{"id":"W7118009982","doi":"10.1097/mcc.0000000000001349","title":"Current knowledge and perspectives in respiratory management for immunocompromised patients with acute respiratory failure","year":2025,"lang":"en","type":"article","venue":"Current Opinion in Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Acute respiratory failure; Extracorporeal; Respiratory failure; Extracorporeal membrane oxygenation; MEDLINE; Current (fluid); Respiratory system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002060394,0.0002825843,0.0004239519,0.0005607919,0.00009419089,0.00003622438,0.0001289871,0.0001125523,0.00001982067],"category_scores_gemma":[0.00009905301,0.0002458975,0.00008912697,0.0003945215,0.0001663631,0.0001344945,0.0001258777,0.0004094372,0.000004156243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000308873,"about_ca_system_score_gemma":0.0002458597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.469596e-7,"about_ca_topic_score_gemma":0.000005874759,"domain_scores_codex":[0.9981343,0.00008967886,0.0004560641,0.0006588579,0.0002407464,0.0004203178],"domain_scores_gemma":[0.9989356,0.000102153,0.00004070114,0.0003419304,0.0004204952,0.0001590909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003727472,0.004052375,0.543784,0.02581083,0.000193845,0.00003219464,0.006543558,0.000001669127,0.000255323,0.1088853,0.008884455,0.297829],"study_design_scores_gemma":[0.02079556,0.001644295,0.3859465,0.006479688,0.0002066322,0.000001023112,0.008746178,0.00003118315,0.0003065506,0.0009632732,0.574259,0.0006201599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7751392,0.2001459,0.002953544,0.000984874,0.007828846,0.01017724,0.0003016138,0.0002067936,0.002262029],"genre_scores_gemma":[0.9971942,0.0003049117,0.0006247229,0.000141293,0.0002379249,0.001288323,0.0001354948,0.00004769058,0.00002542204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5653745,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09582145389418571,"score_gpt":0.420553170932454,"score_spread":0.3247317170382683,"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."}}