{"id":"W3045640616","doi":"10.1016/j.brachy.2020.06.006","title":"A reliable skin toxicity predictor in permanent breast seed implant brachytherapy","year":2020,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kelowna General Hospital","funders":"","keywords":"Medicine; Telangiectasia; Toxicity; Nuclear medicine; Implant; Surgery; Internal medicine","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":[0.00009621691,0.0003162747,0.0003253376,0.00004232795,0.00009027769,0.00002937589,0.000223257,0.0001518656,0.00007179435],"category_scores_gemma":[0.00001138466,0.0002869342,0.0001336931,0.0001959771,0.00007320625,0.00001107,0.00007795981,0.0001435807,0.00003258346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005473534,"about_ca_system_score_gemma":0.00008547989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001641332,"about_ca_topic_score_gemma":0.0001918793,"domain_scores_codex":[0.9983764,0.00006784229,0.0003037865,0.0006163131,0.0001990006,0.0004366436],"domain_scores_gemma":[0.9993387,0.00001449224,0.00009882212,0.0003361902,0.00005192553,0.0001598295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006700827,0.001496103,0.4688444,0.0001175387,0.00085179,0.0001931681,0.00408342,0.0005118896,0.4682639,0.0002379004,0.02253632,0.02616271],"study_design_scores_gemma":[0.008121978,0.00119647,0.8672031,0.0000556073,0.00003327872,0.0004486089,0.0002705643,0.0002447878,0.05592968,0.0001369394,0.06553184,0.0008271324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914187,0.002124001,0.0001803875,0.005007235,0.0001680194,0.0004145119,0.0002149222,0.00005979921,0.0004123903],"genre_scores_gemma":[0.9923239,0.001128738,0.000313306,0.005060232,0.0006805439,0.0001156996,0.0001947526,0.00005525269,0.0001275412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4123342,"threshold_uncertainty_score":0.9999583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008952823301761491,"score_gpt":0.2361008283946419,"score_spread":0.2271480050928804,"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."}}