{"id":"W3155452748","doi":"10.21037/acs-2020-cfmcs-18","title":"Pediatric ventricular assist device registries: update and perspectives in the era of miniaturized continuous-flow pumps","year":2021,"lang":"en","type":"review","venue":"Annals of Cardiothoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Stollery Children's Hospital","funders":"","keywords":"Medicine; Ventricular assist device; Population; Intensive care medicine; Continuous flow; Heart failure; Medical emergency; Cardiology; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.003061624,0.0005394142,0.004257885,0.0003953888,0.00003659195,0.00006441191,0.0003855491,0.0004485521,0.00004133362],"category_scores_gemma":[0.001029847,0.0004299487,0.00156603,0.001499359,0.00009611241,0.0001561305,0.00007671175,0.000723965,0.000004324036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003354899,"about_ca_system_score_gemma":0.0002962801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001079648,"about_ca_topic_score_gemma":0.000001932386,"domain_scores_codex":[0.9959099,0.0009900557,0.001511553,0.0005176752,0.0006313153,0.0004394519],"domain_scores_gemma":[0.9955166,0.002564026,0.0006428708,0.0008919173,0.0002688835,0.0001156879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000172241,0.0001272998,0.001666328,0.059086,0.002008239,0.001403623,0.0004073163,0.00006954234,5.04578e-7,0.0001565759,0.004530577,0.9305268],"study_design_scores_gemma":[0.0001425044,0.00002030963,0.0007786512,0.009504259,0.002169808,0.0002899445,0.0009613624,0.00004114597,0.00004066326,0.00004493686,0.9850334,0.0009730081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005189137,0.993574,0.0000488971,0.00005559573,0.0003267743,0.0004633809,0.0001706055,0.00004829736,0.0001232965],"genre_scores_gemma":[0.01429247,0.9849936,0.0001302752,0.0000355601,0.0002752842,0.00007095721,0.0001184664,0.00007945777,0.00000392747],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9805028,"threshold_uncertainty_score":0.9998152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09614529581097687,"score_gpt":0.331329364170696,"score_spread":0.2351840683597192,"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."}}