{"id":"W2001130962","doi":"10.1016/j.brachy.2011.02.125","title":"A Phantom Study of CT-Validation of Ultrasound-Based Planning for HDR Prostate Brachytherapy","year":2011,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Interior Health","funders":"","keywords":"Medicine; Imaging phantom; Brachytherapy; Prostate brachytherapy; Data set; Radiation treatment planning; Medical imaging; Ultrasound; Nuclear medicine; Prostate; Visualization; Medical physics; Computer vision; Biomedical engineering; Radiology; Artificial intelligence; Computer science; 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":[0.002397984,0.0005527915,0.0004248372,0.0006869789,0.0003095941,0.0009723053,0.001093666,0.0007868722,0.00268553],"category_scores_gemma":[0.007581674,0.0005945644,0.0003890423,0.000971584,0.0006817517,0.0004586877,0.0005501938,0.0004885596,0.0004128981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006637568,"about_ca_system_score_gemma":0.0006179473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003280379,"about_ca_topic_score_gemma":0.002485656,"domain_scores_codex":[0.9988789,0.0006869407,0.00007246857,0.00009254157,0.0001959712,0.00007304496],"domain_scores_gemma":[0.9926519,0.00552599,0.0005462293,0.0005548639,0.0005626453,0.0001583762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01408183,0.003048415,0.03425805,0.002327758,0.0005976292,0.001906442,0.003354024,0.1112508,0.7548196,0.003076481,0.003902002,0.067377],"study_design_scores_gemma":[0.001993924,0.02514374,0.1341315,0.0006679477,0.001995698,0.01263079,0.001328821,0.1723414,0.6187906,0.001179363,0.02934253,0.0004535856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.940522,0.005255206,0.0433551,0.0003849242,0.00009860119,0.0004200359,0.001094308,0.0003801888,0.00848965],"genre_scores_gemma":[0.985667,0.0006264446,0.01073017,0.0001207653,0.00002035432,0.00008050926,0.0004459765,0.0002782531,0.002030487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003280379,"threshold_uncertainty_score":0.0126819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0583679831877071,"score_gpt":0.3309766175786603,"score_spread":0.2726086343909532,"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."}}