{"id":"W3111467980","doi":"10.1002/acm2.13133","title":"We are ready for clinical implementation of Carbon Ion Radiotherapy in the United States","year":2020,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carbon Ion Radiotherapy; Environmental science; Carbon fibers; Ion; Medical physics; Radiation therapy; Computer science; Medicine; Physics; Radiology; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008057177,0.0008287552,0.0004269575,0.0006050951,0.00333593,0.005660915,0.001638355,0.005609401,0.08967078],"category_scores_gemma":[0.01626222,0.0003807785,0.001124526,0.0004525159,0.002165148,0.004352202,0.004611549,0.01099712,0.02313971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003411005,"about_ca_system_score_gemma":0.0233576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112737,"about_ca_topic_score_gemma":0.01923665,"domain_scores_codex":[0.9954948,0.0009316031,0.0002771496,0.0004124409,0.001969406,0.0009146247],"domain_scores_gemma":[0.985429,0.001079324,0.0008396123,0.0009304666,0.004797909,0.006923714],"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":[0.00007775065,0.0002748305,0.001568886,0.0001306068,0.00001455701,0.0002100998,0.00008766335,0.000147068,0.0007276678,0.01197289,0.8675699,0.117218],"study_design_scores_gemma":[0.00008698936,0.0003428094,0.001925359,0.0004694969,0.00001537115,0.0002290324,0.0001975394,0.0001597063,0.0005303914,0.003008172,0.9930066,0.00002848535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00294323,0.01004334,0.007632768,0.8348125,0.02821691,0.0003260381,0.0006144983,0.002170972,0.1132396],"genre_scores_gemma":[0.1023357,0.03161391,0.08943266,0.6076167,0.02281806,0.001247698,0.00390257,0.001686754,0.1393459],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08967078,"threshold_uncertainty_score":0.2999786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277750749077976,"score_gpt":0.4698774957066899,"score_spread":0.3421024207988923,"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."}}