{"id":"W2016042230","doi":"10.1016/j.brachy.2012.03.002","title":"A phantom study to assess accuracy of needle identification in real-time planning of ultrasound-guided high-dose-rate prostate implants","year":2012,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"BC Cancer Agency; Varian Medical Systems","keywords":"Medicine; Imaging phantom; Ultrasound; Medical physics; Identification (biology); Prostate; Radiology; Nuclear medicine; Internal medicine","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":[0.0007217808,0.0001947547,0.0005321325,0.0002267965,0.00003442743,0.00001822838,0.00009870913,0.00004332214,0.00005931353],"category_scores_gemma":[0.00009906518,0.0001639447,0.00005897291,0.0004298868,0.00002685237,0.0002678546,0.00002072819,0.00007989962,0.00002200952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001307928,"about_ca_system_score_gemma":0.00009417644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008847339,"about_ca_topic_score_gemma":0.00001805517,"domain_scores_codex":[0.9983122,0.0001318834,0.0006678831,0.0002703853,0.0002717517,0.0003459425],"domain_scores_gemma":[0.9986312,0.0003129783,0.0003728585,0.0004003229,0.0001401931,0.000142448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007411388,0.002861882,0.6800389,0.00007481428,0.000170847,0.00001848973,0.01011036,0.00004777619,0.3021369,0.00002716454,0.0005873024,0.003184441],"study_design_scores_gemma":[0.003824231,0.0009351156,0.8394616,0.0002137915,0.00006221001,0.0000249494,0.0008878452,0.00001047474,0.1543515,0.0000352582,0.00007041515,0.0001226552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996858,0.0004452005,0.00002225901,0.0001191533,0.0001565354,0.002157673,0.00009114206,0.00003517179,0.0001148893],"genre_scores_gemma":[0.9985015,0.000466843,0.0003194861,0.00009389047,0.00007415478,0.0002659593,0.000108352,0.00003516398,0.0001346116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1594226,"threshold_uncertainty_score":0.668547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06457510557295754,"score_gpt":0.3806637406059,"score_spread":0.3160886350329425,"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."}}