{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001842084,0.0006741481,0.0005280965,0.0004944696,0.0008267565,0.0009912655,0.0006910399,0.0008343633,0.003906419],"category_scores_gemma":[0.002682382,0.0005498543,0.0006901158,0.0005845212,0.0004996305,0.0008669875,0.0009252521,0.001042243,0.001004852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001270474,"about_ca_system_score_gemma":0.001803543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01534765,"about_ca_topic_score_gemma":0.01699838,"domain_scores_codex":[0.9985303,0.000576785,0.00007272869,0.0002432553,0.0001495292,0.0004274138],"domain_scores_gemma":[0.9978462,0.0002820655,0.0005148501,0.0002937574,0.0002604831,0.0008025985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02140394,0.02023194,0.9336367,0.0003081507,0.0004750948,0.001056768,0.002579507,0.0001547365,0.001625427,0.0001792087,0.004417422,0.01393107],"study_design_scores_gemma":[0.00325209,0.02131917,0.969759,0.0001229264,0.0002834958,0.0003702755,0.002400319,0.0004727072,0.0002281342,0.00007082326,0.001673455,0.00004758142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978949,0.00009119226,0.0001324009,0.00009418765,0.00002088936,0.0006214477,0.0007067238,0.000007093399,0.0004311522],"genre_scores_gemma":[0.9968178,0.0001601067,0.0003313081,0.0002751425,0.00005283718,0.001070203,0.000702965,0.000008250028,0.0005813548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01534765,"threshold_uncertainty_score":0.03051662,"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."}}