{"id":"W3182865895","doi":"10.2196/30862","title":"Electronic Paper Displays in Hospital Operations: Proposal for Deployment and Implementation","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. National Library of Medicine; National Institute on Drug Abuse; National Institutes of Health; Brigham and Women's Hospital","keywords":"Digital signage; Computer science; Signage; Inkwell; Software deployment; Server; Backlight; Multimedia; Liquid-crystal display; World Wide Web; Business","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":[0.008789285,0.00118135,0.0003253822,0.001644248,0.00138526,0.006257822,0.004382599,0.004259205,0.01625888],"category_scores_gemma":[0.01194402,0.0006210553,0.0008976267,0.001784468,0.001483437,0.006720624,0.003446828,0.002208111,0.006002816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002569472,"about_ca_system_score_gemma":0.007278199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004531765,"about_ca_topic_score_gemma":0.002304196,"domain_scores_codex":[0.9923941,0.002351722,0.0005759412,0.0006663828,0.00309389,0.0009180914],"domain_scores_gemma":[0.9927879,0.0009719727,0.0004848603,0.0008287749,0.003762064,0.001164371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003610049,0.002044368,0.01036984,0.001366712,0.00004504892,0.001064077,0.002032781,0.006202867,0.01636718,0.1001724,0.03493186,0.8250418],"study_design_scores_gemma":[0.0003665247,0.006380021,0.01267954,0.002144989,0.0001602905,0.001749102,0.006966288,0.02456016,0.03394549,0.02121906,0.8895687,0.0002598127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.06958281,0.005090601,0.718383,0.03770495,0.002898195,0.01137337,0.0006735032,0.006873081,0.1474205],"genre_scores_gemma":[0.210169,0.005890127,0.7203712,0.002684821,0.00049714,0.003594668,0.0008744066,0.0003725413,0.05554611],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01625888,"threshold_uncertainty_score":0.05439132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197590377739426,"score_gpt":0.4663724142864153,"score_spread":0.4243965105090211,"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."}}