{"id":"W2810517056","doi":"10.1016/j.brachy.2018.11.003","title":"Subcutaneous spacer injection to reduce skin toxicity in breast brachytherapy: A pilot study on mastectomy specimens","year":2018,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Mastectomy; Brachytherapy; Toxicity; Oncology; Surgery; Breast cancer; Internal medicine; Radiation therapy; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001873623,0.0003901309,0.000324045,0.0001720982,0.0001645928,0.00004266562,0.0001824017,0.00008939445,0.0001124368],"category_scores_gemma":[0.00001543213,0.0003603578,0.00007215121,0.0004074009,0.00009738489,0.000009227965,0.00007888641,0.0001437531,0.0001242436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001599127,"about_ca_system_score_gemma":0.00005940651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004556581,"about_ca_topic_score_gemma":0.003222576,"domain_scores_codex":[0.9979541,0.0001733302,0.0002908398,0.0008424694,0.0002565334,0.0004827403],"domain_scores_gemma":[0.9990027,0.00002399732,0.00009880964,0.0006391371,0.0001175469,0.000117796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.03231415,0.009755588,0.1348854,0.00001507935,0.0008457569,0.0001690206,0.005199284,0.0001870613,0.7514439,0.00007369502,0.00530944,0.05980156],"study_design_scores_gemma":[0.006113889,0.0357388,0.8636779,0.00005042231,0.00002888284,0.0005970097,0.0009560106,0.000007340426,0.08485056,0.00007886106,0.007123956,0.0007764288],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958346,0.0001603507,0.0001233309,0.001238964,0.0003874599,0.001001574,0.00004051549,0.00005247164,0.001160769],"genre_scores_gemma":[0.9962646,0.00005137704,0.0001910685,0.001410208,0.001267445,0.0001934165,0.00001827635,0.00007434891,0.0005292044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7287924,"threshold_uncertainty_score":0.9998848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01789852845715192,"score_gpt":0.2893767496030927,"score_spread":0.2714782211459408,"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."}}