094,0.03413737,0.9422147,0.01730739],"study_design_scores_gemma":[0.0003174147,0.0001412116,0.002807478,0.001423163,0.0001039794,0.00312764,0.004577147,0.0005845366,0.0004288527,0.1114526,0.8748717,0.0001643115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000235921,0.0004849911,0.00006257846,0.9920099,0.005422391,0.000006874095,0.0000113337,0.000003793897,0.001762274],"genre_scores_gemma":[0.002818311,0.0004750277,0.0001918869,0.9780924,0.01588773,0.00003916679,0.000008232243,0.000009227116,0.002477952],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9549055,"threshold_uncertainty_score":0.2384855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1800459398865227,"score_gpt":0.4101492015964759,"score_spread":0.2301032617099532,"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."}}