{"id":"W2021560124","doi":"10.1118/1.2031043","title":"Sci‐AM1 Sat ‐ 02: Dynamic intraoperative prostate brachytherapy","year":2005,"lang":"en","type":"article","venue":"Medical Physics","topic":"Soft Robotics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials","funders":"","keywords":"Brachytherapy; Prostate brachytherapy; Segmentation; Artificial intelligence; Computer vision; Computer science; Image segmentation; Prostate; Medicine; Robot; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006203158,0.0001099808,0.0001178977,0.00001251647,0.00006015152,0.00002411464,0.0001300728,0.00005700477,0.0001287205],"category_scores_gemma":[0.00001380908,0.00009781121,0.00003518836,0.0001521981,0.00007300652,0.00007605345,0.0000175476,0.0002289012,0.0003093948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005326829,"about_ca_system_score_gemma":0.00002942315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001946639,"about_ca_topic_score_gemma":0.00001441011,"domain_scores_codex":[0.9992967,0.000006903458,0.0001395242,0.0001275289,0.0002341477,0.0001951516],"domain_scores_gemma":[0.9996231,0.00004342402,0.00001248514,0.0001632797,0.00002431849,0.0001334418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004994482,0.0002303479,0.0002935418,0.00004311508,0.0000913771,0.000006426121,0.00163633,0.07284906,0.002847317,0.005460379,0.008302064,0.9082351],"study_design_scores_gemma":[0.0009360017,0.00005636708,0.00170271,0.00006379728,0.00002163589,0.000007366771,0.00004266194,0.9299223,0.01176686,0.0082655,0.04669643,0.0005184072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5949498,0.0007800084,0.3887252,0.007499007,0.0004816966,0.0006092933,0.00003955341,0.001004126,0.005911306],"genre_scores_gemma":[0.9977222,0.0001656047,0.0009707757,0.0004868782,0.0003993617,0.00004068693,0.00003496502,0.00002991265,0.0001496029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9077166,"threshold_uncertainty_score":0.3988625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005599031547186777,"score_gpt":0.242500658316402,"score_spread":0.2369016267692152,"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."}}