{"id":"W4396777761","doi":"10.1016/j.brachy.2024.03.005","title":"Seed distribution stability in permanent breast seed implant brachytherapy","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia, Okanagan Campus; University of British Columbia; Okanagan University College; Kelowna General Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; BC Cancer Foundation","keywords":"Medicine; Brachytherapy; Implant; Breast implant; Distribution (mathematics); Internal medicine; Surgery; Radiation therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003966925,0.0002779663,0.0004063424,0.0001656903,0.00008230971,0.0000763571,0.00007639815,0.0002089783,0.0003022385],"category_scores_gemma":[0.000004213996,0.0002200335,0.0001864448,0.0004555003,0.000106899,0.0002369715,0.00001520105,0.0004460416,0.0001023036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003025251,"about_ca_system_score_gemma":0.0001879191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001878133,"about_ca_topic_score_gemma":0.0001077002,"domain_scores_codex":[0.9982156,0.00009978534,0.0004582043,0.0004988776,0.0002878993,0.0004396256],"domain_scores_gemma":[0.9993275,0.00007589606,0.00005833709,0.0003085254,0.00006359987,0.0001660821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002717321,0.0007350379,0.2240351,0.0004580368,0.0002742787,0.0006613364,0.001345559,0.000007829593,0.0425697,0.001644101,0.0008610103,0.7246907],"study_design_scores_gemma":[0.002636641,0.0002706874,0.8702865,0.0003338831,0.00004812649,0.1158107,0.000198687,0.00169361,0.002706808,0.0005604621,0.005104998,0.0003488929],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926649,0.001459353,0.0004302067,0.002607511,0.001181632,0.000640957,0.0004070647,0.000324252,0.0002840712],"genre_scores_gemma":[0.9977325,0.0002636824,0.00008870531,0.0001649089,0.00057153,0.00004419233,0.0008462328,0.00004101875,0.0002472553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7243418,"threshold_uncertainty_score":0.8972704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371255268943445,"score_gpt":0.2645702881490879,"score_spread":0.2508577354596535,"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."}}