{"id":"W4205789919","doi":"10.1289/ehp8083","title":"Warm Season and Emergency Department Visits to U.S. Children’s Hospitals","year":2022,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Environmental Health Sciences; Wellcome Trust","keywords":"Emergency department; Names of the days of the week; MEDLINE; Hospital admission; Incidence (geometry)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003677179,0.0002380241,0.0002403608,0.00006095176,0.001133002,0.00001397396,0.0001868477,0.00002959783,0.01646537],"category_scores_gemma":[0.000009668174,0.0002549758,0.00005379268,0.0001720178,0.00007342718,0.0001568367,0.0007884827,0.0002290622,0.000475314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002237341,"about_ca_system_score_gemma":0.00001339455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005940555,"about_ca_topic_score_gemma":0.0001198729,"domain_scores_codex":[0.9975863,0.0001503126,0.0002966824,0.0006944569,0.0005422503,0.0007299854],"domain_scores_gemma":[0.9988538,0.00001784512,0.0001193159,0.0002732387,9.780052e-7,0.0007348247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009862056,0.001000851,0.9057503,0.00002322904,0.00001955142,0.00001139977,0.03883047,0.000252194,0.0009162721,0.00008202073,0.02920644,0.02380869],"study_design_scores_gemma":[0.0003699085,0.001399175,0.9801998,0.00000617602,0.000006179717,0.00003383454,0.007252765,0.00002404265,0.00008023161,0.0001368602,0.01021223,0.0002788379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852425,0.003497336,0.00001324098,0.008730041,0.0001712956,0.00120928,0.000352618,0.00005405814,0.0007296735],"genre_scores_gemma":[0.9943328,0.002523471,0.0002867378,0.002002548,0.00009129668,0.0002419958,0.00006075665,0.00003639696,0.0004239705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0744495,"threshold_uncertainty_score":0.9999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341633774029378,"score_gpt":0.2906005461449463,"score_spread":0.2771842084046526,"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."}}