{"id":"W2911485975","doi":"10.1016/j.cjco.2019.01.007","title":"Alternative Approaches to the Assessment of the Systemic Circulation and Left Ventricular Performance: A Proof-of-Concept Study","year":2019,"lang":"en","type":"article","venue":"CJC Open","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"University of Calgary","keywords":"Mean circulatory filling pressure; Aortic pressure; Medicine; Cardiology; Phenylephrine; Central venous pressure; Sodium nitroprusside; Cardiac output; Internal medicine; Blood pressure; Anesthesia; Constriction; Stroke volume; Cardiac index; Vascular resistance; Heart rate; Hemodynamics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00043835,0.00006118594,0.0002083443,0.00002148692,0.00003988994,0.00001447229,0.0002058177,0.000019222,0.000008434132],"category_scores_gemma":[0.000009412334,0.0000306088,0.00002382914,0.00008673797,0.00001923013,0.00004428613,0.0001130235,0.00007758063,0.000001044312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004544356,"about_ca_system_score_gemma":0.00006289823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006624872,"about_ca_topic_score_gemma":0.000001088817,"domain_scores_codex":[0.9993596,0.00008393836,0.0001540288,0.0001278542,0.0002047951,0.00006979392],"domain_scores_gemma":[0.9994985,0.00002631212,0.00009624655,0.0003171212,0.00003922266,0.00002253411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003284035,0.0001832824,0.9792114,0.0001239779,0.0001555461,0.000001115574,0.006506542,0.003640477,0.0004012478,0.0001842231,0.000005797056,0.009553587],"study_design_scores_gemma":[0.002044055,0.0007002503,0.9471495,0.0005659311,0.00008804549,0.0000369556,0.003695016,0.03931454,0.006152937,0.00002986851,0.000138489,0.00008445064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951479,0.00007368471,0.0002811973,0.0001695937,0.0001693689,0.003306421,0.00000178042,0.000002962212,0.0008470246],"genre_scores_gemma":[0.9995801,0.000001847716,0.00006251937,0.00001545927,0.00004654141,0.0000381709,0.000001491539,0.000006676806,0.0002471367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03567407,"threshold_uncertainty_score":0.1248191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05943965269345929,"score_gpt":0.3225687061084616,"score_spread":0.2631290534150023,"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."}}