{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003108875,0.0002581361,0.0004752365,0.001982449,0.003019481,0.00169384,0.001674761,0.0007244553,0.002786783],"category_scores_gemma":[0.01437229,0.0004913349,0.000753621,0.004997161,0.001180412,0.000666817,0.001847979,0.00122153,0.0002084515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02537419,"about_ca_system_score_gemma":0.031003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9588802,"about_ca_topic_score_gemma":0.959142,"domain_scores_codex":[0.9949249,0.0009310725,0.0005863426,0.0004222524,0.001758848,0.001376506],"domain_scores_gemma":[0.9868307,0.002241184,0.003813394,0.0002554698,0.004104669,0.002754631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004206579,0.00005311882,0.9889467,0.000136953,0.00003362443,0.0001001527,0.00633911,0.00006862773,0.0000607837,0.00005847184,0.001193266,0.002966934],"study_design_scores_gemma":[0.000005118471,0.00004158148,0.981456,0.0001120597,0.00001175312,0.00007813588,0.01700076,0.0002183987,0.00003516316,0.000009105172,0.001015646,0.00001620803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929609,0.0004775201,0.00009038251,0.0008691102,0.00001350928,0.000186243,0.002815389,0.000007867039,0.00257915],"genre_scores_gemma":[0.9979988,0.0004402856,0.0001874235,0.0002555951,0.00000684246,0.00007614489,0.0008078568,0.000004468954,0.0002224557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04111981,"threshold_uncertainty_score":0.1841035,"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."}}