{"id":"W2054870160","doi":"10.1118/1.1871372","title":"Brachytherapy needle deflection evaluation and correction","year":2005,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Robarts Clinical Trials","funders":"","keywords":"Brachytherapy; Deflection (physics); Dosimetry; Prostate brachytherapy; Biomedical engineering; Nuclear medicine; Fiducial marker; Ultrasound; Materials science; Cannula; Medicine; Optics; Radiation therapy; Surgery; Radiology; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002015631,0.0000897265,0.00009743745,0.00001899501,0.00008580157,0.00001603183,0.00004685331,0.00004165717,0.0006927216],"category_scores_gemma":[0.00001006768,0.00008378912,0.00003247618,0.0001119471,0.00005126869,0.0001964081,0.000009841616,0.0001639724,0.000006754516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004985748,"about_ca_system_score_gemma":0.00004343947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004409844,"about_ca_topic_score_gemma":0.000003703217,"domain_scores_codex":[0.9992478,0.00003768977,0.0001147569,0.0001528429,0.0003261935,0.00012065],"domain_scores_gemma":[0.9996794,0.00004052579,0.00005274838,0.0001021439,0.00005322636,0.00007196157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007537188,0.00007398111,0.006929871,0.000001191799,0.0000158344,5.527325e-8,0.0001439833,0.00009363592,0.0005403846,0.0007704762,0.001514009,0.9899091],"study_design_scores_gemma":[0.004488699,0.0004982448,0.01034102,0.0001296792,0.0001196941,0.00001612711,0.0001337588,0.5572665,0.1730334,0.1047334,0.1481721,0.00106723],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0857527,0.0001721043,0.9074722,0.0004256348,0.0002862451,0.0002190185,0.000001133276,0.0001178391,0.005553148],"genre_scores_gemma":[0.995685,0.00003473642,0.001867691,0.0003006385,0.001818121,0.00004945973,0.00001576697,0.00001716624,0.0002114079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9888418,"threshold_uncertainty_score":0.7584816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329640867712094,"score_gpt":0.3259123747478939,"score_spread":0.3126159660707729,"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."}}