{"id":"W2230163317","doi":"10.1136/bmjqs-2015-005027","title":"Paperless handover: are we ready?","year":2015,"lang":"en","type":"letter","venue":"BMJ Quality & Safety","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Handover; Medical emergency; Nursing; Telecommunications; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001556219,0.000581069,0.001690699,0.0001072371,0.0001418038,0.00004508854,0.0003192829,0.001278237,0.00111507],"category_scores_gemma":[0.0009925055,0.0004179525,0.0005139398,0.0001955282,0.0001414625,0.0000886885,0.0002007457,0.002131999,0.0007685594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000359679,"about_ca_system_score_gemma":0.0009256396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000284191,"about_ca_topic_score_gemma":0.00003390576,"domain_scores_codex":[0.9954332,0.0003920423,0.0015285,0.0007263548,0.001271527,0.0006483669],"domain_scores_gemma":[0.9967309,0.0004404456,0.0005609576,0.00142779,0.0003868146,0.000453067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002583274,0.00008182575,0.003684552,0.001046611,0.0001577814,0.001100938,0.0002459023,2.326775e-7,0.000009348129,0.0001215827,0.988476,0.004816915],"study_design_scores_gemma":[0.001932143,0.0001273081,0.007976406,0.001053424,0.0002299416,0.00008192415,0.0004561242,0.000002467563,0.00001415114,0.0004055646,0.9871191,0.0006013843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005364233,0.001279613,0.00005772904,0.9648249,0.001109925,0.001119168,0.0006153962,0.0002307045,0.03022612],"genre_scores_gemma":[0.00136565,0.0008650093,0.0004531028,0.8329901,0.008983229,0.00007074016,0.002608534,0.0001466785,0.1525169],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1318348,"threshold_uncertainty_score":0.9998272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175536768226138,"score_gpt":0.4034775390195252,"score_spread":0.2859238621969115,"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."}}