{"id":"W2590194124","doi":"10.1016/j.jemermed.2017.01.009","title":"Emergency Department Return Visits Within a Large Geographic Area","year":2017,"lang":"en","type":"article","venue":"Journal of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Emergency department; Medical emergency; Geography; Medicine; Nursing","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":[0.001647781,0.0004290604,0.001115361,0.0003939697,0.0007476925,0.000006570313,0.0005662334,0.0001553019,0.006979809],"category_scores_gemma":[0.002429649,0.0002833737,0.000611731,0.0003000049,0.0001316358,0.0003535775,0.0001532805,0.0006872368,0.00002048673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007876234,"about_ca_system_score_gemma":0.0001275027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005839026,"about_ca_topic_score_gemma":0.0001957708,"domain_scores_codex":[0.9957073,0.00007608613,0.002119201,0.0003462151,0.001163025,0.0005881381],"domain_scores_gemma":[0.994957,0.0000290721,0.002128147,0.0009100808,0.001446325,0.0005293851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005192927,0.0005134189,0.5173287,0.0002850746,0.00143584,0.0005686021,0.001456312,0.000001425001,0.005587264,0.0007778781,0.4709204,0.0006057466],"study_design_scores_gemma":[0.01084894,0.00828953,0.6041124,0.003071284,0.004441045,0.0008792133,0.005143814,0.0001813318,0.001623236,0.005034354,0.355251,0.001123772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8771387,0.04779518,0.0004098847,0.01578665,0.02669268,0.0005546224,0.00003290246,0.00005237423,0.03153705],"genre_scores_gemma":[0.9314749,0.06107525,0.0002101915,0.0002188983,0.00372431,0.00001172102,0.00001647036,0.0000477506,0.003220524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1156693,"threshold_uncertainty_score":0.9999619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04804777428669746,"score_gpt":0.3572548495001549,"score_spread":0.3092070752134575,"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."}}