{"id":"W2073380496","doi":"10.1097/mlr.0000000000000171","title":"Risk Prediction Models to Predict Emergency Hospital Admission in Community-dwelling Adults","year":2014,"lang":"en","type":"review","venue":"Medical Care","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":199,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Research Board","keywords":"Medicine; Psychological intervention; Emergency medicine; Emergency department; Population; Medical record; Medical diagnosis; Retrospective cohort study; Cohort study; Predictive modelling; Statistics; Environmental health; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01871678,0.00175342,0.002765375,0.007013762,0.0003752109,0.001802407,0.001883338,0.00102242,0.001425467],"category_scores_gemma":[0.08028612,0.0006370498,0.008351872,0.004298782,0.0004261274,0.001635281,0.0009688039,0.001695208,0.0002320979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644628,"about_ca_system_score_gemma":0.003785947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009585838,"about_ca_topic_score_gemma":0.01310658,"domain_scores_codex":[0.9892026,0.006367817,0.001989972,0.0007472287,0.001528095,0.000164345],"domain_scores_gemma":[0.9177709,0.06781372,0.008944764,0.0008384844,0.004270111,0.000361919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001673848,0.0003874026,0.3565612,0.1875933,0.05523752,0.0004255544,0.001123615,0.02096406,0.0001340265,0.0038815,0.01964212,0.3523757],"study_design_scores_gemma":[0.002463918,0.002372248,0.2372009,0.393247,0.1563137,0.002146199,0.002229429,0.1338634,0.0009138043,0.02098094,0.04761013,0.0006582428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08371617,0.8748111,0.0208973,0.005530481,0.0008016948,0.001667649,0.008825327,0.0003985969,0.003351787],"genre_scores_gemma":[0.6750816,0.2707713,0.04170143,0.001577323,0.0005914507,0.002436527,0.007359339,0.00005425316,0.0004268669],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01871678,"threshold_uncertainty_score":0.09898502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04239822141449243,"score_gpt":0.3519790461464027,"score_spread":0.3095808247319102,"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."}}