{"id":"W4411134922","doi":"10.1016/j.jmir.2025.101956","title":"The Pediatric Clinical Specialist Radiation Therapist (CSRT): Advancing Care and Innovation in Pediatric Radiotherapy","year":2025,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Radiation Therapist; Radiation therapy; Medicine; Medical physics; Psychology; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01566424,0.0003984248,0.0004000666,0.001479293,0.004114477,0.007830305,0.001449314,0.009462842,0.009338348],"category_scores_gemma":[0.03020708,0.0003191516,0.000434318,0.001674776,0.004400882,0.00784008,0.007648877,0.01138847,0.001465607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008177415,"about_ca_system_score_gemma":0.05749439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006043313,"about_ca_topic_score_gemma":0.02031601,"domain_scores_codex":[0.9913092,0.003758328,0.0004828189,0.0007242656,0.002218335,0.001507067],"domain_scores_gemma":[0.9422801,0.01703029,0.003827491,0.0009304151,0.005730513,0.0302012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000689507,0.0002132629,0.01375941,0.0009823727,0.00003189977,0.002215583,0.006508601,0.0005078118,0.0007675566,0.08713764,0.5124387,0.3753683],"study_design_scores_gemma":[0.00005775494,0.0002527713,0.0122061,0.003041116,0.00003282076,0.004924118,0.01483971,0.0008363068,0.0008701002,0.04983674,0.913029,0.00007353911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006708457,0.03883472,0.002355769,0.930728,0.006431596,0.00003256287,0.00004090731,0.0001058775,0.0147621],"genre_scores_gemma":[0.4111307,0.2063131,0.03892734,0.2881396,0.03078276,0.0002600013,0.0001951495,0.0002421569,0.02400911],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01566424,"threshold_uncertainty_score":0.0828414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522185419458765,"score_gpt":0.4319954041741461,"score_spread":0.4167735499795585,"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."}}