{"id":"W4295956825","doi":"10.1016/j.ccm.2022.05.002","title":"Advances in Ventilator Management for Patients with Acute Respiratory Distress Syndrome","year":2022,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; St. Michael's Hospital","funders":"","keywords":"ARDS; Medicine; Intensive care medicine; Acute respiratory distress; Respiratory distress; Respiratory failure; Lung; Anesthesia; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00121927,0.0006232007,0.003113684,0.0007805271,0.00006578743,0.000007748305,0.0004326282,0.0003194487,0.000341829],"category_scores_gemma":[0.0001892643,0.0004446412,0.0003037472,0.0008332341,0.0001659303,0.0001126431,0.0001655382,0.0009545313,0.00001302914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004530379,"about_ca_system_score_gemma":0.0003226347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001257276,"about_ca_topic_score_gemma":0.00001111383,"domain_scores_codex":[0.9957952,0.0001123797,0.001823698,0.0009618793,0.0007501359,0.0005567449],"domain_scores_gemma":[0.9975528,0.000459105,0.0007709884,0.0009066913,0.00006073959,0.000249659],"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":[0.0003316666,0.0006813626,0.003890374,0.03474396,0.0002245124,0.002596247,0.00005412151,3.460453e-7,1.869049e-8,0.0001614608,0.0003298087,0.9569861],"study_design_scores_gemma":[0.00581453,0.003284276,0.0006858515,0.02455258,0.001775069,0.00003517482,0.0001079949,0.000001229961,9.905273e-8,0.00009709183,0.9632571,0.0003890267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006688666,0.9910012,0.00004154872,0.00003285308,0.001494333,0.005181478,0.0001544932,0.00004644771,0.001378703],"genre_scores_gemma":[0.00007768032,0.9946359,0.0004096572,0.0003807801,0.0002126958,0.002100284,0.00140849,0.0001476121,0.0006269107],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9629273,"threshold_uncertainty_score":0.9998006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06822888527229706,"score_gpt":0.4004082031658879,"score_spread":0.3321793178935909,"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."}}