{"id":"W4225130992","doi":"10.1016/j.clml.2022.04.011","title":"Predicting the Risks of Aggressive-Intent Chemotherapy Toxicity in Older Patients With Lymphoma: A Prospective Observational Pilot Study","year":2022,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Frailty in Older Adults","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre","funders":"Princess Margaret Cancer Foundation","keywords":"Medicine; Internal medicine; Geriatric oncology; Prospective cohort study; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0009854715,0.0005432672,0.0005789397,0.0004042338,0.0006094443,0.0008402349,0.000332552,0.0006096563,0.001044169],"category_scores_gemma":[0.002631078,0.0003827951,0.0008902157,0.0007526406,0.0003438809,0.0007444967,0.0006405092,0.001073764,0.0001961093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039062,"about_ca_system_score_gemma":0.0005124503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005017563,"about_ca_topic_score_gemma":0.004577843,"domain_scores_codex":[0.9996021,0.0001333522,0.00004229728,0.00009861311,0.00004118453,0.00008243088],"domain_scores_gemma":[0.9980987,0.0003430757,0.0007049108,0.0001941335,0.0001474178,0.0005118739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001956452,0.0004666721,0.9955525,0.00001527897,0.0001868032,0.0000548283,0.0001077524,0.00005327039,0.0001811108,0.00001796869,0.00009081601,0.001316622],"study_design_scores_gemma":[0.0003038002,0.002104734,0.9963065,0.00001169242,0.0001957401,0.0001632789,0.0002613948,0.0003743212,0.00004826514,0.00004651349,0.0001726491,0.00001107778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996339,0.00006549358,0.00004293585,0.00001500644,0.000003391526,0.000014392,0.0001371303,8.92454e-7,0.00008690901],"genre_scores_gemma":[0.999492,0.00006098612,0.00007741453,0.00003342742,0.00001599667,0.00001837575,0.0002404505,7.724225e-7,0.00006050609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005017563,"threshold_uncertainty_score":0.009976685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0758603787867388,"score_gpt":0.3493106045989104,"score_spread":0.2734502258121716,"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."}}