{"id":"W4413856533","doi":"10.1093/noajnl/vdaf166.005","title":"44 HEALTH CARE PROVIDER EXPERIENCE IN THE REFERRAL OF CANADIAN PAEDIATRIC ONCOLOGY PATIENTS FOR PROTON BEAM RADIATION: A SURVEY-BASED ANALYSIS","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation oncology; Referral; Medicine; Family medicine; Proton; Medical physics; Oncology; Radiation therapy; Internal medicine; Nuclear physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001148788,0.0002020669,0.000862376,0.001318931,0.0001637602,0.000008979756,0.0003080958,0.0001794386,0.00001155941],"category_scores_gemma":[0.001920876,0.0001667201,0.0001696633,0.00315903,0.0001938975,0.0001140168,0.00002596807,0.0003182442,9.415513e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008359164,"about_ca_system_score_gemma":0.004950356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05022967,"about_ca_topic_score_gemma":0.6359742,"domain_scores_codex":[0.9966615,0.00120213,0.0008291089,0.0005287711,0.0002999827,0.0004784568],"domain_scores_gemma":[0.9963071,0.002316731,0.0004650718,0.0004454065,0.0003015896,0.0001641451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009661238,0.0004330845,0.9581236,0.0005426183,0.00008602681,0.000006321503,0.01071537,0.0004010097,0.00001291746,0.00004707011,0.002698421,0.02596743],"study_design_scores_gemma":[0.004615343,0.003673824,0.6396525,0.00003850611,0.0002095375,0.000001493363,0.004092856,0.0001261455,0.0003957507,0.00002679131,0.3470054,0.0001618319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566414,0.005111018,0.0002667651,0.02733048,0.001081599,0.007832378,0.0003340174,0.00005345704,0.001348894],"genre_scores_gemma":[0.9759856,0.0002186207,0.0006752163,0.02134413,0.00009913454,0.001297924,0.0003550438,0.00001364836,0.00001061029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5857446,"threshold_uncertainty_score":0.9560949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04432635213507137,"score_gpt":0.3976748977193219,"score_spread":0.3533485455842506,"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."}}