{"id":"W2888127676","doi":"10.1097/cin.0000000000000469","title":"A Review of Measuring the Cognitive Workload of Electronic Health Records","year":2018,"lang":"en","type":"review","venue":"CIN Computers Informatics Nursing","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Workload; Cognition; Reliability (semiconductor); Medical record; Computer science; Proxy (statistics); Mental health; Applied psychology; Psychology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.009050837,0.001201205,0.002486867,0.0103104,0.0005504138,0.001999683,0.001766233,0.001446247,0.002636818],"category_scores_gemma":[0.03575801,0.0007132952,0.002527455,0.01032459,0.000858813,0.002948628,0.001214394,0.00139452,0.0005236389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859602,"about_ca_system_score_gemma":0.006324814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00601782,"about_ca_topic_score_gemma":0.01039664,"domain_scores_codex":[0.9927603,0.002268874,0.002277163,0.0004740288,0.002099845,0.0001197817],"domain_scores_gemma":[0.9590547,0.03085927,0.003837682,0.0005054611,0.005475671,0.0002672119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008780455,0.00005190062,0.00128691,0.2728038,0.001036417,0.00008867325,0.000319448,0.0001944887,0.0002135395,0.001088824,0.007817585,0.7150106],"study_design_scores_gemma":[0.00007575581,0.0004064934,0.01963846,0.6073721,0.00691812,0.001759732,0.0007803166,0.0002681646,0.000751572,0.001596757,0.3603067,0.0001259244],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001776632,0.998908,0.0001662746,0.0002217802,0.00007859241,0.0000276638,0.00005422459,0.000004191596,0.0003615254],"genre_scores_gemma":[0.001710601,0.9972636,0.0005931283,0.0002116666,0.00006020572,0.00004203224,0.00005524623,0.000002131343,0.00006147649],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0103104,"threshold_uncertainty_score":0.04786593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1577768104123895,"score_gpt":0.4814100939255913,"score_spread":0.3236332835132019,"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."}}