{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003244299,0.000562995,0.001418272,0.0009930738,0.000830739,0.002902311,0.0009102239,0.003824229,0.003706908],"category_scores_gemma":[0.01327865,0.0002784342,0.0006044121,0.0007765975,0.002347906,0.005764995,0.0009519196,0.0069144,0.001464604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587559,"about_ca_system_score_gemma":0.001992971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002175831,"about_ca_topic_score_gemma":0.006656822,"domain_scores_codex":[0.9981823,0.0007289827,0.0002604156,0.0001686291,0.0005366044,0.0001229317],"domain_scores_gemma":[0.9946919,0.003492108,0.0003880332,0.0001073033,0.0009730736,0.0003476291],"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":[0.0001741394,0.00005521256,0.002333963,0.002050839,0.00009113575,0.0005592661,0.0004928063,0.0001394037,0.0005233778,0.009311139,0.5413641,0.4429047],"study_design_scores_gemma":[0.00004210318,0.0001538511,0.003278736,0.005646207,0.000116049,0.002539855,0.001822781,0.000197894,0.0003404521,0.0166281,0.9691543,0.00007972721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001431547,0.3924767,0.001086995,0.5037922,0.09549813,0.00001870079,0.00008481518,0.00003936174,0.005571595],"genre_scores_gemma":[0.01381334,0.5800077,0.00131966,0.2350494,0.1597456,0.00003927415,0.0001594406,0.00005106092,0.009814559],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.003824229,"threshold_uncertainty_score":0.01715767,"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."}}