{"id":"W2133110153","doi":"10.1109/iembs.2008.4649288","title":"Detection of brachytherapy seeds using 3D ultrasound","year":2008,"lang":"en","type":"article","venue":"","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Brachytherapy; Ultrasound; Imaging phantom; Prostate brachytherapy; 3D ultrasound; Prostate; Radiology; Computer science; Medical physics; Medicine; 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":[0.0003196299,0.0006203188,0.0005776621,0.001036813,0.000155813,0.0007954077,0.0005708218,0.001066358,0.0006569339],"category_scores_gemma":[0.001826283,0.0006386543,0.0006319832,0.0004160477,0.0003962247,0.0006006686,0.0007226504,0.0003904613,0.0005284857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003105516,"about_ca_system_score_gemma":0.0003363974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009380633,"about_ca_topic_score_gemma":0.001354791,"domain_scores_codex":[0.9995327,0.0001117827,0.00002764733,0.00008748068,0.0002150704,0.00002537875],"domain_scores_gemma":[0.999346,0.0002703929,0.0001267429,0.0000809318,0.0001448763,0.00003108912],"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":[0.0003040674,0.00004704143,0.003009281,0.000219906,0.00006571767,0.0005710761,0.000251639,0.03796384,0.7204183,0.001509009,0.0009738788,0.2346663],"study_design_scores_gemma":[0.0000438537,0.0003409046,0.008377943,0.00004687907,0.00009508983,0.002487178,0.00008879938,0.6603745,0.3214546,0.00197633,0.004566554,0.0001473811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0671105,0.0006672346,0.9291334,0.0001925791,0.0000378084,0.00005453114,0.00007321993,0.001580182,0.001150615],"genre_scores_gemma":[0.4144312,0.0007024981,0.5830269,0.0001806816,0.00004736364,0.00009795095,0.0001135884,0.0001427839,0.001256918],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001066358,"threshold_uncertainty_score":0.002253234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0311198157444771,"score_gpt":0.2710109490643811,"score_spread":0.239891133319904,"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."}}