{"id":"W4410085625","doi":"10.1200/jco-24-01861","title":"Development and Validation of a Novel Prediction Model for Hearing Loss From Cisplatin Chemotherapy","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; BC Children's Hospital; University of British Columbia","funders":"National Center for Advancing Translational Sciences; National Institute on Deafness and Other Communication Disorders; National Cancer Institute","keywords":"Medicine; Ototoxicity; Cisplatin; Cohort; Internal medicine; Oncology; Area under the curve; Chemotherapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003497144,0.0008705482,0.000841355,0.0008956366,0.0003051636,0.0008725306,0.0008194423,0.0005029818,0.0007300291],"category_scores_gemma":[0.005874604,0.0002458242,0.0007232277,0.0003503371,0.0002038938,0.0004478183,0.0007098811,0.001168162,0.000322577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008062592,"about_ca_system_score_gemma":0.001411019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01101188,"about_ca_topic_score_gemma":0.007664138,"domain_scores_codex":[0.9993458,0.0002229256,0.00005387909,0.0001808092,0.0001322318,0.00006431237],"domain_scores_gemma":[0.9974512,0.001420569,0.0002037645,0.0001214349,0.0007135491,0.00008942799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00067367,0.0007303022,0.2752512,0.00008257233,0.0006461787,0.0002433526,0.000103911,0.5307469,0.003458698,0.0004069794,0.00411348,0.1835429],"study_design_scores_gemma":[0.0000193907,0.0001280533,0.009458111,0.00001306932,0.00005377717,0.00003741377,0.00001529819,0.9890308,0.0008166474,0.0001926303,0.00022699,0.000007956072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8853304,0.0005992781,0.1088686,0.0005566983,0.0001033056,0.000247865,0.001501951,0.001092151,0.001699567],"genre_scores_gemma":[0.979765,0.0001092754,0.01770147,0.00008293037,0.00002322813,0.0001093772,0.0016197,0.00002312949,0.0005659094],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01101188,"threshold_uncertainty_score":0.02189553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2775857154490805,"score_gpt":0.4759176810034321,"score_spread":0.1983319655543517,"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."}}