{"id":"W2795650026","doi":"10.17037/pubs.04646532","title":"The assessment of frailty in community dwelling older people","year":2010,"lang":"en","type":"dissertation","venue":"LSHTM Research Online (London School of Hygiene and Tropical Medicine)","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gerontology; Medicine; Frailty Index; Cohort; Cohort study; Socioeconomic status; Population; Demography; Environmental health","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":[0.004610371,0.0004279343,0.0008604992,0.002639229,0.0003305814,0.001048682,0.0005831351,0.0004382979,0.0007960693],"category_scores_gemma":[0.01356561,0.0001165372,0.0007531357,0.002069632,0.0005908185,0.0006471716,0.001041707,0.0006847359,0.00010486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009006607,"about_ca_system_score_gemma":0.001834049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01114401,"about_ca_topic_score_gemma":0.01839698,"domain_scores_codex":[0.9979624,0.0008424777,0.0003233792,0.0001726964,0.0006236288,0.00007556686],"domain_scores_gemma":[0.9950015,0.001767026,0.001857228,0.0001515526,0.001001018,0.0002216453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003674097,0.0001027727,0.7055263,0.00615662,0.001585912,0.0001696438,0.001649121,0.0009594309,0.0005036077,0.0009744301,0.003401831,0.2786029],"study_design_scores_gemma":[0.00006318474,0.0006153609,0.9760783,0.00537001,0.001133239,0.0008451966,0.001246881,0.0009149912,0.0004141863,0.003499948,0.009756807,0.00006185319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7246083,0.2457569,0.008117301,0.004383886,0.000558283,0.0004839111,0.005336382,0.00006127628,0.01069371],"genre_scores_gemma":[0.9566463,0.03598546,0.004889498,0.0005152125,0.0001937549,0.0002783998,0.001037743,0.000005075622,0.0004484493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01114401,"threshold_uncertainty_score":0.02438229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06172394390534664,"score_gpt":0.4402555996017531,"score_spread":0.3785316556964065,"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."}}