{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003440215,0.00009552168,0.000142461,0.00001366586,0.0000620193,0.000008828818,0.00002262039,0.00006428186,0.00000105735],"category_scores_gemma":[0.0001072226,0.00008040101,0.00002339531,0.00002669261,0.00007638871,0.000005258557,0.00002117187,0.00002050659,2.520186e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008775142,"about_ca_system_score_gemma":0.00001840145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000244224,"about_ca_topic_score_gemma":0.00002273426,"domain_scores_codex":[0.9992669,0.00004373136,0.0001391895,0.000430847,0.00003299164,0.00008633306],"domain_scores_gemma":[0.9994729,0.00003039689,0.00007546192,0.0002770978,0.0001212893,0.00002292321],"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":[0.001673611,0.00008967605,0.0192199,0.00005115344,0.0001358436,7.211266e-8,0.0003163597,0.0004523843,0.9198611,0.0001266497,0.0000305204,0.05804276],"study_design_scores_gemma":[0.002897383,0.001025057,0.1459519,0.00001950119,0.00004467186,0.00002722908,0.00004701612,0.00578267,0.8402132,0.0005625723,0.003198243,0.0002305673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8232004,0.0002795132,0.1751506,0.0003270549,0.00005205835,0.0007451774,0.0002196219,0.00001221493,0.00001331743],"genre_scores_gemma":[0.9979199,0.00006233958,0.001621804,0.00006754438,0.0001212104,0.00009581589,0.00009000167,0.00001083157,0.00001061581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1747195,"threshold_uncertainty_score":0.3278658,"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."}}