{"id":"W4384927142","doi":"10.1016/j.radonc.2023.109816","title":"An international approach to estimating the indications and number of eligible patients for carbon ion radiation therapy (CIRT) in Australia","year":2023,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Carbon Ion Radiotherapy; Medicine; Referral; Radiation therapy; Family medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003910488,0.00008053154,0.0001834724,0.0001872359,0.00005596381,0.00001218642,0.00006826146,0.0001038287,0.00001217098],"category_scores_gemma":[0.00004179154,0.0000614091,0.00002390472,0.0002843737,0.00005207037,0.00007407623,0.00000502425,0.00007668803,6.783439e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028146,"about_ca_system_score_gemma":0.00004206739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008756461,"about_ca_topic_score_gemma":0.000006802937,"domain_scores_codex":[0.9992936,0.00007318267,0.0002290564,0.0001823015,0.00009841278,0.0001234754],"domain_scores_gemma":[0.9995239,0.0001569978,0.00009898956,0.0001183401,0.00004257721,0.00005918257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007940449,0.0004994433,0.8575119,0.0000274542,0.0001010465,3.772134e-7,0.007600385,0.0006270052,0.005361443,0.001745473,0.0004340916,0.1252973],"study_design_scores_gemma":[0.005323255,0.001016551,0.9445832,0.00001534434,0.00001394424,0.00001026157,0.0001659498,0.04015322,0.000898723,0.0006631013,0.007052224,0.0001041985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969009,0.0001097652,0.0008525283,0.0008708239,0.0001941227,0.0007257276,0.000009107103,0.00002179599,0.0003152651],"genre_scores_gemma":[0.9931043,0.0004927325,0.005397276,0.0005103394,0.0001872987,0.0001331391,0.00008329642,0.0000128058,0.00007877123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251931,"threshold_uncertainty_score":0.250419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372760659430051,"score_gpt":0.3849882690513682,"score_spread":0.3512606624570677,"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."}}