{"id":"W2002139257","doi":"10.1016/j.brachy.2014.02.350","title":"Simulation and Intraoperative Checks for Improved Standardization and Reproducibility of Partial Breast Seed Implant Technique","year":2014,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Interior Health","funders":"","keywords":"Medicine; Isocenter; Reproducibility; Implant; Cosmesis; Seroma; Medical physics; Brachytherapy; Nuclear medicine; Fiducial marker; Surgery; Radiology; Biomedical engineering; 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":[0.003449048,0.0005347675,0.0004282415,0.0004995853,0.0004726332,0.0007143023,0.000685656,0.0005683965,0.002471739],"category_scores_gemma":[0.01026189,0.0004465545,0.0004142419,0.0004311206,0.0006250255,0.0004308088,0.0007131042,0.0006255187,0.0003586816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003212827,"about_ca_system_score_gemma":0.0008378213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039366,"about_ca_topic_score_gemma":0.001192498,"domain_scores_codex":[0.9983354,0.000804519,0.0002140925,0.0001837903,0.0003707667,0.0000914823],"domain_scores_gemma":[0.9910715,0.00472008,0.0006180533,0.002391174,0.001052327,0.0001469108],"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":[0.007857563,0.001071032,0.05501454,0.0004800518,0.0001325097,0.0005639791,0.003415076,0.04124074,0.798683,0.002259091,0.0007107682,0.08857165],"study_design_scores_gemma":[0.0002999924,0.006815489,0.06907426,0.00006316255,0.0003404277,0.002259296,0.000682589,0.09218752,0.8195441,0.001114135,0.007424507,0.0001944297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8624557,0.0003382787,0.133125,0.00009550264,0.000103871,0.0002463051,0.0002520021,0.0006475891,0.002735767],"genre_scores_gemma":[0.9590204,0.0001046255,0.03945856,0.00002196887,0.00001852961,0.0001298379,0.0001143459,0.0002457352,0.0008860491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003449048,"threshold_uncertainty_score":0.01824057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008699460209401422,"score_gpt":0.2831812644949644,"score_spread":0.274481804285563,"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."}}