{"id":"W4206600783","doi":"10.1186/s13063-021-05967-2","title":"Decision support system to evaluate ventilation in the acute respiratory distress syndrome (DeVENT study)—trial protocol","year":2022,"lang":"en","type":"article","venue":"Trials","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre National de la Recherche Scientifique; Universität Wien; Aalborg Universitet; Institut National de la Santé et de la Recherche Médicale; Medizinische Universität Wien; Queen's University; University of Pittsburgh; European Commission; H2020 Fast Track to Innovation; Imperial College London; Wellcome Trust","keywords":"Medicine; Acute respiratory distress; Protocol (science); Intensive care medicine; Respiratory distress; Emergency medicine; Alternative medicine; Internal medicine; Anesthesia; Lung; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008352575,0.003171454,0.004743673,0.0007492326,0.0009293078,0.002130524,0.001729822,0.003050547,0.0503478],"category_scores_gemma":[0.009271841,0.00118245,0.002637075,0.000919516,0.00144268,0.001800352,0.001427264,0.004315667,0.006781753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846216,"about_ca_system_score_gemma":0.004721288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001024376,"about_ca_topic_score_gemma":0.001901356,"domain_scores_codex":[0.9951842,0.003050369,0.0004171,0.0005481563,0.000282728,0.0005173768],"domain_scores_gemma":[0.9972609,0.0006903342,0.0007454923,0.0003515252,0.0003763709,0.0005753246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.9404322,0.003461219,0.0007585136,0.0107583,0.00178834,0.0001354307,0.0001629178,0.001495233,0.0008000261,0.002519785,0.01861934,0.01906865],"study_design_scores_gemma":[0.9585633,0.01508134,0.001483942,0.001506429,0.0007797148,0.0000529283,0.00004844752,0.001824454,0.0002841321,0.002619257,0.01769754,0.00005839819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02351773,0.002757464,0.005181897,0.001608661,0.001495027,0.9501569,0.008109052,0.0004042179,0.006769082],"genre_scores_gemma":[0.02079494,0.0005617933,0.003375027,0.0007641315,0.0001777554,0.9710647,0.001187259,0.00002207356,0.002052204],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0503478,"threshold_uncertainty_score":0.1684302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1654408216709069,"score_gpt":0.4600504740156016,"score_spread":0.2946096523446947,"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."}}