{"id":"W3164480438","doi":"10.2196/29631","title":"Predictive Monitoring–Impact in Acute Care Cardiology Trial (PM-IMPACCT): Protocol for a Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Gordon and Betty Moore Foundation","keywords":"Medicine; Randomized controlled trial; Observational study; Intensive care; Intensive care medicine; Clinical trial; Emergency medicine; Acute care; Early warning score; Cluster randomised controlled trial; Health care; Medical emergency; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.02524436,0.006862982,0.01006738,0.001914397,0.002521219,0.004932454,0.00295589,0.006420506,0.07193343],"category_scores_gemma":[0.02919702,0.002664053,0.004696428,0.002527131,0.003932655,0.003489881,0.001964214,0.008079475,0.01158684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003680017,"about_ca_system_score_gemma":0.008441271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533447,"about_ca_topic_score_gemma":0.002649316,"domain_scores_codex":[0.9826311,0.01134511,0.001375048,0.001665277,0.001444343,0.001539099],"domain_scores_gemma":[0.988875,0.003265169,0.002294348,0.001921793,0.002235725,0.001407834],"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":[0.9350168,0.007356341,0.0006561921,0.01353492,0.002681894,0.0002189916,0.0002141463,0.001534407,0.001275781,0.003837073,0.02094195,0.01273158],"study_design_scores_gemma":[0.9617589,0.01209394,0.0009664064,0.001575071,0.0007722692,0.00004366707,0.00006820657,0.001682032,0.0004143982,0.002487406,0.01806927,0.00006853756],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003307857,0.0005269765,0.001958919,0.0004364564,0.0008704651,0.9890754,0.002165408,0.0001998492,0.001458637],"genre_scores_gemma":[0.003076923,0.0001243418,0.001596473,0.0002461888,0.00007988846,0.9941287,0.0002163342,0.00001019181,0.0005210178],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07193343,"threshold_uncertainty_score":0.2406413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3195063083590471,"score_gpt":0.6223898307778039,"score_spread":0.3028835224187568,"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."}}