{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001278942,0.0003920659,0.000525222,0.0007629062,0.0002916827,0.0007128697,0.0001777428,0.0003244485,0.001362802],"category_scores_gemma":[0.002236192,0.0002326349,0.0003275493,0.0007258028,0.000286859,0.0002501672,0.0001526233,0.000377939,0.0003577832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002132866,"about_ca_system_score_gemma":0.0003837629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006630575,"about_ca_topic_score_gemma":0.0008792162,"domain_scores_codex":[0.9994418,0.000321088,0.00003294746,0.00006749886,0.00009421416,0.00004240746],"domain_scores_gemma":[0.998382,0.0007548708,0.0003971218,0.000136168,0.0002293445,0.0001004697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006952035,0.0004476112,0.86892,0.0001744902,0.000240744,0.000342826,0.0002090227,0.0007131712,0.08846924,0.0001790383,0.0002588938,0.033093],"study_design_scores_gemma":[0.00005143585,0.004596875,0.9416397,0.00003210318,0.0004505485,0.001407612,0.0002082789,0.001862175,0.04785684,0.000196507,0.001676492,0.00002144861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944694,0.002207494,0.001811046,0.00004548984,0.00002085161,0.00002914255,0.0001804614,0.00002050802,0.001215567],"genre_scores_gemma":[0.9979355,0.0004549999,0.0007354221,0.00002071154,0.00001421197,0.00001582364,0.0001295988,0.0000125784,0.0006811357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001362802,"threshold_uncertainty_score":0.006763756,"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."}}