{"id":"W4375853203","doi":"10.1200/edbk_390980","title":"Developing Sustainable Cancer and Aging Programs","year":2023,"lang":"en","type":"article","venue":"American Society of Clinical Oncology Educational Book","topic":"Frailty in Older Adults","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Geriatric oncology; Context (archaeology); Cancer; Medicine; Health care; Gerontology; Population ageing; Developing country; Population; Oncology; Intensive care medicine; Internal medicine; Environmental health; Political science; Economic growth; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004113395,0.0005019761,0.0002867291,0.0008201982,0.002839247,0.003979374,0.001478627,0.003047228,0.01517031],"category_scores_gemma":[0.009913038,0.0002418539,0.0005248649,0.0006164999,0.001385208,0.00434264,0.007063177,0.005596999,0.004960529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002711868,"about_ca_system_score_gemma":0.02243235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002818255,"about_ca_topic_score_gemma":0.009862942,"domain_scores_codex":[0.9983009,0.0006332101,0.0000987555,0.00009940142,0.0005666037,0.0003012049],"domain_scores_gemma":[0.9933109,0.0009593811,0.0003901261,0.0002286305,0.001035408,0.004075488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008034372,0.0003515458,0.001429946,0.0002988115,0.000009508614,0.0001493966,0.001222944,0.0003611088,0.0003067117,0.01987281,0.702252,0.2737372],"study_design_scores_gemma":[0.0000317518,0.0001976894,0.002846301,0.0008986216,0.00001403112,0.000181509,0.002035872,0.0003586971,0.0003342899,0.01894866,0.9741334,0.00001903127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01025407,0.01432436,0.01823522,0.7363926,0.01216031,0.00100322,0.0003392544,0.001537356,0.2057536],"genre_scores_gemma":[0.1582488,0.07900763,0.1674637,0.3248374,0.01182287,0.004099087,0.001419277,0.0005370367,0.2525643],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01517031,"threshold_uncertainty_score":0.05074972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070944467646345,"score_gpt":0.4945501992052168,"score_spread":0.3874557524405823,"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."}}