{"id":"W4223425082","doi":"10.1016/j.xjon.2022.02.028","title":"Invasive and noninvasive cardiovascular monitoring options for cardiac surgery","year":2022,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Medicine; Pulmonary artery catheter; Cardiac surgery; Septic shock; Intensive care medicine; Surgery; Cardiology; Cardiac output; Sepsis; Hemodynamics","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":[0.001812384,0.0004638318,0.001959105,0.000249263,0.000484181,0.0002395068,0.0004370897,0.0006021468,0.0000534435],"category_scores_gemma":[0.001560193,0.0004705937,0.001066459,0.0002232546,0.00007004812,0.0001693124,0.0005613932,0.0009657041,0.00001093845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005038935,"about_ca_system_score_gemma":0.001848105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203528,"about_ca_topic_score_gemma":0.000006165312,"domain_scores_codex":[0.9969152,0.0002108456,0.0004728585,0.000939384,0.0009451802,0.0005165836],"domain_scores_gemma":[0.9947926,0.003237229,0.0002016864,0.001080488,0.0003997803,0.0002882043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002586328,0.00007798557,0.001470578,0.0007178799,0.00417415,0.0001525722,0.0003216528,0.0000160428,0.00009479857,0.00001900454,0.9820292,0.01066751],"study_design_scores_gemma":[0.001030884,0.0001949979,0.0002100462,0.0005796357,0.001131396,0.0000144053,0.0003846784,0.0000044187,0.0004743009,0.00007060148,0.9954332,0.0004714501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.006991589,0.01257432,0.00004538885,0.0001818916,0.9737563,0.003682192,0.001355358,0.0001089445,0.001304045],"genre_scores_gemma":[0.001671239,0.02012943,0.001391248,0.00002307877,0.9622753,0.003702921,0.002406406,0.0002641896,0.008136241],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01340399,"threshold_uncertainty_score":0.9997746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03650105045972987,"score_gpt":0.3182380199215932,"score_spread":0.2817369694618633,"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."}}