{"id":"W4386800166","doi":"10.1016/j.brachy.2023.08.004","title":"Clinical implementation of 3D transvaginal ultrasound for intraoperative guidance of needle implant in template interstitial gynecologic high-dose-rate brachytherapy","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Pelvic floor disorders treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Foothills Medical Centre; University of Calgary","funders":"Canadian Institutes of Health Research; Alberta Innovates; Alberta Cancer Foundation","keywords":"Medicine; Implant; Brachytherapy; Vagina; Radiology; Ultrasound; Dosimetry; Surgery; Radiation therapy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008522119,0.0002828194,0.0008444206,0.0002958838,0.00005414644,0.00001148633,0.0001562212,0.0001657703,0.0002859158],"category_scores_gemma":[0.00008271377,0.0002456522,0.0002033368,0.0005405377,0.0002029069,0.0001676365,0.00001271797,0.0001887569,0.00001315018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009941059,"about_ca_system_score_gemma":0.0002322151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004951868,"about_ca_topic_score_gemma":0.0009064837,"domain_scores_codex":[0.9974954,0.0002198969,0.001166053,0.0004563993,0.0002244166,0.0004378603],"domain_scores_gemma":[0.9983305,0.000767887,0.0003501754,0.0003061216,0.0001565176,0.00008874156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01349352,0.002504858,0.5955755,0.0005109935,0.001636017,0.0001832758,0.008180469,0.0002928891,0.183429,0.001023732,0.00279891,0.1903709],"study_design_scores_gemma":[0.03095439,0.008120797,0.9351168,0.0001694035,0.0001160959,0.00005340637,0.001678242,0.0003299764,0.02145678,0.0009945438,0.0007059384,0.0003036897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99547,0.0003138522,0.0009064632,0.0006432185,0.0004417835,0.00173488,0.0003478337,0.00006767135,0.00007427602],"genre_scores_gemma":[0.994618,0.001128376,0.002846308,0.0004738132,0.0001077299,0.0002488003,0.0004281285,0.00004720671,0.0001016633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3395413,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03571819598719456,"score_gpt":0.3833219907422269,"score_spread":0.3476037947550324,"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."}}