{"id":"W4409206997","doi":"10.5121/cseij.2025.15126","title":"A Smart System for Automated Medical Emergency Alerts","year":2025,"lang":"en","type":"article","venue":"Computer Science & Engineering An International Journal","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Medical emergency; Computer security; Internet of Things; World Wide Web; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007258042,0.0009280678,0.000836576,0.001362439,0.0005989793,0.001250913,0.001336218,0.001318885,0.04005292],"category_scores_gemma":[0.001880279,0.0004197543,0.0003639601,0.0007186178,0.000318509,0.001765503,0.002128012,0.00116008,0.0215865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003880743,"about_ca_system_score_gemma":0.0008267172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005439348,"about_ca_topic_score_gemma":0.0005873061,"domain_scores_codex":[0.999334,0.00008015963,0.00008114723,0.0001764024,0.0002740875,0.0000541616],"domain_scores_gemma":[0.999184,0.0001738414,0.0000716858,0.0001727713,0.0002135792,0.0001842018],"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":[0.001399684,0.0007308953,0.005697032,0.0005990278,0.0001390759,0.0009077156,0.0003080946,0.003222918,0.05222511,0.008510906,0.3826205,0.5436391],"study_design_scores_gemma":[0.0008584577,0.002033748,0.01279337,0.0003161945,0.0002716329,0.003276782,0.0001799425,0.1548513,0.05356515,0.01430813,0.7572017,0.000343578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04296439,0.00364754,0.5349584,0.004488693,0.004411378,0.003041019,0.01570473,0.3166751,0.07410879],"genre_scores_gemma":[0.5059623,0.002789058,0.326887,0.01148691,0.002424857,0.002948779,0.02464931,0.004244079,0.1186077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04005292,"threshold_uncertainty_score":0.1339903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01871233672862365,"score_gpt":0.3546203189831847,"score_spread":0.3359079822545611,"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."}}