{"id":"W120335378","doi":"10.3233/978-1-60750-588-4-841","title":"MET3-AE System to Support Management of Pediatric Asthma Exacerbation in the Emergency Department","year":2010,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Emergency department; Exacerbation; Asthma exacerbations; Medical emergency; Asthma; Medicine; Emergency medicine; Nursing; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001270448,0.0001110588,0.0003293663,0.0007695876,0.0001119308,0.000001108645,0.000128363,0.0001881589,0.000002303137],"category_scores_gemma":[0.00009992867,0.00008108396,0.00001688965,0.001025219,0.00009265366,0.00005292853,0.0001240152,0.0004981273,0.000005769405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008828107,"about_ca_system_score_gemma":0.00004623756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001467989,"about_ca_topic_score_gemma":0.0000940889,"domain_scores_codex":[0.9984249,0.00002929783,0.0009947418,0.00009927026,0.0001530124,0.0002987736],"domain_scores_gemma":[0.9993196,0.00004460525,0.0002296527,0.0003030948,0.00006535207,0.0000377674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004805404,0.0001145132,0.8618723,0.01065944,0.00005676012,0.00002050533,0.009065061,0.000006443354,0.000001585807,0.049778,0.0006496439,0.06772774],"study_design_scores_gemma":[0.003426032,0.006753304,0.6975186,0.001569502,0.0001103641,0.0002500496,0.2672565,0.000330926,0.0002431556,0.001938017,0.02012903,0.0004745109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933193,0.001106446,0.00006499584,0.00304481,0.0006577922,0.00115989,0.000003408742,0.00007821486,0.0005650807],"genre_scores_gemma":[0.9905689,0.004531292,0.004474584,0.0001569605,0.00002876756,0.0002192551,0.000004249937,0.000004511342,0.0000114999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2581915,"threshold_uncertainty_score":0.3306508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0519321683823275,"score_gpt":0.3865389798911171,"score_spread":0.3346068115087896,"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."}}