{"id":"W4321452786","doi":"10.1136/bmjopen-2022-066269","title":"Association between frailty, chronic conditions and socioeconomic status in community-dwelling older adults attending primary care: a cross-sectional study using practice-based research network data","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Frailty in Older Adults","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; St Joseph's Health Care; McMaster University; University of British Columbia; McMaster University Medical Centre","funders":"McMaster University","keywords":"Medicine; Cross-sectional study; Socioeconomic status; Gerontology; Association (psychology); Epidemiology; Primary care; Multiple Chronic Conditions; Public health; Environmental health; Family medicine; Chronic disease; Population; Nursing; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002746624,0.0003085451,0.0004675698,0.001203908,0.001163766,0.001070758,0.0006347719,0.0006255166,0.0009322771],"category_scores_gemma":[0.006709031,0.0006776833,0.0004806222,0.00240187,0.0005804274,0.0007653463,0.001184371,0.0006490654,0.0002285742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001906996,"about_ca_system_score_gemma":0.001920688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2251371,"about_ca_topic_score_gemma":0.3218495,"domain_scores_codex":[0.9978891,0.0006425738,0.0002361711,0.0004313946,0.0005526589,0.0002481632],"domain_scores_gemma":[0.9957411,0.0008194582,0.001491035,0.0003764539,0.0007545438,0.0008173882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002262427,0.00002927896,0.99945,0.00000818518,0.00003464223,0.00001558958,0.0001662294,0.000008525507,0.00002484868,0.000002987618,0.000051115,0.0001859995],"study_design_scores_gemma":[0.00001008322,0.0000824782,0.9993502,0.000008261198,0.00002207737,0.00004918183,0.000282247,0.00008936425,0.00000834386,0.00000422183,0.00009128111,0.000002258688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985902,0.00015418,0.0000789375,0.00003624319,0.000003998998,0.00006248373,0.0008131571,0.000002172387,0.0002585779],"genre_scores_gemma":[0.9986099,0.0001234993,0.0001645694,0.0000644957,0.000008862125,0.00007221859,0.0008455804,0.000001558981,0.000109287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2251371,"threshold_uncertainty_score":0.4476534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3287932775715142,"score_gpt":0.522569630021196,"score_spread":0.1937763524496819,"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."}}