{"id":"W2999183227","doi":"10.1007/s40471-020-00226-5","title":"Frailty and Unintended Risks of Medications","year":2020,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Frailty in Older Adults","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Calgary","funders":"","keywords":"Polypharmacy; Medicine; Narrative review; Pharmacotherapy; Gerontology; Casual; Affect (linguistics); Older people; Adverse effect; MEDLINE; Intensive care medicine; Psychiatry; Psychology; Pharmacology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007288044,0.0001379092,0.0006922279,0.00005471299,0.00003449937,9.184565e-7,0.00005781552,0.0001319685,0.0001535583],"category_scores_gemma":[0.01356604,0.0001133237,0.00009601565,0.0001486365,0.0005988393,0.00003469161,0.00008408753,0.0003715353,0.00001116896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001760652,"about_ca_system_score_gemma":0.0001201167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004559337,"about_ca_topic_score_gemma":0.00000225089,"domain_scores_codex":[0.9981263,0.0001605976,0.0009507028,0.000417619,0.00011564,0.0002290853],"domain_scores_gemma":[0.9980007,0.0005359662,0.0005320249,0.0004022958,0.0001458697,0.0003831018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000316477,0.00008996715,0.9352307,0.0002501479,0.0001153632,0.00008947181,0.000388794,0.000008299884,0.0004916949,0.0009768499,0.03637678,0.02595031],"study_design_scores_gemma":[0.0009603879,0.0003899603,0.8803483,0.0003347301,0.0003411164,0.001782316,0.0001177249,0.001705505,0.0006981418,0.007616084,0.1054787,0.0002269496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088126,0.02276936,0.01170096,0.1487532,0.001802317,0.001194724,0.00003512936,0.0003063388,0.004625347],"genre_scores_gemma":[0.9959095,0.0006977503,0.001718337,0.00129124,0.0001857737,0.00002272573,0.00009618939,0.00001279345,0.00006576304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1870968,"threshold_uncertainty_score":0.9947431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.335290912389975,"score_gpt":0.4604729489812183,"score_spread":0.1251820365912432,"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."}}