{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005526399,0.0000597153,0.0001075319,0.000147147,0.0001679414,0.00001746894,0.0000328279,0.00007098085,0.00002968936],"category_scores_gemma":[0.00007230902,0.00005144671,0.00001824435,0.0002601783,0.00005270448,0.0002270968,0.00004070775,0.0003714368,0.000006965109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525732,"about_ca_system_score_gemma":0.0005866944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004650077,"about_ca_topic_score_gemma":0.0004627955,"domain_scores_codex":[0.9989502,0.0001008529,0.0001891079,0.0001510602,0.0002113914,0.0003974145],"domain_scores_gemma":[0.9994925,0.00009179414,0.00001353299,0.0001047388,0.0002401686,0.00005723437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007768198,0.002210846,0.5189033,0.002130294,0.0002239048,0.00009380032,0.04691863,0.00001088765,0.01541532,0.1720986,0.004330755,0.2368868],"study_design_scores_gemma":[0.0176942,0.02043169,0.7609501,0.0008721584,0.00003783273,0.0001157528,0.05742516,0.003803218,0.1048995,0.01374853,0.01942753,0.0005942391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879749,0.0002652057,0.0003160484,0.009715199,0.00004579175,0.001564473,0.00001201399,0.00002274274,0.00008357938],"genre_scores_gemma":[0.9978861,0.0001872029,0.0004573389,0.00005476222,0.00004229559,0.001230395,0.0000772723,0.000008609947,0.00005600818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2420469,"threshold_uncertainty_score":0.2097936,"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."}}