{"id":"W4290839513","doi":"10.1245/s10434-022-12361-y","title":"Clinicopathologic Features, Treatment Patterns, and Disease Outcomes in a Modern, Prospective Cohort of Young Women Diagnosed with Ductal Carcinoma In Situ","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Lumpectomy; Mastectomy; Ductal carcinoma; Breast cancer; Surgical oncology; Prospective cohort study; Cohort; Medical record; Cancer; Tamoxifen; Young adult; Surgery; Gynecology; 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":[0.0002527423,0.0001518179,0.0002313584,0.0007144708,0.000611874,0.0005475523,0.000189056,0.0002736048,0.001195218],"category_scores_gemma":[0.0008841197,0.0002800341,0.0002313595,0.0007597455,0.0003243437,0.0004506196,0.0003495226,0.0003706858,0.0002039533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002372649,"about_ca_system_score_gemma":0.0002507264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003597443,"about_ca_topic_score_gemma":0.003654907,"domain_scores_codex":[0.9998498,0.00003067361,0.0000162477,0.00004554765,0.00002157276,0.00003613894],"domain_scores_gemma":[0.9996033,0.00008727528,0.0001247081,0.00003907319,0.00003364582,0.0001120226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008806688,0.00002568469,0.9987409,0.000001683387,0.00001015579,0.0001229168,0.0000728201,0.00001286392,0.0003484619,0.00001242671,0.00002647677,0.0005376476],"study_design_scores_gemma":[0.000004920515,0.00009819944,0.998302,0.000001779042,0.00001602602,0.0007958636,0.0004547383,0.00006727673,0.00008736789,0.00002380058,0.0001454496,0.000002602904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999602,0.00007901139,0.00002738888,0.0000154648,0.000001759729,0.000001621157,0.0001000114,0.000001122175,0.000171649],"genre_scores_gemma":[0.9996023,0.0000672667,0.00002277465,0.00001538538,0.000004928474,0.000002396976,0.0001536416,0.000001147506,0.0001303442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003597443,"threshold_uncertainty_score":0.007152975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0199376627826871,"score_gpt":0.3115215850318063,"score_spread":0.2915839222491192,"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."}}