{"id":"W4392096618","doi":"10.1186/s13054-024-04810-9","title":"Improving management of ARDS: uniting acute management and long-term recovery","year":2024,"lang":"en","type":"article","venue":"Critical Care","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Delirium; ARDS; Intensive care medicine; Muscle weakness; Weakness; Physical therapy; Internal medicine; Surgery","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":[0.00007553638,0.0001529598,0.0002099349,0.0001780214,0.00005086248,0.00004860277,0.00005355682,0.00005848618,0.0000847226],"category_scores_gemma":[0.0003202599,0.0001458364,0.0001064475,0.0001713379,0.0001900733,0.00008369535,0.0001604427,0.0001873237,0.00001807742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008672012,"about_ca_system_score_gemma":0.00002013238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003386095,"about_ca_topic_score_gemma":0.000001659981,"domain_scores_codex":[0.9989386,0.00002431049,0.000208837,0.0003299272,0.0002314147,0.0002669331],"domain_scores_gemma":[0.9977181,0.0001119681,0.0000135801,0.0001750025,0.001878618,0.0001027287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004135212,0.0001181416,0.006320198,0.07190517,0.002012397,0.02305685,0.001610815,6.447247e-7,0.002048564,0.06291074,0.002563249,0.8270397],"study_design_scores_gemma":[0.009899277,0.005204079,0.2320618,0.06738767,0.03013822,0.00173644,0.6120578,0.001077104,0.02615016,0.005713231,0.005266457,0.003307742],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7905745,0.02067831,0.01866445,0.004456508,0.002079847,0.001824028,0.000237971,0.0004021286,0.1610822],"genre_scores_gemma":[0.9949879,0.0002524915,0.001189135,0.00268867,0.00005936055,0.00002826319,0.00008394878,0.00003651124,0.0006737103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.823732,"threshold_uncertainty_score":0.5947038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673116301643776,"score_gpt":0.3178990026639402,"score_spread":0.3011678396475024,"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."}}