{"id":"W3208714161","doi":"10.1093/pch/pxab061.027","title":"34 Improving workflow efficiency by implementing priority indication in paging communication","year":2021,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Paging; Callback; Workflow; Communication source; Psychological intervention; Medicine; Computer science; Operations management; Nursing; Database; Computer network","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":[],"consensus_categories":[],"category_scores_codex":[0.002612575,0.000169743,0.0003036911,0.0004539252,0.0007123323,0.0001682918,0.000319464,0.0001447185,0.00002476468],"category_scores_gemma":[0.0004152046,0.0001900193,0.00005362759,0.001933439,0.00002399356,0.000450073,0.0003734741,0.0006048956,0.00003600671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002981189,"about_ca_system_score_gemma":0.0002595552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009023418,"about_ca_topic_score_gemma":0.004470573,"domain_scores_codex":[0.9976164,0.00009424811,0.0008229738,0.0004335254,0.0002930175,0.0007398255],"domain_scores_gemma":[0.9984955,0.00008548315,0.0007069579,0.000520803,0.0001562087,0.00003505187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003641955,0.0002055895,0.5018168,0.0009773315,0.000006409581,0.000005164324,0.000365298,0.000008833404,0.00004068147,0.02461944,0.002014015,0.4699368],"study_design_scores_gemma":[0.003709428,0.00005910564,0.3482317,0.0005743474,0.00006098404,0.0000233218,0.004208602,0.01521239,0.0000739106,0.009428647,0.6169767,0.001440946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.873935,0.03039152,0.008971483,0.07396482,0.001023935,0.001757891,0.00002211375,0.00072901,0.009204162],"genre_scores_gemma":[0.9943432,0.000761969,0.0007732155,0.003273342,0.0005559546,0.00003521615,0.0002175411,0.0000281782,0.00001133694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6149626,"threshold_uncertainty_score":0.9975756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115917740710819,"score_gpt":0.2630984138074525,"score_spread":0.2519392364003443,"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."}}