{"id":"W1983386395","doi":"10.1213/ane.0b013e3182930050","title":"Closed-Loop Fluid Resuscitation","year":2013,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Contractility; Stroke volume; Resuscitation; Cardiac output; Blood volume; Anesthesia; Hemodynamics; Cardiology; Heart rate; Blood pressure; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007394926,0.0004220377,0.0003607632,0.0002328251,0.0001917345,0.0005364405,0.000678058,0.0004537725,0.001932672],"category_scores_gemma":[0.003448024,0.0001717832,0.0002750574,0.0001017411,0.00052771,0.0003837186,0.000459797,0.0003772344,0.000244243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003571436,"about_ca_system_score_gemma":0.0007551778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001849998,"about_ca_topic_score_gemma":0.000572336,"domain_scores_codex":[0.9995261,0.0001175242,0.00003189009,0.00008881019,0.0001960171,0.00003959384],"domain_scores_gemma":[0.9986487,0.0007532542,0.0002376623,0.00008190612,0.0002456643,0.00003282432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008006499,0.0003617122,0.003541065,0.000233046,0.00006912761,0.0001302758,0.00008742983,0.9323027,0.02135369,0.001585805,0.0005260602,0.03900849],"study_design_scores_gemma":[0.0001261292,0.0009497654,0.001298738,0.00002072246,0.00002117206,0.00007921851,0.00001088372,0.9847441,0.0111558,0.0006843409,0.0008947434,0.00001440808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4311508,0.0004150888,0.5595617,0.0001703656,0.0001092225,0.0004089666,0.0001823533,0.001523609,0.006477831],"genre_scores_gemma":[0.9848022,0.00006218086,0.01399962,0.00003523368,0.000009978003,0.0001307448,0.00008834327,0.00001588013,0.000855781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001932672,"threshold_uncertainty_score":0.006465435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266335682477126,"score_gpt":0.2589582752480842,"score_spread":0.2462949184233129,"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."}}