{"id":"W2949656428","doi":"10.1503/cmaj.190008","title":"Proton beam therapy for cancer","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; Princess Margaret Cancer Centre; Hospital for Sick Children; University Health Network","funders":"Pediatric Oncology Group of Ontario; Public Health Agency of Canada","keywords":"Radiation therapy; Cancer; Proton therapy; Modality (human–computer interaction); Medical physics; Medicine; External beam radiotherapy; Beam (structure); Cancer research; Radiology; Computer science; Nuclear medicine; Internal medicine; Optics; Brachytherapy; Physics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001104394,0.00008535212,0.0002020478,0.0001484832,0.0001150237,0.00004181478,0.0000905413,0.000297553,0.01353028],"category_scores_gemma":[0.0004618999,0.00007006542,0.0001263704,0.0001583796,0.0000112419,0.00008486451,0.000001942186,0.0004537092,0.0001771051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008081306,"about_ca_system_score_gemma":0.003421976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000688265,"about_ca_topic_score_gemma":0.0007029066,"domain_scores_codex":[0.9984996,0.00004526325,0.000265034,0.0001174807,0.0007373283,0.0003352572],"domain_scores_gemma":[0.9982635,0.0001248466,0.0001501234,0.00008140615,0.0003312754,0.001048876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001714193,0.00006963377,0.726846,0.00003830624,0.0003471114,0.0000275581,0.0002973647,0.000009535576,0.0004045206,0.0001589826,0.14974,0.1218895],"study_design_scores_gemma":[0.003426813,0.0002227207,0.05444017,0.00005178896,0.00001344994,0.00006510199,0.00006707403,0.0002435215,0.0007492987,0.0001130317,0.9405144,0.0000925556],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264433,0.001414678,0.0001175881,0.06514844,0.001836839,0.00144138,0.00003574937,0.00002841858,0.003533628],"genre_scores_gemma":[0.8823221,0.001768853,0.0002155583,0.09750015,0.005581234,0.0001477823,0.00003159919,0.00005002886,0.0123827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7907744,"threshold_uncertainty_score":0.9873715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009012760420388925,"score_gpt":0.2826139985534187,"score_spread":0.2736012381330298,"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."}}