{"id":"W4393378567","doi":"10.1117/12.3006631","title":"An automated system for registration and fusion of 3D ultrasound images during cervical brachytherapy procedures","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Brachytherapy; Imaging phantom; Computer science; Image registration; Image fusion; Ultrasound; Computer vision; 3D ultrasound; Calibration; Artificial intelligence; Nuclear medicine; Medicine; Radiology; Radiation therapy; Image (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.001516183,0.0005194782,0.0006039122,0.00127228,0.0003983655,0.0009777336,0.001469258,0.001117289,0.003464934],"category_scores_gemma":[0.003512955,0.0005067303,0.0004395104,0.000805743,0.0004099239,0.0008244307,0.001033418,0.0005521099,0.001545085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005431266,"about_ca_system_score_gemma":0.001240472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001054838,"about_ca_topic_score_gemma":0.001311963,"domain_scores_codex":[0.9982863,0.000317744,0.0001351297,0.0004405674,0.0007285728,0.00009168671],"domain_scores_gemma":[0.9985057,0.0003563909,0.0002771694,0.0003703323,0.0004290521,0.00006125095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009316994,0.0002271555,0.005201763,0.000451503,0.0001014682,0.0004425992,0.0005582268,0.009159173,0.4177475,0.001985241,0.006504084,0.5566895],"study_design_scores_gemma":[0.0002915101,0.002113911,0.051791,0.0001660325,0.000316817,0.003694042,0.0002070127,0.2882532,0.5830648,0.00166424,0.06797852,0.0004588727],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04516542,0.0004496,0.9412301,0.0001709654,0.0002219613,0.0005239316,0.0003804556,0.009813296,0.002044226],"genre_scores_gemma":[0.4310288,0.0003161792,0.5635787,0.0002471831,0.00008904927,0.0005938676,0.0005445539,0.0005680771,0.003033636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003464934,"threshold_uncertainty_score":0.01159137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0056290596223284,"score_gpt":0.2958735936749398,"score_spread":0.2902445340526114,"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."}}