{"id":"W4392598583","doi":"10.1002/mp.17017","title":"A comprehensive quality assurance protocol for electromagnetic tracking in brachytherapy","year":2024,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier de l'Université Laval","funders":"Friedrich-Alexander-Universität Erlangen-Nürnberg; Elekta","keywords":"Quality assurance; Imaging phantom; Jitter; Computer science; Protocol (science); Brachytherapy; Tracking (education); Dosimetry; Generator (circuit theory); Medical physics; Simulation; Real-time computing; Medicine; Nuclear medicine; Radiation therapy; Radiology; Physics; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02838555,0.001333465,0.001154862,0.002169736,0.001479009,0.001497062,0.001997526,0.001796692,0.005904297],"category_scores_gemma":[0.0292072,0.0008444295,0.0009402856,0.001531026,0.001485399,0.0009815431,0.00138725,0.001846411,0.00365762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517797,"about_ca_system_score_gemma":0.004391148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007869145,"about_ca_topic_score_gemma":0.00120658,"domain_scores_codex":[0.9784781,0.009132638,0.002686888,0.002210602,0.006845276,0.0006466006],"domain_scores_gemma":[0.9570819,0.008038288,0.003539894,0.0115765,0.01910411,0.0006594295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004455371,0.003375036,0.01143065,0.002755578,0.0001933858,0.001198226,0.004450564,0.01267655,0.5602012,0.009199014,0.0252047,0.3648597],"study_design_scores_gemma":[0.001336208,0.01574438,0.05615936,0.001301904,0.0003792925,0.003809567,0.0007861845,0.0344471,0.4968115,0.005863882,0.3826238,0.000736905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.07403,0.001054403,0.8344483,0.0005320363,0.0005423285,0.06964321,0.002553665,0.006360488,0.01083559],"genre_scores_gemma":[0.1069636,0.00062883,0.7719522,0.0007923649,0.0001676366,0.1090402,0.004587757,0.001039807,0.004827531],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.02838555,"threshold_uncertainty_score":0.1501189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03116614945027253,"score_gpt":0.4012007702260307,"score_spread":0.3700346207757582,"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."}}