{"id":"W4405126034","doi":"10.1097/pec.0000000000003306","title":"Understanding Strategies to Reduce the Impact of Non-urgent Visits to the Pediatric Emergency Department","year":2024,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; McGill University Health Centre; Montreal Children's Hospital; BC Children's Hospital; BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Medicine; CINAHL; Psychological intervention; MEDLINE; Emergency department; Overcrowding; Context (archaeology); Data extraction; Intervention (counseling); Pediatric emergency medicine; Medical emergency; Emergency medicine; Nursing","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":[0.0004052713,0.0005211675,0.0005100169,0.0004507858,0.0004686005,0.00003279262,0.0004828112,0.0001135193,0.00149633],"category_scores_gemma":[0.0002373064,0.0002901277,0.0008131316,0.003457648,0.00002427171,0.0001559709,0.0002826315,0.0003837274,0.0001875508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004315233,"about_ca_system_score_gemma":0.0006579182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002878753,"about_ca_topic_score_gemma":0.000148085,"domain_scores_codex":[0.9966404,0.00008907266,0.0009784549,0.0006893294,0.0008373279,0.0007653843],"domain_scores_gemma":[0.9981111,0.00008685485,0.0001406953,0.000758618,0.0004819818,0.0004207411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001294291,0.0001261206,0.1424094,0.001194904,0.0006331588,0.00005367434,0.02289978,0.002058935,0.0004618183,0.0006869156,0.8285576,0.0007882469],"study_design_scores_gemma":[0.001876648,0.008538766,0.7515001,0.0003196759,0.01315423,0.0001307356,0.1742902,0.0006926596,0.001039052,0.00283304,0.04143032,0.004194583],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8782162,0.09715291,0.001847292,0.003613301,0.007638186,0.002386882,0.0003666481,0.0001800898,0.008598486],"genre_scores_gemma":[0.9549945,0.04013824,0.00006162682,0.00005803207,0.003926951,0.0002379436,0.00004586885,0.00006995242,0.0004669047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7871273,"threshold_uncertainty_score":0.9999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04831055890509415,"score_gpt":0.3590182452494218,"score_spread":0.3107076863443276,"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."}}