{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006456742,0.0004946127,0.0005441256,0.0007246386,0.000147473,0.0005581341,0.0002326345,0.0003209956,0.0008101329],"category_scores_gemma":[0.00251901,0.0001202113,0.0001906068,0.0003660079,0.000205921,0.0002918633,0.0002848255,0.0009108637,0.0003127684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000157219,"about_ca_system_score_gemma":0.0003115275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004534156,"about_ca_topic_score_gemma":0.0008191309,"domain_scores_codex":[0.9995415,0.0001261653,0.00005192104,0.00006864992,0.0001539971,0.00005778555],"domain_scores_gemma":[0.9983848,0.0005330047,0.0005618954,0.00005123388,0.0002664223,0.0002025483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00128622,0.0002118463,0.9143537,0.0002414014,0.00008353867,0.0008630909,0.0003413884,0.0004972285,0.02090033,0.00007086265,0.001008868,0.06014152],"study_design_scores_gemma":[0.00003949875,0.003314309,0.9716033,0.0001489204,0.00009344483,0.00305518,0.0004717141,0.004626513,0.01444431,0.00008835215,0.002084058,0.00003037522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866655,0.003179393,0.007142988,0.000231341,0.0001498271,0.00009716186,0.0004755455,0.0001324404,0.001925645],"genre_scores_gemma":[0.9919934,0.001325221,0.00570644,0.00009091693,0.0001481418,0.00007425025,0.0003140665,0.00002125561,0.0003262857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008101329,"threshold_uncertainty_score":0.003414631,"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."}}