{"id":"W4313419089","doi":"10.1016/j.sopen.2022.12.002","title":"Is palpable DCIS more aggressive than screen-detected DCIS?","year":2022,"lang":"en","type":"article","venue":"Surgery Open Science","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"National Cancer Institute","keywords":"Medicine; Ductal carcinoma; Biopsy; Pathological; Ultrasound; Radiology; Multivariate analysis; Breast cancer; Retrospective cohort study; Cancer; Surgery; Internal medicine","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":[0.0007263072,0.0003957602,0.0008700933,0.00129049,0.0003726077,0.00128145,0.0004969574,0.001313486,0.002467484],"category_scores_gemma":[0.004485462,0.0003418799,0.0005924301,0.001632766,0.001034544,0.001230163,0.0003684784,0.0008207561,0.0004835397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002691844,"about_ca_system_score_gemma":0.000311017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001226002,"about_ca_topic_score_gemma":0.001378409,"domain_scores_codex":[0.9993309,0.0001526478,0.00006602389,0.0001767568,0.0001470335,0.0001267624],"domain_scores_gemma":[0.9961204,0.001052084,0.001975459,0.0002163236,0.0001888851,0.0004467666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001460474,0.000027673,0.9910576,0.00004186208,0.00005358502,0.001930266,0.00009552435,0.00002936175,0.0005928118,0.00007504933,0.0001178987,0.005832347],"study_design_scores_gemma":[0.00001222638,0.0001389491,0.9790099,0.00004930748,0.0001098133,0.01850973,0.0006481201,0.0001845827,0.0001676815,0.0003511945,0.0008032696,0.00001530677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924092,0.004326604,0.0002038831,0.001043979,0.00005887741,0.00001196341,0.0001362694,0.00001219088,0.001796993],"genre_scores_gemma":[0.9983131,0.001047434,0.0000637862,0.0001288161,0.0002387897,0.000002803618,0.00008527499,0.000002677528,0.0001173201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002467484,"threshold_uncertainty_score":0.008254528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06641097707812725,"score_gpt":0.3814587252819641,"score_spread":0.3150477482038368,"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."}}