{"id":"W2885523358","doi":"10.1089/pop.2018.0065","title":"Nursing Home Compare Star Rankings and the Variation in Potentially Preventable Emergency Department Visits and Hospital Admissions","year":2018,"lang":"en","type":"article","venue":"Population Health Management","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Riverview Hospital","funders":"","keywords":"Emergency department; Medicine; Nursing homes; Emergency medicine; Emergency nursing; Medical emergency; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.001084194,0.0001427693,0.0002665917,0.0001769721,0.001196343,0.00002062277,0.00007680294,0.00005035825,0.0002059943],"category_scores_gemma":[0.00003223102,0.0001138395,0.00002916332,0.0002945977,0.00003156003,0.0001528183,0.00008034071,0.0001575419,0.00001204985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000298057,"about_ca_system_score_gemma":0.00005342622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002364751,"about_ca_topic_score_gemma":0.0008604701,"domain_scores_codex":[0.9978129,0.000494283,0.0006811804,0.0003218405,0.000265867,0.0004239293],"domain_scores_gemma":[0.9991685,0.00005987439,0.0003291741,0.0002103151,0.00006968611,0.0001625043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001532243,0.0008139479,0.5694817,0.002346551,0.0001855843,0.000006210759,0.09924825,0.00008935836,0.000007943535,0.08363059,0.05420437,0.1884533],"study_design_scores_gemma":[0.002245704,0.0001105506,0.9816592,0.0003817943,0.00004487476,5.335053e-7,0.002113051,0.0009314942,1.757681e-7,0.008999524,0.003390466,0.0001226486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647817,0.001666428,0.00280644,0.02395617,0.002104974,0.003900841,0.00001255445,0.0000845828,0.000686326],"genre_scores_gemma":[0.99625,0.0008834776,0.001584896,0.0004344752,0.0002147648,0.0001223201,0.00007981758,0.00001651179,0.0004136805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4121775,"threshold_uncertainty_score":0.9201422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02258237129003241,"score_gpt":0.3764019659387188,"score_spread":0.3538195946486863,"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."}}