{"id":"W4392192282","doi":"10.3390/curroncol31030094","title":"High Symptom Burden in Patients Receiving Radiotherapy and Factors Associated with Being Offered an Intervention","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Intervention (counseling); Anxiety; Nausea; Radiation therapy; Logistic regression; Physical therapy; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001264853,0.0001400259,0.0004755931,0.0005847358,0.0004814216,0.0005835337,0.0002580765,0.0004062399,0.001772645],"category_scores_gemma":[0.01259881,0.0002238518,0.0005586594,0.0008404119,0.0002668137,0.000418421,0.0005185592,0.0009429012,0.0000980663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000599335,"about_ca_system_score_gemma":0.000921004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003827829,"about_ca_topic_score_gemma":0.006776359,"domain_scores_codex":[0.9981852,0.0007408292,0.0002789762,0.0001362908,0.0004024029,0.0002562492],"domain_scores_gemma":[0.9893728,0.002695575,0.006246397,0.0002133371,0.0003654193,0.001106582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001042553,0.0001001597,0.9968906,0.0000244955,0.00002876794,0.00003946387,0.000065881,0.00002092783,0.00004790089,0.000007439209,0.00008572295,0.002584512],"study_design_scores_gemma":[0.000007245143,0.000241941,0.9992518,0.00001691046,0.0000169702,0.0001089198,0.0001414659,0.00007783062,0.00002027603,0.000009734624,0.000102972,0.000003861829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983564,0.0006835529,0.00006595033,0.000264429,0.000009862202,0.00003385704,0.0001125679,0.000004491298,0.0004688484],"genre_scores_gemma":[0.9993562,0.0002073692,0.0001449723,0.00009111362,0.00001808424,0.00001637386,0.0001148388,0.000001405547,0.00004958417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003827829,"threshold_uncertainty_score":0.007611096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04538230834719494,"score_gpt":0.3564369025655432,"score_spread":0.3110545942183482,"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."}}