{"id":"W4408634710","doi":"10.1097/pec.0000000000003336","title":"Predicting Future Acute Care Visit Risk in Kids With Asthma (PARKA)","year":2025,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; SickKids Foundation; University of Toronto; Université de Montréal; Western University; McGill University Health Centre; Ottawa Hospital; McGill University; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Asthma; Emergency department; Brier score; Exacerbation; Asthma exacerbations; Prospective cohort study; Cohort; Emergency medicine; Pediatrics; Cohort study; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006362202,0.000294392,0.0003752189,0.000388014,0.0001926802,0.0000102075,0.0001629623,0.0001872208,0.0002476711],"category_scores_gemma":[0.00006344484,0.0002293685,0.0001847484,0.001060208,0.00002589937,0.0000905403,0.00008179523,0.0004390638,0.00002207167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001406678,"about_ca_system_score_gemma":0.0005099527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001054296,"about_ca_topic_score_gemma":0.0002962195,"domain_scores_codex":[0.9981782,0.00007475654,0.0004218615,0.0005108519,0.0003963317,0.0004179529],"domain_scores_gemma":[0.9988564,0.00002029751,0.0001326073,0.0004270644,0.000349693,0.0002139433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001950046,0.0000590465,0.9817989,0.0007557225,0.00006624191,0.0001806118,0.002389234,0.00005000704,0.0000134132,0.000009054281,0.005944177,0.008538627],"study_design_scores_gemma":[0.00166944,0.0003935715,0.9627537,0.00007339122,0.0009009949,0.000006463552,0.01736802,0.00003187035,0.00004014154,0.000006683563,0.01647087,0.0002848738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322968,0.05853549,0.00004561789,0.000143302,0.0009985412,0.0005288933,0.000168947,0.0001423419,0.007140077],"genre_scores_gemma":[0.9919761,0.004794425,0.0001508527,0.0001110676,0.002194546,0.00007500625,0.0001275666,0.00003850139,0.0005318871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05967935,"threshold_uncertainty_score":0.9353376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003241082058406596,"score_gpt":0.2530029194475584,"score_spread":0.2497618373891518,"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."}}