{"id":"W4205639064","doi":"10.30683/1927-7229.2021.10.05","title":"E-Survey: Current Status of Proton Beam Therapy in USA","year":2021,"lang":"en","type":"article","venue":"Journal of Analytical Oncology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada","funders":"","keywords":"Proton therapy; Medicine; Proton; Radiation treatment planning; Radiation therapy; Pencil-beam scanning; Medical physics; Beam (structure); Cancer therapy; Cancer; Nuclear physics; Internal medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002922255,0.0001526584,0.0002386527,0.00270019,0.0003953908,0.001142101,0.0004826861,0.0006339435,0.005725896],"category_scores_gemma":[0.009396308,0.0001412585,0.0002962027,0.006001083,0.0003174979,0.00137292,0.00083025,0.0004319007,0.001222422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112172,"about_ca_system_score_gemma":0.002308348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01497479,"about_ca_topic_score_gemma":0.01983772,"domain_scores_codex":[0.9974801,0.0009323413,0.0004358683,0.0002335818,0.0006583462,0.0002596639],"domain_scores_gemma":[0.9836184,0.00515486,0.003557864,0.0003961019,0.005920643,0.001352053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002038783,0.0002084286,0.6330717,0.001603065,0.00006348708,0.0001585417,0.001489916,0.0002876824,0.0008747028,0.001183351,0.07686758,0.2839877],"study_design_scores_gemma":[0.000008492039,0.0002588308,0.8517091,0.0006286972,0.00003589173,0.0005565085,0.005454681,0.0004234842,0.0006850366,0.0001953013,0.1400139,0.00003006555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7375774,0.04622786,0.004608115,0.0411422,0.0008508606,0.0005453319,0.06009229,0.0007876495,0.1081683],"genre_scores_gemma":[0.919772,0.03049211,0.005139936,0.01126064,0.0003565914,0.0004382428,0.02185225,0.0000833963,0.01060474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01497479,"threshold_uncertainty_score":0.02977526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07253116134125298,"score_gpt":0.4183690719797373,"score_spread":0.3458379106384843,"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."}}