{"id":"W2332388046","doi":"10.1097/01.cot.0000292494.99732.74","title":"Citing Nationwide Variations in DCIS Therapy, Researchers Call for Standards","year":2004,"lang":"en","type":"article","venue":"Oncology Times","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lumpectomy; Medicine; Mastectomy; Breast cancer; Radiation therapy; General surgery; Ductal carcinoma; Cancer; Family medicine; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06766888,0.0005165632,0.0009205978,0.003282593,0.003668816,0.006740701,0.003981797,0.01331332,0.007726514],"category_scores_gemma":[0.2448012,0.0007910433,0.00233072,0.006658597,0.005485252,0.007672719,0.005738781,0.02062449,0.003677078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006986952,"about_ca_system_score_gemma":0.01415088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02770935,"about_ca_topic_score_gemma":0.0345837,"domain_scores_codex":[0.9413201,0.013102,0.01364368,0.005967344,0.02295507,0.003011863],"domain_scores_gemma":[0.7485101,0.119606,0.02743318,0.02457497,0.07128995,0.008585676],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000483006,0.00002721995,0.006528363,0.0004275345,0.00006164311,0.0001805937,0.001174061,0.0001222765,0.0001560306,0.009786924,0.9367757,0.04471137],"study_design_scores_gemma":[0.0000827482,0.00005603725,0.01483618,0.001990215,0.0001417489,0.0003559689,0.002849433,0.0003126589,0.0005737458,0.0110053,0.9676849,0.0001110165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001700371,0.002798514,0.001340791,0.9577035,0.03020194,0.00007020967,0.0006519475,0.0001065963,0.005426222],"genre_scores_gemma":[0.02132091,0.003696357,0.004175995,0.945545,0.01949012,0.0002375952,0.0009994252,0.0002070023,0.004327748],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9323311,"threshold_uncertainty_score":0.3578715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03332756756286889,"score_gpt":0.3738273964076275,"score_spread":0.3404998288447586,"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."}}