{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003941881,0.0002908953,0.000640055,0.000484232,0.00009779391,0.00003509824,0.00009445784,0.0001058025,0.000304303],"category_scores_gemma":[0.000103987,0.0002321531,0.0001874164,0.001007279,0.0001179462,0.000118416,0.00004033798,0.0001529689,0.00003124915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001103732,"about_ca_system_score_gemma":0.00007611215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004171031,"about_ca_topic_score_gemma":0.000002464539,"domain_scores_codex":[0.9980061,0.0001001887,0.0005594537,0.0005617887,0.0003544669,0.0004179833],"domain_scores_gemma":[0.9985105,0.0005453474,0.0002301181,0.0003438066,0.0001919767,0.0001782734],"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":[0.02359763,0.002157642,0.3894158,0.0008797295,0.00151754,0.0001361302,0.001482436,0.00009411475,0.04248282,0.0002315035,0.003281322,0.5347234],"study_design_scores_gemma":[0.07685784,0.02641001,0.7164598,0.0007190394,0.0004418604,0.0003028582,0.0003546927,0.01332587,0.1377275,0.003343874,0.02254883,0.001507942],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925861,0.002002537,0.001755878,0.0002584741,0.0003939984,0.002259827,0.00007138063,0.0005059338,0.0001658425],"genre_scores_gemma":[0.9954813,0.0005758642,0.002983747,0.0003056065,0.0001636766,0.0001444482,0.00009397924,0.00005850513,0.000192876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5332155,"threshold_uncertainty_score":0.946693,"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."}}