{"id":"W2775831015","doi":"10.1097/hco.0000000000000496","title":"Systematic review and meta-analysis in cardiac surgery","year":2017,"lang":"en","type":"article","venue":"Current Opinion in Cardiology","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Meta-analysis; Systematic review; Observational study; Medicine; Guideline; Medical physics; Intensive care medicine; Clinical trial; MEDLINE; Randomized controlled trial; Cardiac surgery; Surgery; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.002513345,0.000195648,0.005572733,0.0003977113,0.00004987663,0.00001703432,0.0001044262,0.0001038532,0.00002946939],"category_scores_gemma":[0.0005647159,0.0001485816,0.00210078,0.0002194279,0.0001085794,0.00008425267,0.0001052486,0.0002252742,0.000007219029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005253717,"about_ca_system_score_gemma":0.00005254651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005258287,"about_ca_topic_score_gemma":0.000002552458,"domain_scores_codex":[0.9978223,0.000713071,0.0006884323,0.0003874347,0.0001500828,0.0002386107],"domain_scores_gemma":[0.9982195,0.0004045434,0.0002489084,0.0009859477,0.00006159116,0.00007945031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003064398,0.00005664135,0.7232593,0.2005295,0.06229689,0.00004061836,0.00003825557,0.000002191907,0.000002349823,0.0003025361,0.01248544,0.0009556724],"study_design_scores_gemma":[0.0001831677,0.00003724208,0.6143741,0.00700486,0.3703276,0.0001100497,0.0000309304,0.00000975873,0.000004825474,0.0001440022,0.007352891,0.0004205985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003060743,0.9899402,0.0001051428,0.002320941,0.001677194,0.001805298,0.0000742549,0.00005732221,0.0009589585],"genre_scores_gemma":[0.7890531,0.2095471,0.00002011991,0.0001580683,0.0001455782,0.0008858768,0.0001189862,0.00001604484,0.00005511025],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7859924,"threshold_uncertainty_score":0.6058984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124877865260879,"score_gpt":0.3913592755764506,"score_spread":0.2664814103155716,"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."}}