{"id":"W4412157217","doi":"10.1007/s11136-025-04008-8","title":"Can patient-reported data improve predictions about who will be a high-need, high-cost patient in British Columbia?","year":2025,"lang":"en","type":"article","venue":"Quality of Life Research","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kelowna General Hospital; Interior Health; Western University; University of British Columbia; Trinity Western University; St. Paul's Hospital","funders":"EuroQol Research Foundation","keywords":"Medicine; Logistic regression; Statistic; Emergency department; Calibration; Population; Statistics; Emergency medicine; Mathematics; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00184737,0.0002483437,0.00047916,0.001312491,0.0009615147,0.001855631,0.001284741,0.0008772513,0.004174094],"category_scores_gemma":[0.01693047,0.0002233821,0.0004055121,0.002490626,0.0003833382,0.001038568,0.0008935874,0.0024477,0.0004585303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007449328,"about_ca_system_score_gemma":0.01101726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8593625,"about_ca_topic_score_gemma":0.9213217,"domain_scores_codex":[0.9988054,0.0004692554,0.0001312306,0.000111053,0.0001574768,0.0003255752],"domain_scores_gemma":[0.9898589,0.003113633,0.001774367,0.0002087226,0.002536387,0.002507921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009060205,0.0001175172,0.9769121,0.00006487751,0.00005427904,0.000102936,0.0002672508,0.0007113183,0.00002804136,0.0002898086,0.01015638,0.01120481],"study_design_scores_gemma":[0.00004113518,0.00007343791,0.985957,0.0003324483,0.00005908211,0.00008645505,0.003254666,0.005605327,0.00008274251,0.0006702415,0.003800303,0.0000371842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9247624,0.001617433,0.0007525348,0.0413283,0.0001822321,0.0001025778,0.01908849,0.00004444189,0.01212162],"genre_scores_gemma":[0.9896553,0.0009990348,0.001036329,0.002507201,0.0000500233,0.00006445965,0.004455589,0.00001309482,0.001219058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1406375,"threshold_uncertainty_score":0.2829313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1539156585914319,"score_gpt":0.4260371287952227,"score_spread":0.2721214702037908,"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."}}