{"id":"W2140981494","doi":"10.1120/jacmp.v8i3.2467","title":"Daily quality assurance phantom for ultrasound image guided radiation therapy","year":2007,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Imaging phantom; Quality assurance; Image-guided radiation therapy; Reproducibility; Scanner; Calibration; Nuclear medicine; Ultrasound; Biomedical engineering; 3D ultrasound; Image quality; Medical physics; Radiation treatment planning; Medical imaging; Medicine; Computer science; Radiation therapy; Radiology; Artificial intelligence; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004285092,0.0009670905,0.0006582826,0.001381673,0.0005984543,0.0009271884,0.002159398,0.001552516,0.01407442],"category_scores_gemma":[0.004398827,0.0008103552,0.0006463287,0.0009093336,0.0006827426,0.0005997822,0.0006649304,0.001043731,0.002844854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006940042,"about_ca_system_score_gemma":0.001223582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005287056,"about_ca_topic_score_gemma":0.000701864,"domain_scores_codex":[0.9974812,0.0007768379,0.0001745549,0.0003892279,0.00107076,0.0001075065],"domain_scores_gemma":[0.9947233,0.001917819,0.0003898419,0.00105505,0.001691581,0.000222349],"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":[0.0006995599,0.0004559394,0.001339655,0.0009081712,0.00004574533,0.0002968019,0.0002574895,0.009495151,0.9148837,0.005256169,0.006738576,0.0596231],"study_design_scores_gemma":[0.0003695385,0.004382153,0.0106495,0.0002696829,0.0004407186,0.00512109,0.00008920242,0.05694503,0.7212345,0.002251255,0.1979448,0.0003024236],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03413071,0.001386187,0.9479537,0.0003077392,0.000354573,0.002215263,0.0009337532,0.005415009,0.007303102],"genre_scores_gemma":[0.1115832,0.001031025,0.8666829,0.0007867184,0.00009831935,0.00406901,0.002956257,0.00119946,0.01159304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01407442,"threshold_uncertainty_score":0.04708362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04313341083797335,"score_gpt":0.4341699213311526,"score_spread":0.3910365104931792,"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."}}