{"id":"W4385803775","doi":"10.1016/j.ijmedinf.2023.105196","title":"The use and role of digital technology in learning health systems: A scoping review","year":2023,"lang":"en","type":"review","venue":"International Journal of Medical Informatics","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Regional Cancer Foundation; Ottawa Hospital; Children's Hospital of Eastern Ontario; Institut du Savoir Montfort; Université Laval; University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada; Telfer School of Management, University of Ottawa","keywords":"Computer science; Ambiguity; Digital health; Data science; Grey literature; Health technology; Set (abstract data type); Emerging technologies; Information technology; Digital library; Knowledge management; MEDLINE; Artificial intelligence; Health care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005320176,0.0001046892,0.000817071,0.0003703923,0.000117274,0.0002284842,0.0008963299,0.0002096241,0.000006125175],"category_scores_gemma":[0.01695176,0.00006665644,0.0001362205,0.0003830834,0.000356257,0.0003194225,0.0001848679,0.001021174,0.000008128085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002166032,"about_ca_system_score_gemma":0.003141823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001675539,"about_ca_topic_score_gemma":0.0000953465,"domain_scores_codex":[0.9957157,0.0003051908,0.002006161,0.00004740409,0.001741935,0.0001835642],"domain_scores_gemma":[0.9950567,0.002080231,0.002347323,0.00006995439,0.0002892958,0.0001564604],"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":[0.000001947917,0.00001173048,0.00009367964,0.0209811,0.0001219512,0.00001589206,0.0018587,0.00001539974,5.466028e-10,0.006124016,0.0005239761,0.9702516],"study_design_scores_gemma":[0.00007212986,0.00002817715,1.872131e-7,0.338387,0.00001946183,0.00008083889,0.004640817,0.0000882569,1.771774e-9,0.00008666645,0.6565558,0.00004070153],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001139273,0.9945782,0.0001091673,0.004502631,0.0003851694,0.0002558979,0.000004218733,0.00001515928,0.0001381821],"genre_scores_gemma":[0.00003519973,0.9995597,0.00004223698,0.0001225207,0.0001480669,0.00000693158,0.000004024394,0.000007870532,0.00007343977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9702109,"threshold_uncertainty_score":0.9913289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1303408624445681,"score_gpt":0.478945865217891,"score_spread":0.348605002773323,"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."}}