{"id":"W4406359110","doi":"10.2196/57470","title":"Effect of SMS Ward Round Notifications on Inpatient Experience in Acute Medical Settings: Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Retrospective cohort study; Medicine; Cohort; Emergency medicine; Medical emergency; Computer science; World Wide Web; Internal medicine","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":[0.001499075,0.0003381781,0.0005001935,0.0009495066,0.0005299448,0.000806889,0.000399281,0.0004300282,0.001616468],"category_scores_gemma":[0.00386453,0.0003631027,0.0007383786,0.001322488,0.0003367047,0.0008081025,0.0007705475,0.0006597108,0.0003041188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005175294,"about_ca_system_score_gemma":0.000511016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002920231,"about_ca_topic_score_gemma":0.003101287,"domain_scores_codex":[0.9985132,0.0003940208,0.0002703555,0.0002361715,0.0003205784,0.0002657518],"domain_scores_gemma":[0.9962248,0.0005058797,0.00214354,0.0002054984,0.0003596931,0.0005606666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001571061,0.00009084048,0.9988092,0.00001168109,0.0000231065,0.00005758324,0.0002096895,0.000008830819,0.00008196859,0.000003784587,0.00003355609,0.0005126749],"study_design_scores_gemma":[0.000008498569,0.0006377451,0.9980419,0.000009201631,0.00002350925,0.0001587352,0.0008947237,0.0000943919,0.00003928514,0.000003477582,0.00008297731,0.000005669112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996998,0.00003580159,0.00002611327,0.000009088469,0.000002812862,0.00002017915,0.000113422,8.405759e-7,0.00009185929],"genre_scores_gemma":[0.999549,0.00004846255,0.00005034327,0.00002034486,0.000006059058,0.0000336024,0.0002280777,0.000001319189,0.00006272112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002920231,"threshold_uncertainty_score":0.007927954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132062774562467,"score_gpt":0.3738404584085529,"score_spread":0.3606341809523062,"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."}}