{"id":"W4409393768","doi":"10.1177/02676591251331163","title":"Impact of drainage cannula type on patients’ fluid balance in venovenous extracorporeal membrane oxygenation: A historical cohort study","year":2025,"lang":"en","type":"article","venue":"Perfusion","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Cannula; Oxygenation; Extracorporeal; Cohort; Anesthesia; Drainage; Nasal cannula; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002344934,0.0001501258,0.0003044684,0.0001913933,0.00003074531,0.000007605582,0.0001491111,0.00008394643,0.0001563107],"category_scores_gemma":[0.00008351608,0.0001388207,0.00006216412,0.0004703806,0.000007876601,0.00005817199,0.00003228735,0.000163309,0.00001355552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009231499,"about_ca_system_score_gemma":0.0000511045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004421574,"about_ca_topic_score_gemma":0.00008890024,"domain_scores_codex":[0.9988973,0.00004594322,0.0003559415,0.0002303517,0.0002880962,0.0001824201],"domain_scores_gemma":[0.9994697,0.00004983065,0.00004722675,0.000292641,0.00008290511,0.0000577243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001178093,0.0009253224,0.982686,0.0000771173,0.0000390194,0.00002565777,0.0003588736,0.0057885,0.007192813,0.00009883266,0.0004352549,0.002254736],"study_design_scores_gemma":[0.0006322172,0.0005618791,0.9857454,0.00004785692,0.00002022178,6.222092e-7,0.0000136278,0.01221913,0.000326325,0.00004432717,0.0002588337,0.0001295948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946112,0.0001345634,0.00004147375,0.000009089961,0.0004520752,0.0005193848,0.000006952068,0.00007126712,0.004154014],"genre_scores_gemma":[0.9997749,0.00000691541,0.00001812599,0.00001328439,0.00002558918,0.00002033243,0.00002512529,0.00001838903,0.00009737899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006866488,"threshold_uncertainty_score":0.5660944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008650995160045116,"score_gpt":0.2432662208011075,"score_spread":0.2346152256410624,"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."}}