{"id":"W3130506435","doi":"10.1097/ccm.0000000000004898","title":"Is Goal-Directed Fluid Therapy so FAB?*","year":2021,"lang":"en","type":"letter","venue":"Critical Care Medicine","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Anesthesiology; University hospital; Family medicine; Library science; Management; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0002185366,0.0007463366,0.00168529,0.000273368,0.0002026532,0.00005351071,0.0002893108,0.001538616,0.004593556],"category_scores_gemma":[0.001043604,0.000559896,0.0003786276,0.0004360279,0.0009370697,0.00003972716,0.00005521758,0.003334246,0.0001340597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002941238,"about_ca_system_score_gemma":0.0005527024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001970234,"about_ca_topic_score_gemma":0.000001800016,"domain_scores_codex":[0.9956064,0.0002372018,0.0007080744,0.001073259,0.001427382,0.0009476874],"domain_scores_gemma":[0.9960699,0.0007934617,0.00006691885,0.001311973,0.001314303,0.0004434326],"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":[0.00008851254,0.000060845,0.0003273077,0.001493516,0.0002241534,0.00601365,0.001593539,2.369774e-8,0.001812013,0.00003966899,0.9624407,0.02590607],"study_design_scores_gemma":[0.002791643,0.001025721,0.0003224718,0.002494586,0.0004009532,0.0003852127,0.0007953311,0.00003926753,0.001594367,0.0001464015,0.989486,0.000518005],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002940824,0.04724343,0.0001848876,0.933753,0.004575907,0.0005314184,0.000097453,0.0005995185,0.01007359],"genre_scores_gemma":[0.02712964,0.002381941,0.0004910112,0.9190601,0.03949957,0.0000959821,0.002277523,0.0002544564,0.008809754],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04486149,"threshold_uncertainty_score":0.9997576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0347956476006806,"score_gpt":0.3449552292843702,"score_spread":0.3101595816836896,"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."}}