{"id":"W4392829646","doi":"10.7759/cureus.54144","title":"Comparison of Blood Concentration and Weight-Based Heparin and Protamine Dosing Strategies for Cardiopulmonary Bypass: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"Cureus","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Protamine; Heparin; Dosing; Cardiopulmonary bypass; Anesthesia; Prospective cohort study; Confidence interval; 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":[0.01052818,0.002590499,0.01992709,0.005863667,0.0005832357,0.002870155,0.002259559,0.002156518,0.003124755],"category_scores_gemma":[0.02311591,0.001318952,0.03671317,0.006523003,0.0007664166,0.001598139,0.001188316,0.001602653,0.0002108736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002606203,"about_ca_system_score_gemma":0.003572091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006736179,"about_ca_topic_score_gemma":0.0115481,"domain_scores_codex":[0.9924937,0.003391471,0.002212866,0.0008390381,0.0008302854,0.0002325205],"domain_scores_gemma":[0.9851314,0.01098374,0.002438013,0.0003398116,0.0008990777,0.0002078758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002862233,0.00005259624,0.003225472,0.3573438,0.6240916,0.0001033348,0.00008229621,0.0006117295,0.0001872893,0.0001191149,0.0004173746,0.01090309],"study_design_scores_gemma":[0.0007267914,0.0002171867,0.002619164,0.01547982,0.9796815,0.00005747255,0.00003624555,0.0001898037,0.00008040046,0.0001222054,0.0007722265,0.00001722688],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006369157,0.9919191,0.0005375626,0.0001726061,0.0001121679,0.0003224771,0.000351413,0.00002341492,0.0001921342],"genre_scores_gemma":[0.2012061,0.7923036,0.002689738,0.0008680251,0.0002429105,0.001644945,0.000709225,0.00003191721,0.0003036067],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01992709,"threshold_uncertainty_score":0.05567896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09583288294994699,"score_gpt":0.39730835552081,"score_spread":0.3014754725708629,"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."}}