{"id":"W2045062756","doi":"10.1373/clinchem.2013.207183","title":"Ductal Carcinoma In Situ of the Breast: Can Biomarkers Improve Current Management?","year":2013,"lang":"en","type":"review","venue":"Clinical Chemistry","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Ductal carcinoma; Breast cancer; Life expectancy; Disease; Oncology; Cancer; Intensive care medicine; Internal medicine; Gynecology; Population","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":[0.0001823031,0.0004588719,0.001049267,0.00002049212,0.00003757568,0.00001145283,0.0006624331,0.0004437296,0.00002100256],"category_scores_gemma":[0.00007294992,0.0003127573,0.0008972123,0.0001698278,0.0003956332,0.000001736816,0.0008266704,0.0003800862,0.000007988938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000085411,"about_ca_system_score_gemma":0.0002374486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002068483,"about_ca_topic_score_gemma":0.00001340092,"domain_scores_codex":[0.997659,0.0001053105,0.0009728665,0.0007645002,0.0001679501,0.0003303188],"domain_scores_gemma":[0.9982628,0.00005763142,0.0005359622,0.000983096,0.0000593428,0.0001011321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003243464,0.0003897271,0.008198433,0.01318815,0.001023264,0.000011747,0.000005589463,8.149584e-8,0.0001676798,0.000002975014,0.003297796,0.9736821],"study_design_scores_gemma":[0.001776125,0.00004959072,0.007616675,0.005477005,0.001765019,0.0001369287,0.00005703091,5.108138e-7,0.00202246,0.00002858097,0.9801652,0.000904865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01259537,0.9842817,4.986096e-7,0.00007414107,0.00058283,0.0005968945,0.0003032601,0.000007151958,0.001558104],"genre_scores_gemma":[0.02313599,0.9753813,0.00002624705,0.00001862972,0.0005058367,0.0002293157,0.0002984935,0.00004792707,0.0003563165],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9768674,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03748134613934715,"score_gpt":0.3580827087830408,"score_spread":0.3206013626436937,"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."}}