{"id":"W1998187845","doi":"10.1007/s11548-012-0679-4","title":"Segmentation of iodine brachytherapy implants in fluoroscopy","year":2012,"lang":"en","type":"article","venue":"International Journal of Computer Assisted Radiology and Surgery","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Queen's University","funders":"","keywords":"Fluoroscopy; Brachytherapy; Medical physics; Medicine; Radiology; Iodine; Radiation therapy; Materials science","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":[0.0004538041,0.0007887787,0.000471425,0.001511365,0.0004334034,0.002297272,0.0007107561,0.001390923,0.002174176],"category_scores_gemma":[0.001620288,0.000673669,0.001056011,0.0009855101,0.0003541294,0.0004266736,0.0004772389,0.0004994541,0.0008773057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009294624,"about_ca_system_score_gemma":0.001763502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008531978,"about_ca_topic_score_gemma":0.007848552,"domain_scores_codex":[0.9997116,0.00004199582,0.00002496422,0.00005476514,0.0000958979,0.00007075122],"domain_scores_gemma":[0.9993945,0.0002902691,0.00008518861,0.00008332274,0.0001093586,0.00003734763],"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":[0.002300187,0.0001601766,0.01283739,0.0009024729,0.0001680582,0.001360549,0.001537205,0.1476784,0.3731292,0.00391785,0.004583153,0.4514255],"study_design_scores_gemma":[0.0001158547,0.0006053425,0.03574106,0.0002936817,0.0003046185,0.003136238,0.0004469897,0.602592,0.3262368,0.003083961,0.02721336,0.0002300309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3798302,0.003772289,0.597396,0.0004408638,0.000128139,0.000342182,0.001271219,0.00657012,0.01024914],"genre_scores_gemma":[0.7199796,0.001015422,0.2718949,0.00009961865,0.00003054458,0.00007700525,0.0009095034,0.001278776,0.004714645],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008531978,"threshold_uncertainty_score":0.01696467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450218499254397,"score_gpt":0.3042815163657445,"score_spread":0.2897793313732005,"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."}}