{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02000333,0.0002247291,0.0008878486,0.0003317972,0.0002460206,0.00005640453,0.0003634676,0.00006595119,0.0009740659],"category_scores_gemma":[0.0005057562,0.0001491885,0.000241539,0.0005994498,0.00001252115,0.00008114337,0.0001876095,0.0002829761,0.0001230497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003531383,"about_ca_system_score_gemma":0.0003686754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001380761,"about_ca_topic_score_gemma":0.00001117487,"domain_scores_codex":[0.9934701,0.002245922,0.001659063,0.0005061657,0.001775733,0.0003429975],"domain_scores_gemma":[0.9982449,0.000301374,0.0004417546,0.0007831604,0.00008329054,0.0001455653],"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":[0.7922627,0.0116473,0.01330983,0.0006778827,0.001113774,0.0200008,0.009673025,0.0008275863,0.01969249,0.0008566068,0.04059197,0.08934598],"study_design_scores_gemma":[0.3941047,0.07075238,0.04289679,0.0004895236,0.001945052,0.000734152,0.01280933,0.0001472787,0.003220436,0.0002609058,0.4716187,0.001020726],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7468334,0.000005302229,0.0001752151,0.0001030611,0.001029154,0.2514753,0.00005298183,0.00005969268,0.0002658959],"genre_scores_gemma":[0.7116565,9.030368e-8,0.0001003091,0.0003789541,0.0002623074,0.2872073,0.00003167624,0.00002923,0.0003336683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4310268,"threshold_uncertainty_score":0.9999392,"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."}}