{"id":"W4309879489","doi":"10.1503/cjs.017821","title":"Efficacy of cold renal perfusion protection for open complex aortic aneurysm repair: a meta-analysis","year":2022,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Health Services","keywords":"Medicine; Acute kidney injury; Odds ratio; Dialysis; Population; Surgery; Confidence interval; Subgroup analysis; Meta-analysis; Randomized controlled trial; Internal medicine; Cardiology; Anesthesia","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002254406,0.000469606,0.007196107,0.002289149,0.0002429109,0.00004627701,0.0003978825,0.000217589,0.0034773],"category_scores_gemma":[0.001443405,0.0003541302,0.01375291,0.001548367,0.000112921,0.0001234043,0.00006622441,0.0005741495,0.000003601456],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009205255,"about_ca_system_score_gemma":0.008617675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00353241,"about_ca_topic_score_gemma":0.001044819,"domain_scores_codex":[0.995321,0.0005536053,0.002635675,0.0004562513,0.0005736854,0.0004598272],"domain_scores_gemma":[0.9937788,0.001128007,0.003067285,0.0007258386,0.0003693253,0.0009307757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008194778,0.0008842531,0.00127844,0.01882421,0.6405883,0.01206834,0.000234208,0.00005880757,0.000007919555,0.00003688158,0.03711039,0.2880887],"study_design_scores_gemma":[0.0003500476,0.0002934334,0.0002058795,0.0005074232,0.3953629,0.001878065,0.00001521374,0.00002156645,0.000001123062,0.000002352367,0.6011844,0.0001776195],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004218874,0.9951665,0.00006906829,0.000194998,0.000267035,0.003432621,0.0003020788,0.00001796694,0.0001278723],"genre_scores_gemma":[0.007045253,0.9839962,0.001921014,0.0003059745,0.0004164008,0.0008701211,0.0006912816,0.0002757185,0.004478109],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.564074,"threshold_uncertainty_score":0.999891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.358748902247942,"score_gpt":0.3825158871724412,"score_spread":0.02376698492449913,"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."}}