{"id":"W2791333831","doi":"10.1097/eja.0000000000000778","title":"Does goal-directed haemodynamic and fluid therapy improve peri-operative outcomes?","year":2018,"lang":"en","type":"review","venue":"European Journal of Anaesthesiology","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":249,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"Canadian Anesthesiologists' Society","keywords":"Medicine; Odds ratio; Confidence interval; Cochrane Library; Randomized controlled trial; Relative risk; Early goal-directed therapy; MEDLINE; Meta-analysis; Pneumonia; Internal medicine; Intensive care medicine; Septic shock; Sepsis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001395236,0.0006453645,0.00303438,0.0004025766,0.0001278082,0.0000420869,0.0003787589,0.0002286762,0.00006342056],"category_scores_gemma":[0.0002162554,0.0002961414,0.0006930925,0.0001636897,0.0003837813,0.00007419476,0.0000636362,0.0009555679,0.00006366304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000126517,"about_ca_system_score_gemma":0.0003558604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005453071,"about_ca_topic_score_gemma":8.690792e-7,"domain_scores_codex":[0.9955947,0.001962324,0.001330788,0.000471688,0.0002293853,0.000411134],"domain_scores_gemma":[0.9975333,0.0002297017,0.001065676,0.0005126769,0.0003384455,0.0003201544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000162246,0.0001039726,0.0001944998,0.0005339553,0.000823526,0.00100573,0.0002635411,9.232626e-8,0.00006265413,0.00001255777,0.000206039,0.9966312],"study_design_scores_gemma":[0.002103979,0.01709808,0.002101307,0.005025657,0.0006069198,0.001511379,0.00005311646,0.00002221689,0.00001030624,0.00002544204,0.9709683,0.0004732889],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07214672,0.9246809,0.00003747611,0.0002689943,0.001670281,0.0005497878,0.00001844376,0.00007333204,0.0005539993],"genre_scores_gemma":[0.002417085,0.9937043,0.001075601,0.0002552106,0.001323802,0.000004601115,0.00001732392,0.00016246,0.001039585],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9961579,"threshold_uncertainty_score":0.9999491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975619584739661,"score_gpt":0.3332402102936988,"score_spread":0.3034840144463022,"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."}}