{"id":"W4412773521","doi":"10.1002/aet2.70087","title":"A Novel Model of Patient Handover in Emergency Medicine—Addressing Hidden Tensions in Culture","year":2025,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Network for Innovation in Education; University of Ottawa; Ottawa Hospital","funders":"","keywords":"Handover; Medicine; Computer science; Medical emergency; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004042197,0.0005901041,0.000276942,0.001357814,0.006238989,0.008800949,0.002626977,0.002585226,0.007226829],"category_scores_gemma":[0.007098368,0.0003025572,0.0007035891,0.001296845,0.01139009,0.00810198,0.004839984,0.001982482,0.0007044426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005721297,"about_ca_system_score_gemma":0.004733466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005914716,"about_ca_topic_score_gemma":0.004352936,"domain_scores_codex":[0.9958497,0.00293729,0.0001284421,0.0003324441,0.0003855565,0.0003665002],"domain_scores_gemma":[0.9957611,0.002275314,0.0004774641,0.0003084216,0.0005611672,0.0006165847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008122564,0.0001286726,0.005540341,0.0001855269,0.0000225748,0.001806605,0.2353649,0.004155121,0.0008073805,0.736528,0.001694491,0.0136851],"study_design_scores_gemma":[0.0001477336,0.0003184258,0.00582087,0.0006885479,0.0000740876,0.001814708,0.3557308,0.07712296,0.000892185,0.4700887,0.08719137,0.0001096485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3913924,0.0009647912,0.1612318,0.02498435,0.0006061115,0.0005887075,0.0001867823,0.0001587847,0.4198863],"genre_scores_gemma":[0.9826429,0.0002058652,0.01121983,0.0003339448,0.00003227329,0.0002057474,0.00005146134,0.00001664049,0.005291217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008800949,"threshold_uncertainty_score":0.04151112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06988040871750018,"score_gpt":0.3698670774158762,"score_spread":0.299986668698376,"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."}}