{"id":"W4301037122","doi":"","title":"A systematic review of educational resources for teaching patient handover skills to residents","year":2013,"lang":"en","type":"review","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadiana.org; University of British Columbia","funders":"","keywords":"Handover; Medical education; Psychology; Knowledge management; Computer science; Medicine; Telecommunications","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002094841,0.0006271623,0.00640738,0.00112361,0.000196622,0.0003722151,0.002008247,0.0001974086,0.006898603],"category_scores_gemma":[0.01024362,0.0003966057,0.00141081,0.0006816336,0.00006336468,0.0006061748,0.0008355387,0.0005429094,0.00005986125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002666615,"about_ca_system_score_gemma":0.0006815431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002402643,"about_ca_topic_score_gemma":0.000002877592,"domain_scores_codex":[0.9937657,0.0006051927,0.003526857,0.0005549691,0.001153587,0.0003937694],"domain_scores_gemma":[0.991868,0.002122106,0.003699977,0.0009648142,0.0006950945,0.0006500188],"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":[0.00002085952,0.000451627,0.0009524911,0.8443565,0.0008628595,0.000005475246,0.0001560151,2.303281e-7,0.00001191877,0.00003507404,0.09774562,0.05540136],"study_design_scores_gemma":[0.0002198393,0.00004059833,0.001428135,0.7620311,0.002803205,0.00003835941,0.00002923892,3.418361e-7,0.0000139858,0.0001577984,0.2329028,0.0003345088],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007653733,0.9870246,0.00001747103,0.0003154709,0.0004698342,0.00980637,0.0001361665,0.0000112801,0.001453402],"genre_scores_gemma":[0.00007666913,0.9921535,0.0008266078,0.0008083158,0.0002134723,0.001236751,0.00006556976,0.0001084868,0.004510649],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1351572,"threshold_uncertainty_score":0.9998486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1544785342607783,"score_gpt":0.5758924211032694,"score_spread":0.4214138868424911,"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."}}