{"id":"W2512193279","doi":"10.1118/1.4961783","title":"Poster ‐ 09: A MATLAB‐based Program for Automated Quality Assurance of a Prostate Brachytherapy Ultrasound System","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Credit Valley Hospital; Trillium Health Centre; University of Toronto; University of British Columbia","funders":"","keywords":"Quality assurance; Computer science; Brachytherapy; Imaging phantom; Medical physics; Prostate brachytherapy; Ultrasound; Image quality; Artificial intelligence; Nuclear medicine; Medicine; Radiology; Radiation therapy","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":[0.0007311636,0.001161618,0.0003865525,0.0005497825,0.0002194843,0.0006100066,0.001368229,0.0004878483,0.04065684],"category_scores_gemma":[0.002077032,0.0003702339,0.0004133134,0.0002097803,0.0002734032,0.000513834,0.000715912,0.0005882372,0.01111413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002640374,"about_ca_system_score_gemma":0.00049349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005213122,"about_ca_topic_score_gemma":0.00044903,"domain_scores_codex":[0.999598,0.00007965454,0.00003859019,0.00009629994,0.0001504655,0.00003693376],"domain_scores_gemma":[0.999196,0.0003835803,0.00007339451,0.00007268022,0.0002365508,0.00003782579],"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":[0.002631594,0.0005288905,0.005182559,0.001693346,0.0002239939,0.00111088,0.0006701803,0.07385544,0.142042,0.007456411,0.1257196,0.638885],"study_design_scores_gemma":[0.0006485841,0.0005849464,0.006373327,0.0002604162,0.0001240344,0.001296899,0.00006405319,0.641224,0.2344057,0.004104068,0.1107306,0.0001833795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01487367,0.0001416568,0.8269705,0.0001547393,0.0001189819,0.0003750094,0.001483989,0.1449057,0.01097574],"genre_scores_gemma":[0.2400378,0.0003255413,0.7041468,0.0004609491,0.00008766139,0.001967094,0.00398322,0.02412112,0.02486973],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04065684,"threshold_uncertainty_score":0.1360106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123693875580711,"score_gpt":0.3323470665212491,"score_spread":0.319977678963178,"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."}}