{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006761962,0.000433298,0.0003129799,0.0008238103,0.0004938146,0.0007782383,0.0006796668,0.0003751796,0.001031306],"category_scores_gemma":[0.002111299,0.0002148924,0.0004646711,0.0006212122,0.0002872906,0.0002910238,0.0007732136,0.0004559202,0.0002731505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002644976,"about_ca_system_score_gemma":0.003694062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.318079,"about_ca_topic_score_gemma":0.5078512,"domain_scores_codex":[0.9995363,0.0000682884,0.0000453629,0.0001044349,0.0001344547,0.0001112705],"domain_scores_gemma":[0.9988927,0.00009493886,0.0004709256,0.00003766764,0.0002799618,0.0002237982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000140883,0.000008976504,0.998947,0.000009945963,0.00001008991,0.00001821853,0.00002805946,0.00004582217,0.00005439919,0.000007861304,0.0001826215,0.0006729105],"study_design_scores_gemma":[0.00000537327,0.00003418275,0.9990538,0.00001127416,0.00001336872,0.00007186511,0.0000850268,0.0004275791,0.00003233766,0.000008451904,0.0002547783,0.000002051446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956568,0.0002016792,0.0002625536,0.0001414431,0.000008595141,0.00004809724,0.002722641,0.00001529495,0.0009428594],"genre_scores_gemma":[0.9959183,0.0001097979,0.001049493,0.00002728646,0.000008929613,0.00003302078,0.002485434,0.000002893218,0.0003648009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.318079,"threshold_uncertainty_score":0.6324551,"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."}}