{"id":"W2554708077","doi":"10.1016/j.jgo.2016.10.003","title":"Is my older cancer patient on too many medications?","year":2016,"lang":"en","type":"review","venue":"Journal of Geriatric Oncology","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Universitaire de Gériatrie de Montréal; Université de Montréal","funders":"","keywords":"Deprescribing; Polypharmacy; Medicine; Intensive care medicine; Beers Criteria; Life expectancy; Comorbidity; Cancer; Adverse effect; Quality of life (healthcare); Medical emergency; Psychiatry; Nursing; Population; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005735556,0.0003149494,0.002228966,0.0005022662,0.00005715059,0.00001149999,0.0002394239,0.0004735132,0.00456502],"category_scores_gemma":[0.0003343874,0.0001689557,0.0008137492,0.0003108544,0.000063724,0.0001036686,0.00006363555,0.001079566,0.0003684109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009065169,"about_ca_system_score_gemma":0.002120883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004227883,"about_ca_topic_score_gemma":3.973636e-7,"domain_scores_codex":[0.9969355,0.0003689739,0.00155752,0.000243486,0.0005812404,0.0003132874],"domain_scores_gemma":[0.994816,0.001444457,0.002774993,0.000279686,0.0002707589,0.0004140954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001550304,0.0004159786,0.00006560892,0.002132716,0.0007306362,0.0002020583,0.00009447094,5.934756e-8,4.333656e-7,0.00003284101,0.07797628,0.9181939],"study_design_scores_gemma":[0.001497545,0.001892154,0.00007178448,0.00484864,0.00435066,0.0008704285,0.00001696903,0.00000130609,0.000001437138,0.00002410637,0.9862598,0.0001651474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008110582,0.9809635,0.0000304077,0.008998946,0.003702057,0.0006456973,0.00003683818,0.000009153453,0.00553234],"genre_scores_gemma":[0.00004904358,0.9912121,0.0002295005,0.004622079,0.002145739,0.00003696928,0.000005310102,0.00003865195,0.001660642],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9180287,"threshold_uncertainty_score":0.9963449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1675305196790986,"score_gpt":0.5176060296236087,"score_spread":0.3500755099445101,"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."}}