{"id":"W4414319729","doi":"10.2196/58364","title":"Home Monitoring Delivered Through the Emergency Department for Outpatients With COVID-19: COVID19@Home Aachen Pilot Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"RWTH Aachen University; Bundesministerium für Bildung und Forschung","keywords":"Emergency department; Cohort study; Cohort; Emergency medical services; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004707636,0.0003674411,0.0004195402,0.0001100015,0.0003269705,0.00007201839,0.0006718361,0.0001302253,0.00005304917],"category_scores_gemma":[0.0002266026,0.0002577034,0.00008537812,0.0004976616,0.00009667018,0.0004235014,0.0002081572,0.0004091728,0.00003044339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005312123,"about_ca_system_score_gemma":0.0002125638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005429902,"about_ca_topic_score_gemma":0.00002390251,"domain_scores_codex":[0.9971243,0.0000441738,0.0009566426,0.0001839987,0.00111034,0.0005805356],"domain_scores_gemma":[0.9984506,0.0003500135,0.0001352375,0.0005340715,0.0001398068,0.0003902455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000239758,0.0006521842,0.9654682,0.001910676,0.001250771,0.0000234275,0.01462975,0.004592745,0.00004741868,0.0002837651,0.008328678,0.002572654],"study_design_scores_gemma":[0.07080836,0.01823493,0.5475527,0.004703961,0.003716791,0.0001110104,0.1523903,0.05122194,0.006712536,0.007928205,0.1265224,0.01009689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996385,0.0002221088,0.09130784,0.0001148185,0.002395783,0.004470065,0.00005161083,0.0004939731,0.001305273],"genre_scores_gemma":[0.9950468,0.0001284991,0.002005838,0.0002219259,0.0002638676,0.002169764,0.00004341549,0.00004511902,0.00007475056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4179155,"threshold_uncertainty_score":0.9999875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02529422468055154,"score_gpt":0.3092058427260203,"score_spread":0.2839116180454687,"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."}}