{"id":"W4213437391","doi":"10.1002/mp.15559","title":"Technical note: Commissioning of an ultrasound‐compatible surrogate vaginal cylinder for transvaginal ultrasound‐based gynecologic high‐dose‐rate brachytherapy","year":2022,"lang":"en","type":"article","venue":"Medical Physics","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Foothills Medical Centre; University of Calgary","funders":"Alberta Cancer Foundation","keywords":"Imaging phantom; Brachytherapy; 3D ultrasound; Ultrasound; Nuclear medicine; Medical imaging; Image registration; Computer science; Medical physics; Medicine; Radiology; Artificial intelligence; Radiation therapy; Image (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003215558,0.0003733482,0.0002981116,0.0004630608,0.0004422098,0.0006308925,0.0008387243,0.0007807074,0.002455632],"category_scores_gemma":[0.008065074,0.0002505902,0.0004937045,0.0002531148,0.0004721912,0.0005129661,0.0008125455,0.0005320885,0.0008557518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004567879,"about_ca_system_score_gemma":0.001338974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005829,"about_ca_topic_score_gemma":0.0007417257,"domain_scores_codex":[0.9972653,0.0006430362,0.0002540885,0.0001938875,0.001533847,0.0001098889],"domain_scores_gemma":[0.9948481,0.001191528,0.0005052896,0.001828993,0.001414448,0.0002115647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001828149,0.0002273911,0.01678204,0.0009691953,0.00007788301,0.004749278,0.0009779107,0.01812468,0.7123194,0.00557613,0.01001966,0.2283483],"study_design_scores_gemma":[0.0001202376,0.002130898,0.01330059,0.0001043115,0.00008032802,0.01790545,0.0001633443,0.02468039,0.8822798,0.000591466,0.05851135,0.0001319701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3232663,0.001282054,0.6560022,0.001167413,0.0006005132,0.001728643,0.0009254928,0.004555325,0.01047198],"genre_scores_gemma":[0.6684893,0.0003751156,0.3229469,0.0001866644,0.0000776637,0.0004974415,0.001198949,0.0007077507,0.005520177],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003215558,"threshold_uncertainty_score":0.01700568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003840484184788,"score_gpt":0.3263128131183953,"score_spread":0.2962744082765474,"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."}}