{"id":"W2779720452","doi":"10.14740/cr634w","title":"Pulse Pressure Analysis to Guide Intraoperative Phlebotomy Prior to Cardiac Surgery","year":2017,"lang":"en","type":"article","venue":"Cardiology Research","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phlebotomy; Medicine; Anesthesia; Stroke volume; Pulse oximetry; Hematocrit; Cardiology; Oxygenation; Blood pressure; Pulse pressure; Internal medicine; Heart rate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00428281,0.000182009,0.001330981,0.0007336078,0.0006603473,0.0001014414,0.0004349657,0.0002279586,0.00008977505],"category_scores_gemma":[0.002930166,0.0001500835,0.0004474575,0.0005667825,0.0002569673,0.0000620433,0.0002967167,0.0005908845,0.0003424268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001526704,"about_ca_system_score_gemma":0.0003859494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005683662,"about_ca_topic_score_gemma":0.00001531816,"domain_scores_codex":[0.996918,0.0007590883,0.0002911316,0.0006711154,0.0005457924,0.0008148215],"domain_scores_gemma":[0.9959849,0.0006081319,0.00003830336,0.001883444,0.0008574183,0.0006278233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000655423,0.00004513092,0.8529642,0.00005111558,0.009076102,0.0005248529,0.001013602,0.0002663494,0.01334262,0.00009753068,0.05694097,0.06502213],"study_design_scores_gemma":[0.0003105919,0.0002687724,0.6829468,0.00005495957,0.0005574478,0.00002029121,0.00023539,0.0001275473,0.005094026,0.00002397655,0.3101234,0.0002368558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701,0.0005609089,0.0006173691,0.006056321,0.0006722994,0.001153296,0.00006050911,0.00005967883,0.02071957],"genre_scores_gemma":[0.9824039,0.0001685209,0.0003635904,0.0001563022,0.001583103,0.0003468124,0.00002601859,0.0000297278,0.01492206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2531824,"threshold_uncertainty_score":0.6120229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09596314972238743,"score_gpt":0.4615215900203838,"score_spread":0.3655584402979963,"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."}}