{"id":"W2059330989","doi":"10.1016/j.critrevonc.2010.04.003","title":"Are frailty markers useful for predicting treatment toxicity and mortality in older newly diagnosed cancer patients? Results from a prospective pilot study","year":2010,"lang":"en","type":"article","venue":"Critical Reviews in Oncology/Hematology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":124,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital; University of Toronto","funders":"","keywords":"Medicine; Grip strength; Logistic regression; Toxicity; Geriatric oncology; Prospective cohort study; Proportional hazards model; Performance status; Internal medicine; Cancer; Gerontology; Physical therapy","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","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001107712,0.0004599481,0.002206996,0.0001652977,0.00009679929,0.00001971419,0.0001867991,0.0003924063,0.0001120907],"category_scores_gemma":[0.03342557,0.0003717179,0.0001190453,0.0002772988,0.0005489063,0.0001367209,0.000140383,0.0008633061,0.00001026918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000700374,"about_ca_system_score_gemma":0.0002433751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001620646,"about_ca_topic_score_gemma":0.0675367,"domain_scores_codex":[0.9955428,0.0006329403,0.0016248,0.001240612,0.0002233593,0.0007354608],"domain_scores_gemma":[0.9929431,0.005404949,0.0003950451,0.0006522923,0.0002742192,0.0003303889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001708658,0.01228359,0.974008,0.0002634079,0.00009490217,0.0003356213,0.001623021,1.930665e-7,0.00005972677,0.0001671599,0.0007121861,0.008743542],"study_design_scores_gemma":[0.02607469,0.006762078,0.9619601,0.001169138,0.0003116307,0.0000264725,0.0006530282,0.0001376682,0.0001549885,0.0007647811,0.001696745,0.0002887195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847747,0.001869757,0.00003301167,0.002839352,0.0008203227,0.008868601,0.0003584663,0.00005574735,0.0003800133],"genre_scores_gemma":[0.9914863,0.0006391871,0.001773081,0.0009096229,0.0001719608,0.004886025,0.00005734612,0.0000400664,0.00003639268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06591606,"threshold_uncertainty_score":0.9998735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08229290768159514,"score_gpt":0.4132758791085545,"score_spread":0.3309829714269594,"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."}}