{"id":"W4375949112","doi":"10.1016/j.brachy.2023.03.002","title":"Patient-specific cylinder templates for hybrid interstitial vaginal brachytherapy: Feasibility of automated 3-D design, 3D printing, and dosimetric outlook","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Cancer Agency; Kelowna General Hospital; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"BC Cancer Agency; BC Cancer Foundation","keywords":"Medicine; Brachytherapy; 3d printed; 3D printing; Medical physics; Biomedical engineering; Nuclear medicine; Radiology; Materials science; Radiation therapy; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008638058,0.0005303414,0.0003918404,0.0005562707,0.0002268088,0.001254652,0.0007884665,0.0008292482,0.002707681],"category_scores_gemma":[0.002380369,0.0006170486,0.0006650872,0.0005351849,0.0002887187,0.0005958783,0.0007181574,0.0005165871,0.00117233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004091312,"about_ca_system_score_gemma":0.0008462032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006162032,"about_ca_topic_score_gemma":0.0009401624,"domain_scores_codex":[0.9993254,0.0001065322,0.00005876691,0.00009031492,0.0003754973,0.00004353015],"domain_scores_gemma":[0.9986427,0.0005665424,0.0001544991,0.0004165185,0.0001464349,0.00007321696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009274664,0.0002924404,0.007453209,0.0008580534,0.0001151108,0.001072296,0.0005278367,0.06688215,0.6665156,0.006576067,0.005148193,0.2436315],"study_design_scores_gemma":[0.0001390557,0.001151047,0.01466622,0.0001386058,0.0002273659,0.009493854,0.0001546182,0.1920596,0.7289563,0.002713767,0.04984976,0.0004498382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.18085,0.003868405,0.7988942,0.0004703866,0.000294018,0.0004818023,0.001028167,0.003156813,0.01095623],"genre_scores_gemma":[0.6636356,0.001033485,0.3293678,0.0001794145,0.0000733589,0.0002340163,0.0006933677,0.0008382921,0.003944656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002707681,"threshold_uncertainty_score":0.009058118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0619345725900633,"score_gpt":0.3376628188692027,"score_spread":0.2757282462791394,"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."}}