{"id":"W2783722694","doi":"10.1111/ajag.12483","title":"Frailty prevalence in Australia: Findings from four pooled Australian cohort studies","year":2018,"lang":"en","type":"article","venue":"Australasian Journal on Ageing","topic":"Frailty in Older Adults","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Health and Medical Research Council","keywords":"Medicine; Cohort; Demography; Gerontology; Marital status; Cohort study; Ageing; Older people; Frailty Index; Population; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007367315,0.0005045665,0.000807763,0.0004631243,0.0002599475,0.0001442982,0.0004148695,0.0002973162,0.001825496],"category_scores_gemma":[0.0008835556,0.000443191,0.0002469342,0.0005317662,0.0003950201,0.0004627426,0.00007585725,0.001801308,0.0007939937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005895819,"about_ca_system_score_gemma":0.0001180153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001625046,"about_ca_topic_score_gemma":0.0001934037,"domain_scores_codex":[0.9962559,0.0001769566,0.001022973,0.0006661569,0.0008783073,0.0009996683],"domain_scores_gemma":[0.9980717,0.0002070339,0.000306937,0.0005441665,0.0002937576,0.0005763478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005408824,0.0003248772,0.9255566,0.0002381521,0.001375277,0.01381417,0.004304754,0.00004290646,0.01187611,0.00008316327,0.03743364,0.00440946],"study_design_scores_gemma":[0.003115087,0.00124949,0.9767417,0.004213595,0.000424744,0.001171423,0.0009374907,0.00002291522,0.008442384,0.000864919,0.002375482,0.0004407611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905478,0.000102633,0.00002827731,0.006543502,0.001197407,0.000525585,0.00002137874,0.00008625034,0.0009471809],"genre_scores_gemma":[0.9718324,0.0001489832,0.002098449,0.0005466764,0.001390993,0.00001552076,0.000007336255,0.00005935735,0.02390027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05118511,"threshold_uncertainty_score":0.999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08171411277090777,"score_gpt":0.3596967988099713,"score_spread":0.2779826860390635,"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."}}