{"id":"W3127690191","doi":"10.3310/hta25070","title":"Prehospital continuous positive airway pressure for acute respiratory failure: the ACUTE feasibility RCT","year":2021,"lang":"en","type":"article","venue":"Health Technology Assessment","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Programme Grants for Applied Research; Health Technology Assessment Programme; National Institutes of Health; University of Southampton; Department of Health and Social Care; National Institute for Health and Care Research; United Kingdom Clinical Research Collaboration","keywords":"Medicine; Continuous positive airway pressure; Randomized controlled trial; Psychological intervention; Positive airway pressure; Emergency medicine; Oxygen therapy; Intensive care medicine; Anesthesia; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009367824,0.0003341002,0.0008175368,0.000156113,0.000521237,0.00003284066,0.0002897863,0.0005031097,0.000122058],"category_scores_gemma":[0.0001084077,0.0002472698,0.0002389782,0.000456607,0.0002533321,0.0001066435,0.0002040836,0.0008874583,0.00001532048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003197381,"about_ca_system_score_gemma":0.002610869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005384501,"about_ca_topic_score_gemma":0.00003596316,"domain_scores_codex":[0.9971062,0.0001798626,0.0006782758,0.0008305564,0.0003917585,0.0008133233],"domain_scores_gemma":[0.9975129,0.000107279,0.0003533978,0.00124511,0.0005433029,0.0002380041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002513642,0.00595925,0.2873049,0.00201223,0.01266205,0.00316674,0.001762908,0.000007052135,0.1085974,0.1970355,0.2295749,0.1494034],"study_design_scores_gemma":[0.009904517,0.01539126,0.0796898,0.0003626347,0.002203987,0.0008741939,0.004692002,0.0001213661,0.1192743,0.004982065,0.7616841,0.0008197594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.642453,0.007901504,0.03023373,0.2989687,0.00188404,0.01447455,0.001013809,0.001399228,0.00167139],"genre_scores_gemma":[0.9583284,0.0001577785,0.01995354,0.01622118,0.0002307241,0.001614993,0.0002012727,0.00008861739,0.003203537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5321092,"threshold_uncertainty_score":0.999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372015067945364,"score_gpt":0.3830497130797867,"score_spread":0.359329562400333,"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."}}