{"id":"W2338626593","doi":"10.1200/jop.2016.011353","title":"Ductal Carcinoma In Situ: How Much Treatment Is Enough, How Much Is Too Much?","year":2016,"lang":"en","type":"letter","venue":"Journal of Oncology Practice","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ductal carcinoma; Context (archaeology); Mastectomy; Breast cancer; Population; Carcinoma in situ; Radiation therapy; Randomized controlled trial; Surgery; Oncology; Carcinoma; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004784352,0.0007520381,0.001236149,0.0003009341,0.0001552694,0.00008667105,0.0005295271,0.00166394,0.00007094365],"category_scores_gemma":[0.0005469115,0.0005542402,0.0005577691,0.0001494037,0.0002599091,0.00007618417,0.0002315543,0.001330803,0.00003448123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001470611,"about_ca_system_score_gemma":0.001446089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001012066,"about_ca_topic_score_gemma":0.00007877983,"domain_scores_codex":[0.996532,0.0007158429,0.0006335378,0.000785472,0.0005183116,0.0008148273],"domain_scores_gemma":[0.9957395,0.0005738828,0.00208857,0.0006769958,0.0007697789,0.0001512985],"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":[0.001019756,0.000501239,0.001454676,0.00004096469,0.002293746,0.00693727,0.0008286635,1.235206e-7,0.009805493,0.000003676125,0.9677554,0.009358943],"study_design_scores_gemma":[0.00497701,0.004299895,0.0009406587,0.00005618509,0.001056,0.007659029,0.001110779,2.909474e-7,0.02176259,0.00004632524,0.957597,0.0004942393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07304384,0.00592808,0.00002271119,0.9146748,0.001572628,0.0003493063,0.00016977,0.000007653014,0.00423117],"genre_scores_gemma":[0.4397811,0.0127951,0.002928462,0.5070609,0.02105112,0.0001170352,0.0001589852,0.0001877577,0.01591959],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.407614,"threshold_uncertainty_score":0.9996909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586943822068441,"score_gpt":0.3139781391565125,"score_spread":0.2881087009358281,"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."}}