{"id":"W2970139360","doi":"10.3747/co.26.4869","title":"Utility of a Chemotherapy Toxicity Prediction Tool for Older Patients in a Community Setting","year":2019,"lang":"en","type":"article","venue":"Current Oncology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; Lions Gate Hospital; University of British Columbia; Royal Columbian Hospital","funders":"Fraser Health Authority","keywords":"Medicine; Toxicity; Chemotherapy; Intensive care medicine; Oncology; Bioinformatics; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003795447,0.0004139802,0.0004313099,0.001284088,0.0004106238,0.0008475177,0.0003897075,0.0004443823,0.001102175],"category_scores_gemma":[0.01709348,0.0001594378,0.0006808002,0.0007622234,0.0001645702,0.0005196926,0.0005897335,0.000600004,0.0002280405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008513039,"about_ca_system_score_gemma":0.001201664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00713153,"about_ca_topic_score_gemma":0.01557847,"domain_scores_codex":[0.9980903,0.0009202764,0.0002324235,0.0001377806,0.0004955635,0.000123628],"domain_scores_gemma":[0.9908605,0.002917015,0.003446065,0.0002144038,0.001534921,0.00102712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003125389,0.0004812819,0.969952,0.00004749296,0.00007834545,0.00006981027,0.0001920789,0.0003951266,0.0001383951,0.00001902796,0.0008636554,0.02745031],"study_design_scores_gemma":[0.0001209996,0.001758135,0.9915758,0.00007734501,0.00007837211,0.0002262886,0.0004010054,0.004689713,0.0001757363,0.00007419932,0.0008010164,0.00002154152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974796,0.0002431832,0.0003990307,0.000268015,0.0000173648,0.000226339,0.0003206224,0.00002812801,0.001017798],"genre_scores_gemma":[0.9977075,0.000102264,0.001541084,0.00009931799,0.00001455443,0.0001162482,0.0003003981,0.000001818516,0.0001167446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00713153,"threshold_uncertainty_score":0.02007246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0551182110994014,"score_gpt":0.3804257703114385,"score_spread":0.3253075592120371,"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."}}