{"id":"W4410035052","doi":"10.2196/preprints.75904","title":"Shaping the Future of Digital Health Education in Canada: Prioritizing Competencies for Healthcare professionals using the Quintuple Aim (Preprint)","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Health professionals; Health care; Medical education; Political science; Engineering ethics; Psychology; Medicine; Computer science; Engineering; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005827201,0.0004764548,0.0003186445,0.002489479,0.01153615,0.01228309,0.001267881,0.001443106,0.00582855],"category_scores_gemma":[0.01211147,0.0003645468,0.0007384462,0.003644368,0.005068826,0.002986251,0.008539432,0.002610962,0.0007082877],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09532401,"about_ca_system_score_gemma":0.4186481,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.957329,"about_ca_topic_score_gemma":0.9815919,"domain_scores_codex":[0.9949312,0.001051626,0.0001897444,0.0002629797,0.001590219,0.001974172],"domain_scores_gemma":[0.9872678,0.001400289,0.0004699415,0.000229133,0.004629323,0.006003531],"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":[0.0001735258,0.0003049094,0.1210457,0.001946422,0.00006338433,0.0007923824,0.07623784,0.004230421,0.002659037,0.1979084,0.1929224,0.4017156],"study_design_scores_gemma":[0.00006912437,0.0001967025,0.2001006,0.003317478,0.0001055855,0.0002748787,0.2515652,0.01013913,0.004014235,0.04258393,0.4873393,0.0002938869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3508494,0.0073202,0.05008267,0.2446198,0.001525311,0.001735242,0.003270317,0.0008653188,0.3397318],"genre_scores_gemma":[0.8539432,0.004923685,0.08722539,0.008872438,0.0001064173,0.0005162027,0.001361907,0.0001562939,0.04289438],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.904676,"threshold_uncertainty_score":0.6916273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0920471993393772,"score_gpt":0.4612258863290165,"score_spread":0.3691786869896393,"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."}}