{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001164989,0.002249912,0.001861114,0.002265725,0.004379911,0.008988546,0.002287042,0.005780844,0.9198529],"category_scores_gemma":[0.003846207,0.001120813,0.002870222,0.001462432,0.000844432,0.001921383,0.003526001,0.003568852,0.8396867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002004006,"about_ca_system_score_gemma":0.001064155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005399561,"about_ca_topic_score_gemma":0.01190942,"domain_scores_codex":[0.9992104,0.00007655469,0.00002262788,0.0001304429,0.0002528449,0.0003071456],"domain_scores_gemma":[0.9977801,0.0002735428,0.00004922219,0.0001511128,0.0008135046,0.0009324519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007664235,0.0001165237,0.0002768047,0.0002358239,0.00002022293,0.000199374,0.00008679523,0.0001450485,0.001143851,0.001700917,0.9660288,0.0292793],"study_design_scores_gemma":[0.0001497599,0.0002637946,0.003581641,0.0003139062,0.0000263531,0.0001081395,0.0001787973,0.0003389388,0.000890907,0.001239086,0.9928726,0.00003597029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002478451,0.0007641945,0.001079661,0.002900567,0.02339065,0.0005450689,0.004262122,0.00428064,0.9602987],"genre_scores_gemma":[0.004035288,0.0002284152,0.0001690441,0.0003674491,0.001544717,0.00007451277,0.0009231761,0.0007787226,0.9918787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08014715,"threshold_uncertainty_score":0.1143201,"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."}}