{"id":"W2341707996","doi":"10.1056/em201205180000004","title":"Change in Insurance Status Increases Emergency Department Visits","year":2012,"lang":"en","type":"article","venue":"Journal watch","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Medicine; Actuarial science; Medical emergency; Family medicine; Business; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002654914,0.0001338994,0.0002499934,0.00007003973,0.0001406068,0.00000480841,0.00005014613,0.00004643585,0.0006735971],"category_scores_gemma":[0.0001174703,0.00009857978,0.00009859452,0.0002740035,0.00001226548,0.0002770358,0.00003968568,0.0002691026,0.00005884839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001272144,"about_ca_system_score_gemma":0.0000236193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001216326,"about_ca_topic_score_gemma":0.0001015774,"domain_scores_codex":[0.9987335,0.0000495774,0.000338982,0.00009838741,0.0002670792,0.0005124432],"domain_scores_gemma":[0.9993933,0.00001662619,0.00009038208,0.000109422,0.000109389,0.0002808605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007359125,0.0003303065,0.9642739,0.00003735449,0.00006102235,0.00007049706,0.001692442,2.285104e-7,0.0003427984,0.00002797587,0.0267566,0.006333292],"study_design_scores_gemma":[0.0006108721,0.0001286425,0.9024831,0.00009435223,0.00003801348,0.0001602972,0.0002514307,0.000001680873,0.0003258034,0.00006503359,0.09572949,0.0001112705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963957,0.0285322,0.000003973822,0.004908103,0.001076048,0.0001758624,0.00001666894,0.00001620471,0.001313945],"genre_scores_gemma":[0.9381431,0.05958791,0.0001295208,0.0003753396,0.001327275,0.00002442733,0.000007833972,0.00001366664,0.0003909585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06897289,"threshold_uncertainty_score":0.7375416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03522319144889216,"score_gpt":0.3348365117953829,"score_spread":0.2996133203464907,"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."}}