{"id":"W4408156984","doi":"10.1186/s12885-025-13587-1","title":"Trends in symptom severity and complexity in patients undergoing radiation therapy","year":2025,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Alberta Cancer Foundation; University of Calgary","funders":"","keywords":"Medicine; Surgical oncology; Radiation therapy; MEDLINE; Oncology; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00007299187,0.00007144509,0.0001537404,0.0001903349,0.00001942346,0.000009277598,0.00002559089,0.00004830597,0.0001112703],"category_scores_gemma":[0.00001081394,0.00006883496,0.0000253518,0.000386366,0.00002623693,0.00004785868,0.00001516458,0.00008911772,5.042701e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003049643,"about_ca_system_score_gemma":0.0001241083,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006536184,"about_ca_topic_score_gemma":0.1662012,"domain_scores_codex":[0.9994667,0.00003601823,0.0001263823,0.0001620928,0.00009214863,0.0001166497],"domain_scores_gemma":[0.9997914,0.00003538381,0.00002491942,0.00009918367,0.000021249,0.00002780572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002798219,0.00004706093,0.8877634,0.00004397835,0.000006822521,4.198226e-7,0.0005011062,0.000006897647,0.000004628422,0.00009603787,0.0002505322,0.1109993],"study_design_scores_gemma":[0.003475482,0.00004466923,0.9930776,0.0001379836,0.000005854979,1.090166e-7,0.00008040448,0.0001690923,0.00005312124,0.0001752272,0.002718135,0.00006227464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945515,0.001764055,0.00001696764,0.0003738094,0.0002825603,0.0001326979,0.00001113097,0.00001471131,0.002852535],"genre_scores_gemma":[0.9982957,0.0005102733,0.00001667663,0.0006089137,0.00003756316,0.00003349425,0.00002495703,0.000005348433,0.0004671051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.159665,"threshold_uncertainty_score":0.9880799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04068004518313428,"score_gpt":0.3230936134080245,"score_spread":0.2824135682248902,"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."}}