{"id":"W4414085487","doi":"10.1542/peds.2025-071007","title":"Variations in Medical Clearance Testing for Mental Health Emergency Department Visits","year":2025,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital","funders":"National Heart, Lung, and Blood Institute","keywords":"Mental health; Emergency department; Clearance; Clearance rate; Altered Mental Status; Occupational safety and health; MEDLINE","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":[0.003525023,0.0002552402,0.0002874597,0.001526743,0.0004037405,0.0007865198,0.001073674,0.0004751273,0.00212611],"category_scores_gemma":[0.02252508,0.0003025006,0.0008864707,0.002083533,0.0004619527,0.0005734409,0.001209449,0.0008152436,0.0002181497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001747067,"about_ca_system_score_gemma":0.001172351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02279828,"about_ca_topic_score_gemma":0.03177087,"domain_scores_codex":[0.9911942,0.002740584,0.001611446,0.001547739,0.001901161,0.001004876],"domain_scores_gemma":[0.9804033,0.005523637,0.0113506,0.0005977391,0.001395183,0.0007294404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002442615,0.00001254762,0.9969144,0.00002390389,0.00006522578,0.00006643978,0.00009953581,0.0001650951,0.00004501345,0.00006118764,0.0004895252,0.002032622],"study_design_scores_gemma":[0.000001652069,0.00001144721,0.9992146,0.0000209849,0.000009222343,0.0001417265,0.0001263766,0.0002435126,0.00003265525,0.00001836163,0.0001762808,0.000003121019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927678,0.001066161,0.0007278411,0.0007449429,0.00004470506,0.00004573384,0.002782536,0.00003995727,0.001780238],"genre_scores_gemma":[0.9984301,0.000177986,0.0002981585,0.00009142512,0.0000196208,0.00001723542,0.0008879097,0.000005625562,0.00007188287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02279828,"threshold_uncertainty_score":0.04533118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269666738007593,"score_gpt":0.3573428983223501,"score_spread":0.3346462309422741,"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."}}