{"id":"W7125605447","doi":"10.1109/wsc68292.2025.11339085","title":"Simulating Patient-Provider Interaction in ICU Alarm Response: A Hybrid Modeling Approach","year":2025,"lang":"","type":"article","venue":"","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"ALARM; Key (lock); Work (physics); Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001331003,0.0004281241,0.0006761184,0.00136174,0.0002907328,0.00004190123,0.0001948367,0.0005440049,0.00007584383],"category_scores_gemma":[0.002387389,0.0004350985,0.0001458431,0.001135135,0.00007788053,0.0003376977,0.000255553,0.002003171,0.00003673935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000905068,"about_ca_system_score_gemma":0.000767726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006807272,"about_ca_topic_score_gemma":0.00003320274,"domain_scores_codex":[0.995673,0.0006319999,0.00154192,0.0009120885,0.0003581287,0.0008828382],"domain_scores_gemma":[0.9978486,0.0008072507,0.0002145906,0.0007082705,0.0002585633,0.0001627049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01687208,0.001994725,0.198136,0.002913175,0.0003788382,0.0003097256,0.007704093,0.2051627,0.004407885,0.0008617137,0.0003491708,0.5609099],"study_design_scores_gemma":[0.002387126,0.0005536636,0.0004791835,0.002792612,0.00007870588,0.0000224696,0.01140401,0.9783133,0.002682879,0.0001813268,0.0007905586,0.0003142257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704773,0.001437138,0.01553864,0.002641183,0.002361411,0.001455281,0.000004786161,0.000302526,0.005781669],"genre_scores_gemma":[0.9953446,0.00009432055,0.002652479,0.0008301937,0.0001502612,0.0001037825,0.00002113098,0.00003919847,0.0007640415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7731505,"threshold_uncertainty_score":0.9998101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05293820201066995,"score_gpt":0.3556870771756677,"score_spread":0.3027488751649978,"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."}}