{"id":"W4224224011","doi":"10.1136/bmjqs-2021-013785","title":"Prioritising Responses Of Nurses To deteriorating patient Observations (PRONTO): a pragmatic cluster randomised controlled trial evaluating the effectiveness of a facilitation intervention on recognition and response to clinical deterioration","year":2022,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Medical Research Council; Eastern Health; National Health and Medical Research Council; Australian Commission on Safety and Quality in Health Care","keywords":"Medicine; Audit; Guideline; Randomized controlled trial; Cluster randomised controlled trial; Intervention (counseling); Clinical trial; Facilitation; Emergency medicine; Physical therapy; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02832487,0.0001570805,0.0007845229,0.0001433892,0.0002540249,0.00002503157,0.00005263933,0.00005057149,0.00002323678],"category_scores_gemma":[0.0402195,0.0001174513,0.0002993591,0.0002542148,0.00004787108,0.00009025692,0.00006878608,0.0001259505,0.000001648298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002959818,"about_ca_system_score_gemma":0.0002267616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001733854,"about_ca_topic_score_gemma":0.00005755209,"domain_scores_codex":[0.9760314,0.02036995,0.002465783,0.0003503423,0.0006406402,0.0001418484],"domain_scores_gemma":[0.9760319,0.02233814,0.0008335626,0.0003004076,0.0004194523,0.00007652198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8941826,0.0009779325,0.002382187,0.0001795058,0.0001422182,0.000001289566,0.004910994,0.0001317661,0.0212257,0.00001037657,0.000004914718,0.07585054],"study_design_scores_gemma":[0.5375593,0.04173274,0.4085345,0.001692537,0.0004925775,0.000006964017,0.006876548,0.001034942,0.001592285,0.0002852219,0.0000121429,0.0001801911],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778818,0.0000426781,0.001458898,0.001119033,0.0003291873,0.01902328,0.0001160189,0.00001904917,0.000009983205],"genre_scores_gemma":[0.9926344,0.000003220139,0.001729747,0.0002607674,0.0000354916,0.005220772,0.00009261731,0.00001340255,0.000009538785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4061523,"threshold_uncertainty_score":0.9816891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2832645792571568,"score_gpt":0.5110816801690837,"score_spread":0.2278171009119269,"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."}}