{"id":"W2423907104","doi":"10.1213/ane.0000000000001055","title":"No Matter the Perspective, Anesthesia Handoffs Are Problematic","year":2015,"lang":"en","type":"letter","venue":"Anesthesia & Analgesia","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Specialty; Patient safety; Anesthesiology; Harm; Medical emergency; Scrutiny; Intensive care medicine; Intensive care unit; Anesthesia; Nursing; Health care; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000527492,0.0009924123,0.001657136,0.0003314265,0.0003051897,0.0002076195,0.000759983,0.001044647,0.001988885],"category_scores_gemma":[0.0001324639,0.000568892,0.0007452541,0.0005201491,0.0003328071,0.0001484495,0.00006215827,0.0023658,0.007561952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003746548,"about_ca_system_score_gemma":0.0005796556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002645397,"about_ca_topic_score_gemma":0.000005616378,"domain_scores_codex":[0.9956166,0.0003139349,0.0007806075,0.0009781922,0.001321535,0.0009891813],"domain_scores_gemma":[0.9960881,0.0002106653,0.0005898824,0.001813181,0.0009096395,0.0003884626],"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":[0.00006936479,0.0001092952,0.01806694,0.0005667805,0.0002435746,0.01591618,0.0003355178,6.537893e-7,0.000005921556,0.0001124891,0.9645314,0.00004194197],"study_design_scores_gemma":[0.0009085834,0.000376608,0.04668142,0.001066829,0.0009092896,0.01136892,0.0004492701,0.00002929094,0.00001167627,0.001149286,0.9362779,0.0007709847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007842766,0.001704787,0.000006797723,0.9770758,0.00007746315,0.001701327,0.000003105536,0.0002099584,0.01137805],"genre_scores_gemma":[0.006274036,0.0001175988,0.0004395303,0.8644434,0.003370572,0.0002340917,0.0001697396,0.0002974255,0.1246536],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1132756,"threshold_uncertainty_score":0.9999358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181512115008644,"score_gpt":0.2618387790897123,"score_spread":0.2436875675888479,"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."}}