{"id":"W2739186614","doi":"10.1002/mp.12459","title":"A generic TG‐186 shielded applicator for commissioning model‐based dose calculation algorithms for high‐dose‐rate <sup>192</sup>Ir brachytherapy","year":2017,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Alberta; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Barncancerfonden; Generalitat Valenciana; Swedish Cancer Foundation","keywords":"Brachytherapy; Imaging phantom; Dosimetry; Shielded cable; Radiation treatment planning; Task group; Nuclear medicine; Monte Carlo method; Medical physics; Computer science; Physics; Radiation therapy; Mathematics; Medicine; Engineering; Radiology; Statistics","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":[0.0009258721,0.0005499439,0.0003827472,0.0003253232,0.0002239288,0.0009395521,0.001100409,0.000636482,0.003430931],"category_scores_gemma":[0.002166835,0.0003903699,0.0007425277,0.0005027552,0.0003257276,0.0004349523,0.0005351809,0.000464821,0.001000998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008355352,"about_ca_system_score_gemma":0.0009806845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009440221,"about_ca_topic_score_gemma":0.000914689,"domain_scores_codex":[0.9994537,0.0001398636,0.00003626194,0.00008539473,0.0002548152,0.00002997694],"domain_scores_gemma":[0.9991862,0.0002250526,0.0001228106,0.0002603605,0.0001662285,0.00003924521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005509117,0.0001091183,0.005643326,0.001047782,0.0001878529,0.0005219545,0.0004452573,0.6725255,0.1904193,0.009549032,0.007349245,0.1116507],"study_design_scores_gemma":[0.0001468388,0.0008073628,0.009139554,0.0001108065,0.0001875881,0.00224117,0.0001244055,0.7003542,0.2102969,0.002497545,0.07395593,0.0001377672],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05688785,0.0006658411,0.9301649,0.0001862382,0.00009029129,0.0003376445,0.0007226442,0.004301426,0.006643316],"genre_scores_gemma":[0.5183935,0.0004425039,0.475701,0.00009772101,0.00001507495,0.0002432903,0.001015529,0.00123063,0.00286079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003430931,"threshold_uncertainty_score":0.01147759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988232187795661,"score_gpt":0.3319134924939703,"score_spread":0.3020311706160137,"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."}}