{"id":"W4386986416","doi":"10.1016/j.brachy.2023.06.024","title":"PP05  Presentation Time: 4:06 PM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Robarts Clinical Trials; Western University; Okanagan University College; University of British Columbia, Okanagan Campus; Kelowna General Hospital","funders":"","keywords":"Imaging phantom; Medicine; Seroma; Segmentation; Visualization; Computer vision; Artificial intelligence; Brachytherapy; Ultrasound; Contouring; Computer science; Nuclear medicine; Radiology; Surgery; Radiation therapy; Computer graphics (images)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001038479,0.0001281872,0.0001651808,0.00008508338,0.0000883975,0.0000340495,0.0001280539,0.00003113524,0.001521884],"category_scores_gemma":[0.000002121585,0.0001175737,0.00009338065,0.0003149678,0.00003167591,0.0001944482,0.00001407964,0.00008862996,0.0004105566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001552765,"about_ca_system_score_gemma":0.00001818428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002300013,"about_ca_topic_score_gemma":2.670402e-7,"domain_scores_codex":[0.9992405,0.00004002738,0.0001583747,0.0002017488,0.0001371285,0.0002222796],"domain_scores_gemma":[0.9995481,0.00006539736,0.00007544931,0.0002396743,0.00002908687,0.00004224148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001978004,0.0002812721,0.06967847,0.00001555905,0.0003995106,0.00001064809,0.001427941,0.0008349698,0.1747345,0.02975859,0.2096455,0.5130153],"study_design_scores_gemma":[0.006664576,0.0003393637,0.03005799,0.00005290493,0.00003279678,0.000005016333,0.0002089849,0.01802422,0.08481732,0.08906014,0.7694803,0.001256346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6016252,0.0004556097,0.3518372,0.002240291,0.0004238194,0.002078024,0.00008421156,0.003444633,0.03781108],"genre_scores_gemma":[0.7998002,0.0004798721,0.06521802,0.001450665,0.004535253,0.0012856,0.001018965,0.0003957966,0.1258157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5598349,"threshold_uncertainty_score":0.9993908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033800467548248,"score_gpt":0.3024323574534615,"score_spread":0.2920943527779791,"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."}}