{"id":"W2913685752","doi":"10.2196/12591","title":"Predicting Appropriate Hospital Admission of Emergency Department Patients with Bronchiolitis: Secondary Analysis","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Respiratory viral infections research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute","keywords":"Bronchiolitis; Emergency department; Medicine; Emergency medicine; Medical emergency; Triage; Respiratory system; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004111385,0.0006277981,0.001017978,0.002141017,0.0003557061,0.001106321,0.001039232,0.0006375202,0.002016396],"category_scores_gemma":[0.01616004,0.0002628193,0.00258945,0.001253007,0.000295976,0.0007449051,0.0009852819,0.0015909,0.0004356384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337509,"about_ca_system_score_gemma":0.001342573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007770169,"about_ca_topic_score_gemma":0.007315905,"domain_scores_codex":[0.9977996,0.0008771006,0.0002773545,0.0004053439,0.0003850668,0.0002555129],"domain_scores_gemma":[0.9856195,0.006833576,0.003380476,0.0006965708,0.002741454,0.0007283794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000541926,0.0002302095,0.9890091,0.0001240184,0.0006010585,0.0001046208,0.00005508886,0.002273701,0.00009438169,0.00007200464,0.002337746,0.00455627],"study_design_scores_gemma":[0.0001405796,0.0006391666,0.9309183,0.0001796714,0.0007142183,0.0005263422,0.000343391,0.06420804,0.0004907178,0.0004395428,0.001356214,0.00004384582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903823,0.0003318369,0.001594955,0.0004723042,0.00004961097,0.0001541151,0.00609774,0.00004797385,0.0008692233],"genre_scores_gemma":[0.9916558,0.000114548,0.0008525199,0.0001072111,0.0000605138,0.0001269498,0.006899852,0.00001210534,0.0001704522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007770169,"threshold_uncertainty_score":0.0217433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086808109572326,"score_gpt":0.3113501552975712,"score_spread":0.3004820742018479,"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."}}