{"id":"W2916277552","doi":"10.1097/01.cot.0000373735.67596.85","title":"Proton Beam Radiation Therapy: Balancing Evidence-Based Use with the Bottom Line (Part 4 of a Multipart Investigation)","year":2010,"lang":"en","type":"article","venue":"Oncology Times","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Proton; Line (geometry); Beam (structure); Top-down and bottom-up design; Radiation; Computer science; Optics; Physics; Nuclear physics; Geometry; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003038014,0.0001346175,0.0002011112,0.00004776221,0.0000945653,0.00001997426,0.0001540859,0.00007312077,0.0003048657],"category_scores_gemma":[0.00003154727,0.00008454778,0.00004740766,0.0001432681,0.0002646713,0.0003128533,0.00001090282,0.000297701,0.000003118745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002800568,"about_ca_system_score_gemma":0.0002834707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001156339,"about_ca_topic_score_gemma":0.00001369789,"domain_scores_codex":[0.9992448,0.0001042793,0.0001945981,0.0001848466,0.0001163901,0.0001550991],"domain_scores_gemma":[0.998711,0.0005548226,0.0002828818,0.0002973762,0.0001112591,0.00004264094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003685309,0.0002971073,0.6580974,0.00001765753,0.0001657415,0.000001453366,0.0008542656,0.0007894083,0.2636974,0.002018218,0.005500362,0.0681925],"study_design_scores_gemma":[0.001496258,0.001138162,0.01305414,0.00009762431,0.00003710857,0.000001865384,0.00004262369,0.003720884,0.774012,0.0005995403,0.2055437,0.0002561813],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632767,0.0001415871,0.03087783,0.003397258,0.0001066295,0.001709902,0.00001374973,0.0001127286,0.0003636396],"genre_scores_gemma":[0.9436622,0.00002636887,0.0540736,0.0006192801,0.0003692043,0.000563088,0.00002823207,0.00003088686,0.0006271546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6450433,"threshold_uncertainty_score":0.3447758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362347710019319,"score_gpt":0.2960907665680271,"score_spread":0.2724672894678339,"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."}}