{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003529336,0.0001721641,0.0004746101,0.0003536071,0.0000572474,0.00001259432,0.0001625095,0.0001793973,0.003512112],"category_scores_gemma":[0.0001999553,0.0001152628,0.0001654284,0.0008939703,0.0000739778,0.0003125706,0.0001290977,0.0005048847,0.0001109529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009345639,"about_ca_system_score_gemma":0.0003678991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001368193,"about_ca_topic_score_gemma":0.000004989468,"domain_scores_codex":[0.9968585,0.0000487976,0.0009548793,0.0001416,0.001656372,0.0003398725],"domain_scores_gemma":[0.9983357,0.00004238176,0.0003147134,0.0004480761,0.0003392023,0.0005199273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001067262,0.0005494309,0.9808746,0.0006212646,0.0006425048,0.000003739811,0.0007772016,0.00001835117,0.000009084311,0.00003701042,0.000415548,0.01594451],"study_design_scores_gemma":[0.003721968,0.002983655,0.9789956,0.0002860747,0.0003408539,0.000003690085,0.0006489206,0.00934635,0.0002799812,0.00001993465,0.003152414,0.0002205903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989334,0.00002829701,0.0003430831,0.00005722611,0.0001581374,0.00114306,0.00002739899,0.00005707308,0.008851744],"genre_scores_gemma":[0.9986954,0.00002249971,0.0006105085,0.0001133265,0.00005820756,0.00006613478,0.0002007635,0.00001644198,0.0002167448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01572392,"threshold_uncertainty_score":0.9973988,"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."}}