{"id":"W4205812471","doi":"10.12700/aph.16.8.2019.8.7","title":"Needle Navigation and Catheter Reconstruction for Breast Brachytherapy Using Open Source Software","year":2019,"lang":"en","type":"article","venue":"Acta Polytechnica Hungarica","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Institute of Biomedical Imaging and Bioengineering; National Institute of General Medical Sciences; Southeastern Ontario Academic Medical Organization; National Institutes of Health; Canarie","keywords":"Brachytherapy; Open source; Open source software; Computer science; Software; Catheter; Medical physics; Radiology; Medicine; Radiation therapy; Operating system","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":[0.0009838045,0.0004899449,0.0003463135,0.0009700209,0.0001987513,0.0008096267,0.0009707744,0.0005870143,0.01031598],"category_scores_gemma":[0.0052547,0.0004590676,0.0005672162,0.0004576591,0.0002639807,0.0005589249,0.00092429,0.0006873368,0.001919245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003688299,"about_ca_system_score_gemma":0.0005610751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000689147,"about_ca_topic_score_gemma":0.0008337414,"domain_scores_codex":[0.9993379,0.0001482615,0.00008133613,0.0001153574,0.0002801269,0.00003706358],"domain_scores_gemma":[0.997511,0.001488355,0.0002149435,0.0003528031,0.0003633293,0.00006955047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001038252,0.0002780685,0.006715569,0.0002880235,0.0001170875,0.0005957244,0.0005613278,0.0223256,0.06179742,0.004942283,0.007771389,0.8935692],"study_design_scores_gemma":[0.0004306169,0.0006785861,0.02459638,0.0002029572,0.0001435405,0.004449466,0.0001823987,0.6323479,0.2279014,0.0098489,0.09893401,0.0002839562],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02420362,0.0001823528,0.9530213,0.00008504247,0.00006961156,0.0001121155,0.0001707291,0.01996206,0.002193118],"genre_scores_gemma":[0.2968028,0.0002102254,0.6913116,0.00009866316,0.00005698559,0.0003528963,0.000630528,0.00587555,0.004660769],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01031598,"threshold_uncertainty_score":0.03451043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245250856875315,"score_gpt":0.2691383251701105,"score_spread":0.2566858166013574,"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."}}