{"id":"W4406863346","doi":"10.3390/curroncol32020062","title":"Symptoms, Symptom Profiles, and Healthcare Utilization in Patients with Hematologic Malignancies: A Retrospective Observational Cohort Study and Latent Class Analysis","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Alberta Health Services; Queen's University; St. Paul's Hospital; Trinity Western University; Occupational Cancer Research Centre; University of Calgary; University of Victoria","funders":"Canada Research Chairs; Alberta Cancer Foundation","keywords":"Medicine; Observational study; Retrospective cohort study; Cohort; Emergency department; Quality of life (healthcare); Health care; Pediatrics; Hematologic Neoplasms; Internal medicine; Emergency medicine; Cancer; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001647473,0.000234407,0.0004397214,0.00087182,0.000645261,0.0009508233,0.000392522,0.0004187891,0.001036245],"category_scores_gemma":[0.003885181,0.0004037297,0.0008292905,0.001632625,0.0002935147,0.0006756661,0.0008405336,0.001081844,0.0001720212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004321567,"about_ca_system_score_gemma":0.0006574951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009364473,"about_ca_topic_score_gemma":0.01218857,"domain_scores_codex":[0.9990026,0.000317066,0.0001394338,0.0001713852,0.0001734426,0.000196023],"domain_scores_gemma":[0.997313,0.0005047712,0.001313359,0.0003419396,0.0001760989,0.0003508899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006077307,0.00003890752,0.9995106,0.000003294859,0.00003506822,0.00001842208,0.0000376945,0.000017684,0.00003180668,0.000009724719,0.00004257539,0.000193542],"study_design_scores_gemma":[0.00001369818,0.000119711,0.9988652,0.000007316426,0.00003466904,0.0001419858,0.0002979175,0.0003572822,0.0000206916,0.00002470234,0.0001117936,0.000004967084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991707,0.00009642352,0.00009239749,0.00003329144,0.000003788459,0.00001601283,0.0004622052,0.000001855394,0.0001233687],"genre_scores_gemma":[0.9991605,0.00006368395,0.0000969103,0.00002465599,0.000005923373,0.00002088673,0.0005728816,0.000001564847,0.00005296924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009364473,"threshold_uncertainty_score":0.01861995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06495504993605238,"score_gpt":0.3690356932750659,"score_spread":0.3040806433390135,"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."}}