{"id":"W2810004273","doi":"10.1016/j.brachy.2018.04.077","title":"Tracking Post-Implant Seed Migration in Permanent Breast Seed Implant","year":2018,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Seroma; Implant; Lumpectomy; Breast implant; Breast cancer; Surgery; Mastectomy; Cancer; Internal medicine; Complication","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":[0.0001895693,0.0002010126,0.0003013752,0.0002434881,0.0001058202,0.00003964352,0.00006617275,0.0001601181,0.0001309479],"category_scores_gemma":[0.000004529368,0.0001600796,0.00008895559,0.0002065789,0.00008528442,0.0001936112,0.00001074435,0.0002135447,0.0001104514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000873698,"about_ca_system_score_gemma":0.0000995821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005356743,"about_ca_topic_score_gemma":0.00137458,"domain_scores_codex":[0.9987375,0.00005353443,0.0003509233,0.0002930516,0.0002115952,0.000353385],"domain_scores_gemma":[0.9993913,0.00003012349,0.0001084104,0.0002020402,0.0001460282,0.0001221013],"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":[0.003273927,0.000415794,0.2344606,0.00007777272,0.0001259128,0.0003363175,0.003343879,0.000002192058,0.2281867,0.0002258246,0.0006726981,0.5288784],"study_design_scores_gemma":[0.002358535,0.0003954344,0.7790524,0.0001414909,0.00002542565,0.2114065,0.0002553495,0.0003451522,0.004731832,0.00005910942,0.001040897,0.0001879174],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958878,0.0001005572,0.00007379553,0.002131578,0.0008403946,0.0004057758,0.00006836838,0.0001062403,0.0003855429],"genre_scores_gemma":[0.9975665,0.00004701695,0.0002562295,0.0005843815,0.0009929442,0.00001432002,0.0002530982,0.00002960955,0.0002559436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5445918,"threshold_uncertainty_score":0.6527858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313642843809107,"score_gpt":0.2616671615468595,"score_spread":0.2485307331087684,"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."}}