{"id":"W2899192278","doi":"10.14283/jfa.2018.30","title":"Social and Societal Implications of Frailty, Including Impact on Canadian Healthcare Systems","year":2018,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Dalhousie University; Université Laval; University of Waterloo; Mount Saint Vincent University; Université de Moncton","funders":"","keywords":"Gerontology; Action (physics); Intervention (counseling); Medicine; Social policy; Health care; Social determinants of health; Call to action; Health policy; Public relations; Economic growth; Public health; Nursing; Political science; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009547587,0.0001758704,0.0004471938,0.0002290863,0.0004901596,0.00003401724,0.0002459219,0.0001087136,0.00003547926],"category_scores_gemma":[0.0001517336,0.0001167221,0.0001605338,0.0002732979,0.0002809612,0.0001343064,0.00005585862,0.0005621153,0.000007053204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000507581,"about_ca_system_score_gemma":0.0007336042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03806389,"about_ca_topic_score_gemma":0.00818743,"domain_scores_codex":[0.9983894,0.0001399412,0.0005632386,0.0001215495,0.0003954809,0.0003904326],"domain_scores_gemma":[0.9981226,0.0002220812,0.000503227,0.0002586011,0.0005286207,0.0003649097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001411356,0.0004985735,0.408398,0.001548412,0.003550319,0.0001479967,0.1620134,0.000289356,0.09603271,0.005506422,0.1993766,0.1212268],"study_design_scores_gemma":[0.002519845,0.001818961,0.9796093,0.00160876,0.0004164953,0.002242536,0.004437338,0.0004931656,0.001540731,0.001112989,0.003907046,0.0002928285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556969,0.0009291424,0.000135733,0.04137852,0.0002475356,0.0002531858,0.00004629693,0.00001375265,0.001298898],"genre_scores_gemma":[0.9976107,0.00007654909,0.0001142095,0.000832178,0.001199296,0.000001656877,0.000003938326,0.00002805161,0.0001333955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5712113,"threshold_uncertainty_score":0.9683417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085213649204615,"score_gpt":0.40654136233262,"score_spread":0.2980199974121585,"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."}}