{"id":"W1511971198","doi":"10.1016/j.surg.2015.02.017","title":"Effectiveness of interventions to improve patient handover in surgery: A systematic review","year":2015,"lang":"en","type":"review","venue":"Surgery","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Institute for Health and Care Research","keywords":"Medicine; Handover; Checklist; Psychological intervention; MEDLINE; Protocol (science); Intervention (counseling); Systematic review; Patient safety; Troubleshooting; Medical emergency; Health care; Nursing; Computer science; Alternative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006074242,0.001575857,0.009684639,0.00402485,0.00061776,0.002346652,0.002043286,0.002226218,0.004792917],"category_scores_gemma":[0.03360323,0.001186938,0.01049608,0.004955024,0.0008096421,0.002003255,0.001643503,0.002673354,0.0002565958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003512523,"about_ca_system_score_gemma":0.007595489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01238346,"about_ca_topic_score_gemma":0.03846323,"domain_scores_codex":[0.9940134,0.002001714,0.00207274,0.0005590607,0.001090213,0.0002629735],"domain_scores_gemma":[0.9839102,0.01172426,0.002954168,0.0002049241,0.000888209,0.0003181648],"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":[0.001265863,0.0001145421,0.001536608,0.8973662,0.05470511,0.00007830557,0.0001777003,0.0001863744,0.0001167317,0.000119773,0.001223894,0.04310893],"study_design_scores_gemma":[0.003447661,0.0009274755,0.01189492,0.4968343,0.4755123,0.0002398505,0.000482634,0.0001891425,0.000254445,0.000340951,0.009795474,0.00008081846],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002701126,0.9961255,0.0001280465,0.0001672604,0.0001454527,0.0002679635,0.0002572219,0.000009537878,0.0001978709],"genre_scores_gemma":[0.04277812,0.9548663,0.0009337075,0.0006443426,0.0001132742,0.0003703315,0.000187621,0.000007208522,0.00009900812],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01238346,"threshold_uncertainty_score":0.03212398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06125959417635113,"score_gpt":0.3752016337487616,"score_spread":0.3139420395724105,"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."}}