{"id":"W4311058047","doi":"10.1158/1940-6215.dcis22-ia027","title":"Abstract IA027: DCIS or cancer? Why all the confusion?","year":2022,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Lumpectomy; Medicine; Breast cancer; Radiation therapy; Mastectomy; Cancer; Oncology; Ductal carcinoma; Internal medicine; Stage (stratigraphy); Gynecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007833658,0.000138844,0.0001315888,0.00006286409,0.0008422419,0.00003956452,0.0004534387,0.00005247481,0.005460241],"category_scores_gemma":[0.00004991082,0.00009772488,0.0001100904,0.0002933137,0.0001841658,0.000005317804,0.0006643139,0.0003347571,0.00001632563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000239828,"about_ca_system_score_gemma":0.0005231021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00256256,"about_ca_topic_score_gemma":0.003030364,"domain_scores_codex":[0.9980024,0.0003299283,0.0001888347,0.0004437602,0.0005989472,0.0004361702],"domain_scores_gemma":[0.9991409,0.00005971229,0.00007567456,0.0004397489,0.0002091355,0.0000748179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002183082,0.0005977642,0.01125207,0.0001140521,0.001120169,0.00003428099,0.0009166004,0.0009217462,0.07557017,0.0002702109,0.7896676,0.1173522],"study_design_scores_gemma":[0.001205381,0.0002840821,0.033329,0.00003288052,0.00003960259,0.0000117894,0.001207262,0.00001769238,0.01246283,0.0003170532,0.9508929,0.0001995761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376287,0.02538523,0.00008940625,0.02859095,0.001229737,0.001758198,0.0007073572,0.00004980609,0.004560598],"genre_scores_gemma":[0.9779074,0.004491853,0.00002525308,0.0009948033,0.0004884428,0.003826271,0.0001298165,0.00003252201,0.01210363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1612252,"threshold_uncertainty_score":0.9954489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1192448724480336,"score_gpt":0.4512139970464101,"score_spread":0.3319691245983766,"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."}}