{"id":"W2119620757","doi":"10.1111/nhs.12095","title":"Investigating the predictive validity of an emergency department mental health triage tool","year":2013,"lang":"en","type":"article","venue":"Nursing and Health Sciences","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Canada; Barwon Health Foundation; Deakin University","keywords":"Triage; Mental health; Emergency department; Medicine; Predictive validity; Categorization; Medical emergency; Psychiatry; Clinical psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02068283,0.0005544847,0.0005480865,0.003466855,0.0006237434,0.001878433,0.001243395,0.0009987563,0.001456988],"category_scores_gemma":[0.1509516,0.0004457414,0.001289041,0.003158298,0.001055958,0.002064263,0.00185784,0.001724976,0.0002683462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007330155,"about_ca_system_score_gemma":0.001848874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004223322,"about_ca_topic_score_gemma":0.004512056,"domain_scores_codex":[0.9876086,0.007288361,0.001361001,0.0005885286,0.00265769,0.000495853],"domain_scores_gemma":[0.8480392,0.1105301,0.02336564,0.004268848,0.01118788,0.00260837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001741336,0.00006254281,0.9956251,0.00002710849,0.0000736177,0.00002232503,0.0001384815,0.0001479845,0.00002476246,0.00006254631,0.0001443051,0.003497128],"study_design_scores_gemma":[0.00005450634,0.0009682174,0.9850022,0.0002350574,0.0002322367,0.0002830799,0.001453219,0.01044775,0.0002994529,0.0004294249,0.0005694799,0.00002537688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953306,0.0005982163,0.001235671,0.0005276779,0.000105499,0.00009688155,0.0005281778,0.0000182674,0.001559046],"genre_scores_gemma":[0.9985846,0.000139602,0.0007504566,0.0000398536,0.00003894851,0.00004855687,0.0003236713,0.000003022719,0.0000712746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02068283,"threshold_uncertainty_score":0.1093826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021142954992671,"score_gpt":0.413185210210007,"score_spread":0.3110709147107399,"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."}}