{"id":"W4400863220","doi":"10.2196/58347","title":"Alarm Management in Provisional COVID-19 Intensive Care Units: Retrospective Analysis and Recommendations for Future Pandemics","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical emergency; Medicine; Intensive care; Intensive care medicine; Virology; Infectious disease (medical specialty)","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":[0.003853853,0.0003007276,0.0004070579,0.003035018,0.0006076585,0.0009396905,0.0006771168,0.0006102616,0.001253559],"category_scores_gemma":[0.01231237,0.0003435867,0.0007535294,0.00247202,0.0004165562,0.001230812,0.0009349078,0.0004450428,0.0002276803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008870169,"about_ca_system_score_gemma":0.0009076119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00590973,"about_ca_topic_score_gemma":0.004990917,"domain_scores_codex":[0.9967948,0.001245146,0.0007629275,0.0004448316,0.0003455318,0.0004068405],"domain_scores_gemma":[0.9916745,0.002190295,0.003413568,0.0004391946,0.001776088,0.0005064852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008475171,0.00002111048,0.9958539,0.00006710362,0.00001472684,0.00009158665,0.0003071945,0.00004862836,0.00006115998,0.0000194373,0.0002491937,0.003181164],"study_design_scores_gemma":[0.000003624807,0.00009290436,0.9961721,0.0001093897,0.00002243743,0.0002674178,0.002464437,0.0002855857,0.00004708793,0.00001836368,0.0005078294,0.000008792204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921283,0.004209021,0.0008460247,0.0004737014,0.00003958226,0.000143842,0.001264114,0.00002164554,0.0008738399],"genre_scores_gemma":[0.9971711,0.001088182,0.0005812481,0.00007004775,0.00002754912,0.00007292766,0.0009026107,0.000004275773,0.00008197061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00590973,"threshold_uncertainty_score":0.02038139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876206322494275,"score_gpt":0.3999516031782882,"score_spread":0.3611895399533455,"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."}}