{"id":"W6977868329","doi":"10.6084/m9.figshare.c.7713021.v1","title":"Individualized PEEP can improve both pulmonary hemodynamics and lung function in acute lung injury","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Immune responses and vaccinations","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Manitoba; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Pulmonary compliance; Pulmonary artery; Lung; Hemodynamics; Positive end-expiratory pressure; Transpulmonary pressure; Ventilation (architecture); 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005221079,0.0003060512,0.0003881362,0.0005395634,0.0001038412,0.00003037611,0.0002027664,0.0008681639,0.1020593],"category_scores_gemma":[0.0001379913,0.000308297,0.00008883548,0.0002058875,0.00001257085,0.00004590945,0.0002611692,0.0005690888,0.0002126517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000118,"about_ca_system_score_gemma":0.0002340323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002649791,"about_ca_topic_score_gemma":0.0002498905,"domain_scores_codex":[0.9988521,0.0001415998,0.0002444221,0.0004024378,0.00003332785,0.0003261039],"domain_scores_gemma":[0.9993436,0.00009698876,0.0001923225,0.0003121333,0.0000372035,0.00001776818],"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":[0.0001824688,0.00005615622,0.000121623,0.0003465051,0.0004866871,0.00001625109,0.00005517807,2.613437e-7,0.001147178,0.00007997618,0.9844707,0.01303706],"study_design_scores_gemma":[0.001294447,0.00007370395,0.007237724,0.002306628,0.0002277126,0.00003018782,0.00005801907,0.0001262032,0.0001848921,0.00003683963,0.9879133,0.000510409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0002376317,0.0331891,0.00001086103,0.0002271132,0.001063997,0.001484254,0.8064482,0.0003183002,0.1570205],"genre_scores_gemma":[0.004850796,0.0003148531,0.00001689901,0.0001843368,0.00004800372,0.000294212,0.2857774,0.0001590177,0.7083545],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.5513339,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006964344697308123,"score_gpt":0.2521263043357233,"score_spread":0.2451619596384151,"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."}}