{"id":"W4408864237","doi":"10.1371/journal.pdig.0000772","title":"The behavioural and cognitive impacts of digital educational interventions in the emergency department: A systematic review","year":2025,"lang":"en","type":"review","venue":"PLOS Digital Health","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Psychological intervention; Emergency department; Cochrane Library; MEDLINE; Medicine; Systematic review; Cognition; Randomized controlled trial; Meta-analysis; Psychology; Nursing; Psychiatry; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002960677,0.0003423997,0.00191026,0.000189353,0.0007882619,0.0001032426,0.0004904745,0.0001489433,0.0000645737],"category_scores_gemma":[0.00585436,0.0001727265,0.000461229,0.0007709832,0.00009411664,0.001088412,0.0001878043,0.0009244768,0.00008057027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003170622,"about_ca_system_score_gemma":0.003258932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004375472,"about_ca_topic_score_gemma":0.0001294425,"domain_scores_codex":[0.9906939,0.00169909,0.006316207,0.0002836949,0.0004342462,0.0005728194],"domain_scores_gemma":[0.9903075,0.005153061,0.003434142,0.0005306047,0.0003725084,0.0002021908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004263682,0.0002460778,0.001810978,0.9512249,0.00005443986,1.895348e-7,0.0007539971,6.980814e-10,1.913959e-11,0.0007036651,0.001335695,0.04386575],"study_design_scores_gemma":[0.0001499294,0.00008814059,0.001071164,0.9830276,0.0004237181,0.00000683733,0.0008118057,0.000001622888,8.307608e-10,0.0003418224,0.01393582,0.0001415783],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007347732,0.9794556,0.000009591491,0.001352698,0.0002625885,0.0128857,0.003354915,0.00001858031,0.00258689],"genre_scores_gemma":[0.002286979,0.9912236,0.000003629334,0.0008391917,0.00004176488,0.003039316,0.001985407,0.0000156908,0.0005644477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04372417,"threshold_uncertainty_score":0.7043581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1608260383755894,"score_gpt":0.5295914948086252,"score_spread":0.3687654564330358,"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."}}