{"id":"W3216405249","doi":"10.32920/ryerson.14661582.v1","title":"The surgical journey: exploring the OR-PACU handover","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Canadian Patient Safety Institute","keywords":"Pacu; Handover; Workflow; Patient safety; Competence (human resources); Health care; Nursing; Qualitative research; Psychology; Business; Medicine; Computer science; Social psychology; Sociology; Political science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.007662067,0.0004935102,0.0004592549,0.001352109,0.01593263,0.007420832,0.001838011,0.002195297,0.002657325],"category_scores_gemma":[0.01646889,0.0004323894,0.0003585834,0.001701931,0.01466116,0.005428246,0.008482403,0.004495724,0.0003360041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009974755,"about_ca_system_score_gemma":0.01681078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04951154,"about_ca_topic_score_gemma":0.1029956,"domain_scores_codex":[0.9899396,0.007639526,0.0001754213,0.0002715347,0.0008556295,0.001118336],"domain_scores_gemma":[0.9864306,0.009490518,0.0009501661,0.0002265386,0.0008502715,0.002051864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001152852,0.00001733473,0.001197613,0.0000721848,0.000002106116,0.0006753635,0.9924759,0.00003352004,0.0001633796,0.001706901,0.0006456503,0.002998514],"study_design_scores_gemma":[0.00000132718,0.00001043665,0.0006834586,0.00006674656,0.000001290852,0.0001379099,0.991657,0.00003154731,0.00004915016,0.0002814923,0.007075221,0.000004467533],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474837,0.001710071,0.004564151,0.01642542,0.0003496741,0.0002413616,0.0001447313,0.00003108443,0.02904983],"genre_scores_gemma":[0.9905614,0.001861753,0.00186766,0.001661304,0.00004991145,0.00009700975,0.00006458171,0.0000343495,0.003802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04951154,"threshold_uncertainty_score":0.09844673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3719446073159763,"score_gpt":0.4798462606337049,"score_spread":0.1079016533177286,"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."}}