{"id":"W4380366458","doi":"10.1016/j.jvs.2023.05.051","title":"Assessing the robustness of positive vascular surgery randomized controlled trials using their fragility index","year":2023,"lang":"en","type":"review","venue":"Journal of Vascular Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa; McMaster University; University of Toronto","funders":"","keywords":"Medicine; Randomized controlled trial; Quartile; Abdominal aortic aneurysm; Vascular surgery; Surgery; Sample size determination; Abdominal surgery; Statistical significance; Meta-analysis; Internal medicine; Confidence interval; Aneurysm; Cardiac surgery","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":[0.1820623,0.003143265,0.01655301,0.006032124,0.0008192495,0.006380858,0.004699755,0.005283814,0.01108391],"category_scores_gemma":[0.4764337,0.00157361,0.0270532,0.00529364,0.004555108,0.005178296,0.00340196,0.006253743,0.000674322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002318619,"about_ca_system_score_gemma":0.002073717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001126608,"about_ca_topic_score_gemma":0.001536809,"domain_scores_codex":[0.7707556,0.1492224,0.04751017,0.01498299,0.01598358,0.001545261],"domain_scores_gemma":[0.3265431,0.623405,0.03315667,0.01124618,0.004825429,0.0008235214],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01366617,0.00008534175,0.0164318,0.2035415,0.693321,0.0002601361,0.0002770566,0.002750283,0.0003983498,0.005264223,0.001682926,0.06232121],"study_design_scores_gemma":[0.0152116,0.002976975,0.01859304,0.04371179,0.8746462,0.0006569331,0.000303965,0.004860364,0.0008203003,0.0230007,0.015002,0.0002161038],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01472398,0.9491444,0.02323813,0.002323537,0.002423028,0.002748456,0.001837025,0.0001999345,0.003361527],"genre_scores_gemma":[0.7691267,0.175742,0.03580266,0.00678325,0.002365348,0.006494988,0.002153518,0.0002041086,0.001327541],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8179377,"threshold_uncertainty_score":0.9628487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390229500665663,"score_gpt":0.3917432870161894,"score_spread":0.2527203369496231,"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."}}