{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009099375,0.0000755531,0.0005878378,0.0002206918,0.000009384017,0.000004450723,0.00005806374,0.0001093839,0.001064299],"category_scores_gemma":[0.0008343308,0.00005547344,0.0001580956,0.000445749,0.00007507057,0.00005417665,0.00001123045,0.0004185615,0.00001047288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002138327,"about_ca_system_score_gemma":0.001329734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001581832,"about_ca_topic_score_gemma":0.00001606948,"domain_scores_codex":[0.9984496,0.0002718971,0.0007182962,0.00009292011,0.0002634519,0.000203878],"domain_scores_gemma":[0.9984987,0.0004414678,0.0003223418,0.0001116085,0.0004206701,0.0002051708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002323637,0.00245017,0.9180661,0.00005202706,0.0002097883,0.000299637,0.0001782154,0.00006449057,0.003071488,0.0001704219,0.001393284,0.07172071],"study_design_scores_gemma":[0.005147894,0.004281278,0.8860346,0.00006699123,0.00005334792,0.0001453792,0.00005974779,0.000417584,0.00893866,0.0001913618,0.09459855,0.00006457917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932891,0.003848844,0.0001886615,0.0009809282,0.0002299121,0.0001399383,0.000003708995,0.000001219314,0.001317656],"genre_scores_gemma":[0.9935576,0.005297482,0.0002874956,0.0004862851,0.0001763403,0.000001416359,0.000003821059,0.00000686537,0.0001827463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09320527,"threshold_uncertainty_score":0.9998488,"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."}}