{"id":"W2778917670","doi":"10.1016/j.prro.2017.12.008","title":"Intrapatient study comparing 3D printed bolus versus standard vinyl gel sheet bolus for postmastectomy chest wall radiation therapy","year":2017,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Bolus (digestion); Medicine; Dosimetry; Nuclear medicine; Radiation therapy; Radiology; Biomedical engineering; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005890878,0.0002817486,0.0005252023,0.0001139096,0.0006087369,0.0001868859,0.0003230284,0.0001406228,0.0002510414],"category_scores_gemma":[0.0003893159,0.0002781666,0.0001166473,0.00007760881,0.000115696,0.0007337986,0.00007206938,0.0004070175,0.000009787015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006794612,"about_ca_system_score_gemma":0.00032451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000165006,"about_ca_topic_score_gemma":0.00003119422,"domain_scores_codex":[0.9980229,0.0002347291,0.000517253,0.0005075983,0.0002715746,0.0004460115],"domain_scores_gemma":[0.9972672,0.0009170729,0.0008217052,0.0006066362,0.0002261191,0.0001613041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009093219,0.002057787,0.09838191,0.00001111827,0.000592155,0.000006227455,0.001521121,0.0002716731,0.0006556412,0.008902069,0.001136791,0.8773703],"study_design_scores_gemma":[0.03541076,0.01233713,0.1492092,0.00001662971,0.0002020621,0.00000528197,0.0005565209,0.04547805,0.004822472,0.001817276,0.7491997,0.0009448471],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5377426,0.0001580618,0.4421184,0.005323582,0.001803668,0.005348134,0.00007558248,0.0003300611,0.007099914],"genre_scores_gemma":[0.969307,0.00008237904,0.02904005,0.0001754227,0.0006130726,0.0006084764,0.00007996101,0.00005395086,0.00003969899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8764254,"threshold_uncertainty_score":0.999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05105835229242184,"score_gpt":0.4132676396105381,"score_spread":0.3622092873181163,"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."}}