{"id":"W4396826008","doi":"10.1016/j.jmir.2024.03.043","title":"Skin Brachytherapy with Custom Three-Dimensional Printed Surface Mould Applicators: Expanding the Role of the Radiation Therapist","year":2024,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Metropolitan University; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Brachytherapy; Radiation Therapist; 3d printed; Medical physics; Radiation; Materials science; Biomedical engineering; Nuclear medicine; Medicine; Radiation therapy; Radiology; Optics; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.001686378,0.00008937513,0.0001864083,0.00008753438,0.0002344764,0.00007050677,0.0001961913,0.00003431364,0.00003183669],"category_scores_gemma":[0.0001160787,0.00003633052,0.0000665001,0.0004661824,0.00072556,0.0001650537,0.00003097485,0.0003110944,7.331035e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005098134,"about_ca_system_score_gemma":0.000406555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005046525,"about_ca_topic_score_gemma":0.000008179966,"domain_scores_codex":[0.9980538,0.00007001354,0.0003109801,0.0001429384,0.001294831,0.0001274238],"domain_scores_gemma":[0.9990707,0.0004314709,0.0002376566,0.00009308365,0.0000825509,0.00008453269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001214053,0.00008017108,0.436612,0.00005778603,0.0002386587,0.00001807012,0.003475311,0.0004243453,0.003207166,0.0009048508,0.002279514,0.5525807],"study_design_scores_gemma":[0.003660711,0.0006185446,0.7472721,0.002647216,0.0003198801,0.002833246,0.00926577,0.1383423,0.02403682,0.003188156,0.0674578,0.0003574062],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8920671,0.05491678,0.001283634,0.05092949,0.0004520446,0.0001622717,0.000001653099,0.00001100125,0.0001760327],"genre_scores_gemma":[0.9976372,0.001219649,0.0002608392,0.0004500179,0.0004057338,0.000002516722,2.583265e-7,0.000006623463,0.00001722658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5522233,"threshold_uncertainty_score":0.2673356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009940307131618857,"score_gpt":0.3087825934076665,"score_spread":0.2988422862760476,"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."}}