{"id":"W4315471314","doi":"10.1016/j.hjc.2022.12.011","title":"Robotic vs other surgery techniques for mitral valve repair and/or replacement: A systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Hellenic Journal of Cardiology","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Odds ratio; Confidence interval; MEDLINE; Systematic review; Random effects model; Pooled variance; Surgery; Physical therapy; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.00738976,0.0006316883,0.02591749,0.001109426,0.00006101293,0.00001779389,0.0001464643,0.0004779398,0.00005144197],"category_scores_gemma":[0.001167688,0.0003584104,0.03925122,0.000638989,0.0001327728,0.00006814449,0.00009556254,0.0005232922,0.000003355755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149749,"about_ca_system_score_gemma":0.0004297411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004976623,"about_ca_topic_score_gemma":0.000001501371,"domain_scores_codex":[0.99402,0.001638043,0.003062722,0.0005328046,0.0003371656,0.0004092556],"domain_scores_gemma":[0.9930133,0.003482495,0.002138703,0.0007956855,0.0003559502,0.0002139058],"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":[0.00008984051,0.00001049164,0.0000127322,0.5513619,0.4373511,0.0001761328,0.000005795555,1.230696e-7,2.262768e-8,0.00001623379,0.008987993,0.001987608],"study_design_scores_gemma":[0.00007131831,0.000373337,0.000003156236,0.04440622,0.7267165,0.008371858,0.00001170583,4.973878e-7,1.437882e-7,0.00002638875,0.2197888,0.0002300109],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.016906e-7,0.9945427,0.001298097,0.0002866833,0.0001129134,0.00346399,0.00006626095,0.0001431102,0.00008587497],"genre_scores_gemma":[0.00001657215,0.9956468,0.0008776802,0.0006110658,0.0002479491,0.0008734716,0.00003070356,0.000102808,0.001592911],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5069557,"threshold_uncertainty_score":0.9998868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1270769761731292,"score_gpt":0.3797407878950872,"score_spread":0.252663811721958,"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."}}