{"id":"W4412820066","doi":"10.1002/cam4.71096","title":"Patient‐Reported Symptoms and Mental Health Event Risks in Adolescents and Young Adults With Cancer","year":2025,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; St. Michael's Hospital; Ontario Institute for Cancer Research; Centre for Addiction and Mental Health; Sunnybrook Hospital; Health Sciences Centre; Occupational Cancer Research Centre; Public Health Ontario; Hospital for Sick Children; University of Toronto","funders":"Canadian Institutes of Health Research; Terry Fox Research Institute; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Medicine; Hazard ratio; Anxiety; Depression (economics); Cancer; Mental health; Confidence interval; Psychological intervention; Young adult; Emergency department; Adverse effect; Psychiatry; Internal medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003352564,0.0002897535,0.0007669367,0.0002433212,0.0001001944,0.000008529757,0.00005976554,0.00008168318,0.00006686596],"category_scores_gemma":[0.00006849843,0.000221819,0.00002747544,0.0004555965,0.0002988225,0.00007525534,0.00006756673,0.0003512303,4.25086e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005265446,"about_ca_system_score_gemma":0.0005823328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05252642,"about_ca_topic_score_gemma":0.02161328,"domain_scores_codex":[0.997678,0.00008675477,0.0006966033,0.0006014284,0.0005243859,0.0004128097],"domain_scores_gemma":[0.9989359,0.00002544956,0.0002769771,0.0003080474,0.0001038037,0.0003498137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001297014,0.0001303159,0.9144785,0.001449253,0.0001605704,0.00002924391,0.01056185,0.000002814025,0.00005015376,0.00001382502,0.003267932,0.06855857],"study_design_scores_gemma":[0.01329478,0.000920687,0.9498874,0.02868688,0.0001161941,0.00005421412,0.003769889,0.0001308902,0.00007711579,0.00001707487,0.002838888,0.0002059742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153543,0.0524684,0.00002775654,0.02973187,0.0008621773,0.001254652,0.00003088994,0.00005195131,0.0002180124],"genre_scores_gemma":[0.981438,0.008301254,0.00002653217,0.009633099,0.0002163404,0.0001653358,0.00003186298,0.00002815433,0.000159419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06835259,"threshold_uncertainty_score":0.9962397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01965349735582169,"score_gpt":0.351464814618939,"score_spread":0.3318113172631173,"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."}}