{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005904169,0.000376147,0.001408514,0.00301338,0.0009910937,0.00386793,0.001490532,0.003109914,0.0179463],"category_scores_gemma":[0.0536868,0.0003253719,0.000952735,0.004790991,0.00160064,0.003762435,0.001827137,0.005670605,0.007013639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740455,"about_ca_system_score_gemma":0.002110119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01469426,"about_ca_topic_score_gemma":0.009377114,"domain_scores_codex":[0.9942768,0.002045478,0.001306393,0.0003688029,0.001590792,0.0004117446],"domain_scores_gemma":[0.9652821,0.01156409,0.004683655,0.001818885,0.01378911,0.002862256],"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":[0.0002552982,0.00003134587,0.02503819,0.001188744,0.00009201006,0.000242034,0.000191446,0.00007583186,0.00006087505,0.002812922,0.8675424,0.1024688],"study_design_scores_gemma":[0.0002478105,0.0001572979,0.07991263,0.02171049,0.0004009895,0.003878204,0.003153292,0.0005296035,0.0003274398,0.01914115,0.8703898,0.0001511995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0139076,0.1803526,0.001763864,0.7065986,0.03997096,0.0001167252,0.01388565,0.0002487151,0.04315519],"genre_scores_gemma":[0.2000104,0.2372719,0.002512696,0.4117764,0.1077452,0.0002707227,0.02192148,0.000488057,0.01800318],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0179463,"threshold_uncertainty_score":0.06003636,"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."}}