{"id":"W4318923119","doi":"10.1097/crd.0000000000000488","title":"Aortic Valve Replacement: Is Minimally Invasive Really Better? A Contemporary Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"Cardiology in Review","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Thoracotomy; Aortic valve replacement; Median sternotomy; Surgery; Meta-analysis; Intensive care unit; Cardiology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.006013552,0.001119692,0.04238735,0.0006794141,0.00007506576,0.00001652945,0.000435693,0.0004054489,0.001287358],"category_scores_gemma":[0.001274178,0.0007756046,0.01814856,0.001842417,0.000170777,0.00008066761,0.0004259472,0.001065694,0.00004680449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003205904,"about_ca_system_score_gemma":0.0008152591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002313517,"about_ca_topic_score_gemma":0.000001601887,"domain_scores_codex":[0.9877405,0.005718444,0.004055012,0.001482181,0.0005211688,0.0004826661],"domain_scores_gemma":[0.9933254,0.001677945,0.002016797,0.002597041,0.0001514667,0.0002313811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000004191346,0.00001745405,0.00003402334,0.7668959,0.2076013,0.000469529,0.000008278724,4.49089e-9,7.495294e-9,0.000005815893,0.01878758,0.006175986],"study_design_scores_gemma":[0.00004604491,0.00009086778,0.000005725321,0.156883,0.4663438,0.001101474,0.000004353248,2.355352e-8,9.955412e-9,0.000004836173,0.3752372,0.0002827428],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.018449e-7,0.9816893,0.000004645827,0.001079085,0.00006324906,0.01349523,0.0003107572,0.0001006035,0.003256834],"genre_scores_gemma":[0.000004364294,0.9551987,0.00006778578,0.02946651,0.00003869792,0.01356736,0.001093674,0.00008924166,0.0004736418],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6100129,"threshold_uncertainty_score":0.9996256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128481497855539,"score_gpt":0.3661458925215426,"score_spread":0.2532977427359887,"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."}}