{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01446037,0.001857619,0.01694528,0.005473852,0.0006000226,0.003514783,0.001848923,0.002131057,0.004446361],"category_scores_gemma":[0.04251618,0.001154433,0.02630282,0.007983503,0.0007878634,0.002066006,0.001260571,0.001848817,0.0003158001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002061186,"about_ca_system_score_gemma":0.003321482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004804189,"about_ca_topic_score_gemma":0.01207858,"domain_scores_codex":[0.988322,0.004890934,0.003885079,0.001242268,0.001362352,0.00029749],"domain_scores_gemma":[0.9618371,0.02909783,0.00534098,0.000936584,0.002427333,0.0003602158],"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":[0.001378887,0.00002632955,0.005619693,0.5118102,0.4604287,0.0001196999,0.0001026958,0.0002079141,0.0001434017,0.0001347488,0.0007973902,0.01923022],"study_design_scores_gemma":[0.0005563229,0.0002250102,0.007941082,0.05745092,0.9305834,0.0001521073,0.00008019038,0.000121921,0.00007941623,0.0002340405,0.002547162,0.00002840691],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002063668,0.9970811,0.0001621629,0.0002025217,0.00009514865,0.00007357246,0.0001947849,0.000006419218,0.0001205234],"genre_scores_gemma":[0.09274311,0.9034987,0.001196533,0.001136293,0.0003734633,0.00043564,0.0004618685,0.00001714692,0.0001371755],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01694528,"threshold_uncertainty_score":0.07647467,"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."}}